diff --git a/pipeline-runner/DESCRIPTION b/pipeline-runner/DESCRIPTION index c5600e96..220df6ce 100644 --- a/pipeline-runner/DESCRIPTION +++ b/pipeline-runner/DESCRIPTION @@ -30,4 +30,4 @@ Config/testthat/edition: 3 Encoding: UTF-8 LazyData: true Roxygen: list(markdown = TRUE) -RoxygenNote: 7.2.2 +RoxygenNote: 7.2.3 diff --git a/pipeline-runner/Dockerfile b/pipeline-runner/Dockerfile index 741650ab..28d44773 100644 --- a/pipeline-runner/Dockerfile +++ b/pipeline-runner/Dockerfile @@ -1,6 +1,6 @@ # Create builder step # pull official base image and use it as builder -FROM rocker/r-ver:4.2.0 AS builder +FROM rocker/r-ver:4.2.2 AS builder WORKDIR /src/pipeline-runner # install required debian packages to install R packages @@ -21,7 +21,7 @@ RUN echo ".libPaths(c('$RENV_LIB', .libPaths()))" >> $(R RHOME)/etc/Rprofile.sit # install renv to install required R packages RUN R -q -e "install.packages('remotes', repos = c(CRAN = 'https://cloud.r-project.org'))" && \ - R -q -e "remotes::install_github('rstudio/renv@0.15.5')" && \ + R -q -e "remotes::install_github('rstudio/renv@0.16.0')" && \ R -q -e "renv::init(bare = TRUE, settings = list(use.cache = FALSE))" # an initial lockfile is used to avoid frequent re-installs @@ -36,12 +36,6 @@ RUN R -q -e "renv::restore(lockfile='renv.lock.init', library = '$RENV_LIB')" && RUN R -q -e "renv::deactivate()" -# use renv::snapshot() while R dependency updates are quick to build -COPY ./renv.lock . -RUN R -q -e "renv::restore(lockfile='renv.lock', library = '$RENV_LIB', clean = TRUE)" && \ - R -q -e 'root <- renv::paths$root(); unlink(root, recursive = TRUE)' && \ - strip --strip-debug $RENV_LIB/*/libs/*.so - # install miniconda and geosketch # clean conda ENV RETICULATE_MINICONDA_PATH=/src/r-miniconda @@ -50,6 +44,12 @@ RUN R -q -e "reticulate::install_miniconda()" && \ CONDA_PATH=$(R -q -s -e "cat(reticulate::conda_binary())") && \ $CONDA_PATH clean --force-pkgs-dirs -y +# use renv::snapshot() while R dependency updates are quick to build +COPY ./renv.lock . +RUN R -q -e "renv::restore(lockfile='renv.lock', library = '$RENV_LIB', clean = TRUE)" && \ + R -q -e 'root <- renv::paths$root(); unlink(root, recursive = TRUE)' && \ + strip --strip-debug $RENV_LIB/*/libs/*.so + # determine system run-time deps COPY setup/get_sysdeps_run.R . RUN Rscript get_sysdeps_run.R @@ -65,7 +65,7 @@ RUN Rscript check_package_licenses.R # --------------------------------------------------- # COMMON MINIMAL BUILD # --------------------------------------------------- -FROM rocker/r-ver:4.2.0 AS common +FROM rocker/r-ver:4.2.2 AS common WORKDIR /src/pipeline-runner ENV RETICULATE_MINICONDA_PATH=/src/r-miniconda diff --git a/pipeline-runner/NAMESPACE b/pipeline-runner/NAMESPACE index 12340297..735427f6 100644 --- a/pipeline-runner/NAMESPACE +++ b/pipeline-runner/NAMESPACE @@ -16,6 +16,7 @@ export(diet_scdata) export(download_s3_files) export(download_user_files) export(embed_and_cluster) +export(ensure_is_list_in_json) export(extract_subset_user_metadata) export(filter_doublets) export(filter_emptydrops) @@ -33,8 +34,8 @@ export(get_cell_sets) export(get_feature_types) export(get_subset_cell_sets) export(ids_to_sym) -export(integrate_from_sketch) export(integrate_scdata) +export(integrate_using_geosketch) export(learn_from_sketches) export(list_exclude_genes) export(load_cellsets) @@ -45,7 +46,6 @@ export(log_normalize) export(make_annot_with_ids) export(merge_scdata_list) export(normalize_annotation_types) -export(normalize_data) export(parse_cellsets) export(prepare_experiment) export(prepare_sct_integration) @@ -57,14 +57,17 @@ export(remove_used_colors) export(runClusters) export(run_emptydrops) export(run_geosketch) -export(run_pca) +export(run_seuratv4) export(safe_cbind) export(score_doublets) +export(seuratv4_find_and_integrate_anchors) export(subset_experiment) export(subset_ids) export(subset_safe) export(subset_seurat) export(sym_to_ids) +export(temp_integrate_scdata) export(upload_to_aws) import(data.table) importFrom(magrittr,"%>%") +importFrom(uuid,UUIDgenerate) diff --git a/pipeline-runner/R/gem2s-6-construct_qc_config.R b/pipeline-runner/R/gem2s-6-construct_qc_config.R index 5b4ecbd8..335b79fb 100644 --- a/pipeline-runner/R/gem2s-6-construct_qc_config.R +++ b/pipeline-runner/R/gem2s-6-construct_qc_config.R @@ -159,7 +159,8 @@ get_sample_mitochondrial_config <- function(scdata_list.sample, config) { # threshold for doublet score is the max score given to a singlet (above score => doublets) get_dblscore_config <- function(scdata_list, config) { - probabilityThreshold <- max(scdata_list$doublet_scores[scdata_list$doublet_class == "singlet"], na.rm = TRUE) + probabilityThreshold <- generate_default_values_doubletScores(scdata_list) + config$filterSettings$probabilityThreshold <- probabilityThreshold return(config) diff --git a/pipeline-runner/R/gem2s-7-upload_to_aws.R b/pipeline-runner/R/gem2s-7-upload_to_aws.R index 39f281dd..cff94dbd 100644 --- a/pipeline-runner/R/gem2s-7-upload_to_aws.R +++ b/pipeline-runner/R/gem2s-7-upload_to_aws.R @@ -152,7 +152,7 @@ build_sample_cellsets <- function(input, scdata, color_pool) { key = sample_id, name = sample_name, color = color_pool[i], - cellIds = unname(cell_ids) + cellIds = ensure_is_list_in_json(unname(cell_ids)) ) } @@ -394,7 +394,7 @@ build_scratchpad_cellsets <- function(color_pool, subset_cellsets) { key = scratchpad_ids[i], name = scratchpad_names[i], color = color_pool[i], - cellIds = subset_cellsets[key == scratchpad_ids[i], cell_id] + cellIds = ensure_is_list_in_json(subset_cellsets[key == scratchpad_ids[i], cell_id]) ) } diff --git a/pipeline-runner/R/handle_data.R b/pipeline-runner/R/handle_data.R index 301c51fd..08a9b96c 100644 --- a/pipeline-runner/R/handle_data.R +++ b/pipeline-runner/R/handle_data.R @@ -183,7 +183,7 @@ send_output_to_api <- function(pipeline_config, input, plot_data_keys, output) { error = FALSE ), pipelineVersion = pipeline_version, - apiUrl = pipeline_config$public_api_url + apiUrl = pipeline_config$api_url ) message("Publishing the message") @@ -216,7 +216,7 @@ send_pipeline_update_to_api <- function(pipeline_config, experiment_id, task_nam jobId = list(job_id), authJWT = list(input$auth_JWT), input = list(input), - apiUrl = pipeline_config$public_api_url + apiUrl = pipeline_config$api_url ) result <- sns$publish( @@ -245,7 +245,7 @@ send_pipeline_fail_update <- function(pipeline_config, input, error_message) { error_msg$taskName <- input$taskName error_msg$response$error <- process_name error_msg$input <- input - error_msg$apiUrl <- pipeline_config$public_api_url + error_msg$apiUrl <- pipeline_config$api_url sns <- paws::sns(config = pipeline_config$aws_config) string_value <- "" diff --git a/pipeline-runner/R/init-functions.R b/pipeline-runner/R/init-functions.R index 22ac3b3c..5bf8bea6 100644 --- a/pipeline-runner/R/init-functions.R +++ b/pipeline-runner/R/init-functions.R @@ -27,6 +27,15 @@ build_activity_arn <- function(aws_region, aws_account_id, activity_id) { #' #' @return list with config parameters load_config <- function(development_aws_server) { + + # running in linux needs the IP of the host to work. If it is set as an + # environment variable (by makefile) honor it instead of the provided + # parameter + overriden_server <- Sys.getenv("HOST_IP", "") + if (overriden_server != "") { + development_aws_server <- overriden_server + } + label_path <- "/etc/podinfo/labels" aws_account_id <- Sys.getenv("AWS_ACCOUNT_ID", unset = "242905224710") aws_region <- Sys.getenv("AWS_DEFAULT_REGION", unset = "eu-west-1") @@ -77,7 +86,7 @@ load_config <- function(development_aws_server) { aws_config = list(region = aws_region), pod_name = Sys.getenv("K8S_POD_NAME", "local"), activity_arn = activity_arn, - api_url = paste0("http://api-", sandbox, ".api-", sandbox, ".svc.cluster.local:3000"), + api_url = sprintf("http://%s:3000", development_aws_server), api_version = "v2", debug_config = list( step = Sys.getenv("DEBUG_STEP", ""), @@ -87,27 +96,13 @@ load_config <- function(development_aws_server) { if (config$cluster_env == "staging") { - config$public_api_url <- paste0("https://api-", sandbox, ".", domain_name) + config$api_url <- paste0("https://api-", sandbox, ".", domain_name) } if (config$cluster_env == "production") { - config$public_api_url <- paste0("https://api.", domain_name) - } - - # batch does not have access to the internal EKS cluster api URL, use the public one - if (running_in_batch == "true" && domain_name != "") { - config$api_url <- config$public_api_url - } - - # running in linux needs the IP of the host to work. If it is set as an - # environment variable (by makefile) honor it instead of the provided - # parameter - overriden_server <- Sys.getenv("HOST_IP", "") - if (overriden_server != "") { - development_aws_server <- overriden_server + config$api_url <- paste0("https://api.", domain_name) } if (config$cluster_env == "development") { - config$api_url <- sprintf("http://%s:3000", development_aws_server) # DOCKER_GATEWAY_HOST config$aws_config[["endpoint"]] <- sprintf( "http://%s:4566", @@ -278,7 +273,7 @@ call_subset <- function(task_name, input, pipeline_config) { c(data, task_out) %<-% run_pipeline_step(prev_out, input, pipeline_config, tasks, task_name) assign("prev_out", task_out, pos = ".GlobalEnv") - message_id <- send_gem2s_update_to_api(pipeline_config, experiment_id, task_name, data, input) + message_id <- send_pipeline_update_to_api(pipeline_config, experiment_id, task_name, data, input, 'GEM2SResponse') return(message_id) } @@ -353,8 +348,11 @@ call_qc <- function(task_name, input, pipeline_config) { samples <- names(scdata) assign("cells_id", load_cells_id_from_s3(pipeline_config, experiment_id, task_name, tasks, samples), - pos = ".GlobalEnv" - ) + pos = ".GlobalEnv") + + # won't be cells_id in S3 for uploaded Seurat object that is being subsetted + if (!length(cells_id)) cells_id <- generate_first_step_ids(scdata) + } else { stop("Invalid task name given: ", task_name) } diff --git a/pipeline-runner/R/qc-5-filter_doublets.R b/pipeline-runner/R/qc-5-filter_doublets.R index 044ac2df..ca704e6d 100644 --- a/pipeline-runner/R/qc-5-filter_doublets.R +++ b/pipeline-runner/R/qc-5-filter_doublets.R @@ -12,7 +12,7 @@ #' to call generate_default_values_doubletScores) #' - filterSettings: slot with thresholds #' - probabilityThreshold: Float. cut-off for the maximun probability scores that could have a cell. The doubletScores scores have been computed -#' through "scrublet" [1] +#' through scDblFinder #' - binStep: Float. Bin size for the histogram #' @export #' @return a list with the filtered seurat object by doublet score, the config and the plot values @@ -83,10 +83,12 @@ filter_doublets <- function(scdata_list, config, sample_id, cells_id, task_name return(result) } +# default doublet score based of scDblFinder classification generate_default_values_doubletScores <- function(scdata) { - # default doublet score based of scDblFinder classification is_singlet <- scdata$doublet_class == "singlet" - threshold <- max(scdata$doublet_scores[is_singlet], na.rm = TRUE) + + # if no singlets set threshold to 0, preventing some experiments to fail + threshold <- max(scdata$doublet_scores[is_singlet], 0.0, na.rm = TRUE) return(threshold) } diff --git a/pipeline-runner/R/qc-6-integrate_scdata-fastmnn.R b/pipeline-runner/R/qc-6-integrate_scdata-fastmnn.R new file mode 100644 index 00000000..96f79b4c --- /dev/null +++ b/pipeline-runner/R/qc-6-integrate_scdata-fastmnn.R @@ -0,0 +1,115 @@ +run_fastmnn <- function(scdata_list, config, cells_id) { + settings <- config$dataIntegration$methodSettings[["fastmnn"]] + nfeatures <- settings$numGenes + normalization <- settings$normalisation + if (grepl("lognorm", normalization, ignore.case = TRUE)) { + normalization <- "LogNormalize" + } + + # calculate as many PCs for the PCA as possible, ideally 50, unless few cells + npcs_for_pca <- min(vapply(scdata_list, ncol, integer(1)) - 1, 50) + npcs <- config$dimensionalityReduction$numPCs + + # use the min of what the user wants and what can be calculated + if (!is.null(npcs)) { + npcs <- min(config$dimensionalityReduction$numPCs, npcs_for_pca) + } + + use_geosketch <- "downsampling" %in% names(config) && config$downsampling$method == "geosketch" + + scdata <- prepare_scdata_for_fastmnn(scdata_list, config, cells_id) + + # we need RNA assay to compute the integrated matrix + Seurat::DefaultAssay(scdata) <- "RNA" + + scdata <- scdata |> + Seurat::NormalizeData(normalization.method = normalization, verbose = FALSE) |> + Seurat::FindVariableFeatures(nfeatures = nfeatures, verbose = FALSE) |> + Seurat::ScaleData(verbose = FALSE) |> + Seurat::RunPCA(npcs = npcs_for_pca, verbose = FALSE) + + # estimate number of PCs to be used downstream, for integration and clustering + if (is.null(npcs)) { + scdata@misc[["active.reduction"]] <- "pca" + npcs <- get_npcs(scdata) + message("Estimated number of PCs: ", npcs) + } + + scdata <- add_dispersions(scdata, normalization) + misc <- scdata@misc + # remove scale.data slot to avoid errors + # https://github.com/satijalab/seurat-wrappers/issues/126 + scdata@assays$RNA@scale.data <- as.matrix(0) + + if (use_geosketch) { + scdata <- + RunGeosketchFastMNN( + scdata, + split.by = "samples", + features = nfeatures, + dims = npcs, + config = config + ) + misc[["geosketch"]] <- TRUE + } else { + scdata_split <- Seurat::SplitObject(scdata, split.by = "samples") + scdata <- + SeuratWrappers::RunFastMNN( + scdata_split, + features = nfeatures, + d = npcs, + get.variance = TRUE + ) + } + + scdata@misc <- misc + scdata@misc[["numPCs"]] <- npcs + scdata@misc[["active.reduction"]] <- "mnn" + + return(scdata) +} + + +prepare_scdata_for_fastmnn <- function(scdata_list, config, cells_id) { + # pre-process + scdata_list <- order_by_size(scdata_list) + scdata <- create_scdata(scdata_list, cells_id) + + exclude_groups <- config$dimensionalityReduction$excludeGeneCategories + # remove genes groups if required + if (length(exclude_groups) > 0) { + scdata <- remove_genes(scdata, exclude_groups) + } + + return(scdata) +} + + +RunGeosketchFastMNN <- function(scdata, split.by, features, dims, config) { + set.seed(RANDOM_SEED) + perc_num_cells <- config$downsampling$methodSettings$geosketch$percentageToKeep + geosketch_list <- run_geosketch( + scdata, + dims = dims, + perc_num_cells = perc_num_cells + ) + + scdata_split <- Seurat::SplitObject(geosketch_list$sketch, split.by = split.by) + scdata_sketch_integrated <- + SeuratWrappers::RunFastMNN( + scdata_split, + features = nfeatures, + d = dims, + get.variance = TRUE + ) + + scdata <- learn_from_sketches( + geosketch_list$scdata, + geosketch_list$sketch, + scdata_sketch_integrated, + dims = dims + ) + + return(scdata) + +} diff --git a/pipeline-runner/R/qc-6-integrate_scdata-harmony.R b/pipeline-runner/R/qc-6-integrate_scdata-harmony.R new file mode 100644 index 00000000..9d51666e --- /dev/null +++ b/pipeline-runner/R/qc-6-integrate_scdata-harmony.R @@ -0,0 +1,121 @@ +run_harmony <- function(scdata_list, config, cells_id) { + + settings <- config$dataIntegration$methodSettings[["harmony"]] + nfeatures <- settings$numGenes + normalization <- settings$normalisation + if (grepl("lognorm", normalization, ignore.case = TRUE)) { + normalization <- "LogNormalize" + } + + # calculate as many PCs for the PCA as possible, ideally 50, unless few cells + npcs_for_pca <- min(vapply(scdata_list, ncol, integer(1)) - 1, 50) + npcs <- config$dimensionalityReduction$numPCs + + # use the min of what the user wants and what can be calculated + if (!is.null(npcs)) { + npcs <- min(config$dimensionalityReduction$numPCs, npcs_for_pca) + } + + use_geosketch <- "downsampling" %in% names(config) && config$downsampling$method == "geosketch" + + scdata <- prepare_scdata_for_harmony(scdata_list, config, cells_id) + + # we need RNA assay to compute the integrated matrix + Seurat::DefaultAssay(scdata) <- "RNA" + + # required pre-processing + scdata <- scdata |> + Seurat::NormalizeData(normalization.method = normalization, verbose = FALSE) |> + Seurat::FindVariableFeatures(nfeatures = nfeatures, verbose = FALSE) |> + Seurat::ScaleData(verbose = FALSE) |> + Seurat::RunPCA(npcs = npcs_for_pca, verbose = FALSE) + + # estimate number of PCs to be used downstream, for integration and clustering + if (is.null(npcs)) { + scdata@misc[["active.reduction"]] <- "pca" + npcs <- get_npcs(scdata) + message("Estimated number of PCs: ", npcs) + } + + # harmony ignores dims.use, using all dims available. + # https://github.com/immunogenomics/harmony/issues/151 + # reduction.keys have to be globally unique, so PC_ fails + scdata <- + Seurat::RunPCA( + scdata, + npcs = npcs, + verbose = FALSE, + reduction.name = "pca_for_harmony", + reduction.key = "PCh_" + ) + + # downsample + # main function + if (use_geosketch) { + scdata <- + RunGeosketchHarmony( + scdata, + group.by.vars = "samples", + reduction = "pca_for_harmony", + dims.use = 1:npcs, + config + ) + } else { + scdata <- + harmony::RunHarmony( + scdata, + group.by.vars = "samples", + reduction = "pca_for_harmony", + dims.use = 1:npcs + ) + } + + scdata <- add_dispersions(scdata, normalization) + scdata@misc[["numPCs"]] <- npcs + scdata@misc[["active.reduction"]] <- "harmony" + + return(scdata) +} + + +prepare_scdata_for_harmony <- function(scdata_list, config, cells_id) { + # pre-process + scdata_list <- order_by_size(scdata_list) + scdata <- create_scdata(scdata_list, cells_id) + + exclude_groups <- config$dimensionalityReduction$excludeGeneCategories + # remove genes groups if required + if (length(exclude_groups) > 0) { + scdata <- remove_genes(scdata, exclude_groups) + } + + return(scdata) +} + + +RunGeosketchHarmony <- function(scdata, group.by.vars, reduction, dims.use, config) { + set.seed(RANDOM_SEED) + perc_num_cells <- config$downsampling$methodSettings$geosketch$percentageToKeep + geosketch_list <- run_geosketch( + scdata, + dims = dims.use, + perc_num_cells = perc_num_cells + ) + + scdata_sketch_integrated <- + harmony::RunHarmony( + geosketch_list$sketch, + group.by.vars = "samples", + reduction = "pca_for_harmony" , + dims.use = dims.use + ) + + scdata <- learn_from_sketches( + geosketch_list$scdata, + geosketch_list$sketch, + scdata_sketch_integrated, + dims = dims.use + ) + + return(scdata) +} diff --git a/pipeline-runner/R/qc-6-integrate_scdata-seuratv4.R b/pipeline-runner/R/qc-6-integrate_scdata-seuratv4.R new file mode 100644 index 00000000..70b103cb --- /dev/null +++ b/pipeline-runner/R/qc-6-integrate_scdata-seuratv4.R @@ -0,0 +1,296 @@ +#' Run Seurat v4 integration +#' +#' Integrates two or more samples using the Seurat v4 workflow. +#' It takes into account two different normaization methods: LogNormalize and SCTransform. +#' This function can also be used in combination with Geosketch. In this case, +#' the samples are first merged, then the whole dataset is downsampled using geometric sketching, +#' and the sketches are integrated. The integrated sketches are then used to learn +#' the integration transformation and apply it to the whole dataset. +#' +#' @param scdata_list list of SeuratObjects +#' @param config list of configuration parameters +#' +#' @return normalized and integrated Seurat object +#' @export +#' +run_seuratv4 <- function(scdata_list, config, cells_id) { + + settings <- config$dataIntegration$methodSettings[["seuratv4"]] + nfeatures <- settings$numGenes + normalization <- settings$normalisation + if (grepl("lognorm", normalization, ignore.case = TRUE)) { + normalization <- "LogNormalize" + } + + reduction <- config$dimensionalityReduction$method + exclude_groups <- config$dimensionalityReduction$excludeGeneCategories + + use_geosketch <- "downsampling" %in% names(config) && config$downsampling$method == "geosketch" + + npcs <- config$dimensionalityReduction$numPCs + if (is.null(npcs)) { + npcs <- 30 + } + + # reduce nPCs if low cell numbers + npcs <- min(vapply(scdata_list, ncol, integer(1)) - 1, npcs) + + scdata_list <- order_by_size(scdata_list) + + # normalize single samples + for (i in 1:length(scdata_list)) { + # we need RNA assay to compute the integrated matrix + Seurat::DefaultAssay(scdata_list[[i]]) <- "RNA" + + # remove cell cycle genes if needed + if (length(exclude_groups) > 0) { + scdata_list[[i]] <- remove_genes(scdata_list[[i]], exclude_groups) + } + + if (normalization == "LogNormalize") { + scdata_list[[i]] <- scdata_list[[i]] |> + Seurat::NormalizeData(assay = "RNA", normalization.method = normalization, verbose = FALSE) |> + Seurat::FindVariableFeatures(assay = "RNA", nfeatures = nfeatures, verbose = FALSE) |> + Seurat::ScaleData(verbose = FALSE) + } else if (normalization == "SCT") { + message("Started normalization using SCTransform") + # conserve.memory parameter reduces the memory footprint but can significantly increase runtime + scdata_list[[i]] <- Seurat::SCTransform(scdata_list[[i]], vst.flavor = "v2", conserve.memory = FALSE) + } else { + stop("No normalization method provided") + } + + # PCA needs to be run also here + # otherwise when running FindIntegrationAnchors() with reduction="rpca" it will fail because no "pca" is present + if (reduction == "rpca") { + message("Running PCA") + scdata_list[[i]] <- Seurat::RunPCA(scdata_list[[i]], verbose = FALSE, npcs = npcs) + } else if (reduction == "cca") { + message("PCA is not running before integration as CCA method is selected") + } else { + stop("No reduction method provided") + } + } + + if (!use_geosketch) { + # if not using geosketch, just integrate + scdata <- seuratv4_find_and_integrate_anchors(scdata_list, cells_id, reduction, normalization, npcs, nfeatures) + } else if (use_geosketch) { + perc_num_cells <- config$downsampling$methodSettings$geosketch$percentageToKeep + scdata <- integrate_using_geosketch(scdata_list, cells_id, reduction, perc_num_cells, normalization, npcs, nfeatures, use_geosketch) + } + + scdata@misc[["numPCs"]] <- npcs + return(scdata) +} + + + +#' Find and integrate anchors +#' +#' This function find and integrate anchors according to the Seurat v4 workflow. +#' +#' @param cells_id list of cells ids to keep +#' @param reduction reduction method +#' @param normalization normalization method +#' @param npcs numer of principal components +#' @param nfeatures number of features +#' @param scdata merged Seurat object +#' @param use_geosketch boolean indicating if geosketch has to be run +#' @param scdata_list list of Seurat objects +#' +#' @return integrated Seurat object +#' @export +#' +seuratv4_find_and_integrate_anchors <- + function(scdata_list, + cells_id, + reduction, + normalization, + npcs, + nfeatures, + scdata = NA, + use_geosketch = FALSE) { + k.filter <- min(ceiling(sapply(scdata_list, ncol) / 2) - 1, 200) + message("k.filter: ", k.filter) + k.weight <- NA + tryCatch( + { + if (normalization == "SCT") { + data_anchors <- + prepare_sct_integration(scdata_list, reduction, normalization, k.filter, npcs) + } else if (normalization == "LogNormalize") { + data_anchors <- Seurat::FindIntegrationAnchors( + object.list = scdata_list, + dims = 1:npcs, + k.filter = k.filter, + normalization.method = normalization, + verbose = TRUE, + reduction = reduction + ) + } + # correct k.weight for extremely small samples + # https://github.com/satijalab/seurat/issues/4427#issuecomment-834685413 + nsamples <- length(scdata_list) + k.weight <- min(floor(nrow(data_anchors@anchors) / (3 * nsamples)), k.filter, 100) + message("k.weight: ", k.weight) + + scdata <- + Seurat::IntegrateData( + anchorset = data_anchors, + dims = 1:npcs, + normalization.method = normalization, + k.weight = k.weight + ) + }, + error = function(e) { + # Specifying error message + # ideally this should be passed to the UI as a error message: + print(e) + print(paste("current k.filter:", k.filter)) + print(paste("current k.weight:", k.weight)) + # Should we still continue if data is not integrated? No, right now.. + print("Current number of cells per sample: ") + print(sapply(scdata_list, ncol)) + warning( + "Error thrown in IntegrateData: Probably one/many of the samples contain too few cells.\nRule of thumb is that this can happen at around < 100 cells." + ) + # An ideal solution would be to launch an error to the UI, however, for now, we will skip the integration method. + print("Skipping integration step") + } + ) + + if (use_geosketch == FALSE && class(scdata) != "Seurat") { + message( + "Merging data because integration was skipped due to one/many samples containing too few cells" + ) + scdata <- create_scdata(scdata_list, cells_id, merge_data = TRUE) + } + + # running LogNormalization on SCTransformed data for downstream analyses + if (normalization == "SCT") { + Seurat::DefaultAssay(scdata) <- "RNA" + scdata <- Seurat::NormalizeData(scdata, normalization.method = "LogNormalize", verbose = FALSE) + } + + if ("integrated" %in% names(scdata@assays)) { + Seurat::DefaultAssay(scdata) <- "integrated" + } + + scdata <- Seurat::FindVariableFeatures(scdata, assay = "RNA", nfeatures = nfeatures, verbose = FALSE) + scdata <- Seurat::ScaleData(scdata, verbose = FALSE) + + # run PCA + scdata <- + Seurat::RunPCA( + scdata, + npcs = npcs, + features = Seurat::VariableFeatures(object = scdata), + verbose = FALSE + ) + scdata <- add_metadata(scdata, scdata_list) + scdata <- add_dispersions(scdata, normalization) + scdata@misc[["active.reduction"]] <- "pca" + + return(scdata) + } + + +#' Downsample and integrate sketches +#' +#' This function uses Geosketch to downsample the dataset, integrates the resulting +#' sketches using the Seurat v4 workflow, then learns +#' the integration transformation and applies it to the whole dataset. +#' +#' @param scdata_list list of Seurat objects +#' @param cells_id list of cells ids to keep +#' @param reduction reduction method +#' @param perc_num_cells percentage of cells to keep when using geosketch +#' @param normalization normalization method +#' @param npcs number of princpal components +#' @param nfeatures number of features +#' @param use_geosketch boolean indicating if geosketch has to be run +#' +#' @return integrated Seurat object +#' @export +#' +integrate_using_geosketch <- + function(scdata_list, + cells_id, + reduction, + perc_num_cells, + normalization, + npcs, + nfeatures, + use_geosketch) { + message("Percentage of cells to keep: ", perc_num_cells) + # merge + scdata <- create_scdata(scdata_list, cells_id, merge_data = TRUE) + # geosketch needs PCA to be run + scdata <- scdata |> + Seurat::FindVariableFeatures(assay = "RNA", nfeatures = 2000, verbose = FALSE) |> + Seurat::ScaleData(verbose = FALSE) |> + Seurat::RunPCA(npcs = npcs, verbose = FALSE) + + scdata@misc[["active.reduction"]] <- "pca" + # geoesketch + set.seed(RANDOM_SEED) + geosketch_list <- run_geosketch( + scdata = scdata, + dims = 50, + perc_num_cells = perc_num_cells + ) + # split and integrate sketches + scdata_sketch_split <- Seurat::SplitObject(geosketch_list$sketch, split.by = "samples") + scdata_sketch_integrated <- seuratv4_find_and_integrate_anchors( + scdata_sketch_split, cells_id, + reduction, normalization, + npcs, nfeatures, scdata, use_geosketch + ) + # learn from sketches + message("Learning from sketches") + scdata <- learn_from_sketches( + geosketch_list$scdata, + geosketch_list$sketch, + scdata_sketch_integrated, + npcs + ) + + return(scdata) + } + + +#' Prepare for integration after SCTransform +#' +#' This function runs the steps required to prepare the list of Seurat object normalized with +#' SCTransform for integration, and finds the integration anchors. +#' For further details see the documentation for +#' \code{\link[Seurat:SelectIntegrationFeatures]{Seurat::SelectIntegrationFeatures()}}, +#' \code{\link[Seurat:PrepSCTIntegration]{Seurat::PrepSCTIntegration()}}, +#' and [sctransform_v2 vignette](https://satijalab.org/seurat/articles/sctransform_v2_vignette.html#perform-integration-using-pearson-residuals-1). +#' +#' @param data.split list of Seurat objects +#' @param reduction reduction method +#' @param normalization normalization method +#' @param k.filter number of neighbors (k) to use when filtering anchors +#' @param npcs number of PCs +#' +#' @return data.anchors to use for integration +#' @export +#' +prepare_sct_integration <- function(data.split, reduction, normalization, k.filter, npcs) { + features <- Seurat::SelectIntegrationFeatures(object.list = data.split, nfeatures = 3000) + data.split <- Seurat::PrepSCTIntegration(object.list = data.split, + assay = "SCT", + anchor.features = features) + data.anchors <- Seurat::FindIntegrationAnchors( + object.list = data.split, + dims = 1:npcs, + k.filter = k.filter, + verbose = TRUE, + reduction = reduction, + normalization.method = normalization, + anchor.features = features + ) + return(data.anchors) +} diff --git a/pipeline-runner/R/qc-6-integrate_scdata-unisample.R b/pipeline-runner/R/qc-6-integrate_scdata-unisample.R new file mode 100644 index 00000000..1fad9949 --- /dev/null +++ b/pipeline-runner/R/qc-6-integrate_scdata-unisample.R @@ -0,0 +1,60 @@ +run_unisample <- function(scdata_list, config, cells_id) { + settings <- config$dataIntegration$methodSettings[[UNISAMPLE]] + nfeatures <- settings$numGenes + normalization <- settings$normalisation + + # grep in case misspelled + if (grepl("lognorm", normalization, ignore.case = TRUE)) normalization <- "LogNormalize" + + # calculate as many PCs for the PCA as possible, ideally 50, unless few cells + npcs_for_pca <- min(vapply(scdata_list, ncol, integer(1)) - 1, 50) + npcs <- config$dimensionalityReduction$numPCs + + # use the min nPCs of what the user wants and what can be calculated + if (!is.null(npcs)) { + npcs <- min(config$dimensionalityReduction$numPCs, npcs_for_pca) + } + + scdata <- prepare_scdata_for_unisample(scdata_list, config, cells_id) + + # in unisample we only need to normalize + scdata <- Seurat::NormalizeData(scdata, normalization.method = normalization, verbose = FALSE) |> + Seurat::FindVariableFeatures(assay = "RNA", nfeatures = nfeatures, verbose = FALSE) |> + Seurat::ScaleData(verbose = FALSE) + + scdata <- add_dispersions(scdata, normalization) + + # run PCA + scdata <- + Seurat::RunPCA( + scdata, + npcs = npcs_for_pca, + features = Seurat::VariableFeatures(object = scdata), + verbose = FALSE + ) + + # estimate number of PCs to be used downstream, for clustering + if (is.null(npcs)) { + scdata@misc[["active.reduction"]] <- "pca" + npcs <- get_npcs(scdata) + message("Estimated number of PCs: ", npcs) + } + + scdata@misc[["active.reduction"]] <- "pca" + scdata@misc[["numPCs"]] <- npcs + + return(scdata) +} + + +prepare_scdata_for_unisample <- function(scdata_list, config, cells_id) { + scdata <- create_scdata(scdata_list, cells_id) + + exclude_groups <- config$dimensionalityReduction$excludeGeneCategories + # remove genes groups if required + if (length(exclude_groups) > 0) { + scdata <- remove_genes(scdata, exclude_groups) + } + + return(scdata) +} diff --git a/pipeline-runner/R/qc-6-integrate_scdata.R b/pipeline-runner/R/qc-6-integrate_scdata.R index 6199cc74..17b6ba99 100644 --- a/pipeline-runner/R/qc-6-integrate_scdata.R +++ b/pipeline-runner/R/qc-6-integrate_scdata.R @@ -18,45 +18,37 @@ #' - method: String. Method to be used. "rpca" by default. #' - numPCs: Numeric. Number of principal components. #' - excludeGeneCategories: List. Categories of genes to be excluded. +#' - downsampling +#' - method: String. Method to be used to downsample. "geosketch" by default +#' - methodSettings: List with required parameters for each downsampling method +#' - geosketch +#' - percentageToKeep: percentage of cells to keep +#' #' @return a list with the integrated seurat object, the cell ids, the config and the plot values. #' @export #' -integrate_scdata <- function(scdata_list, config, sample_id, cells_id, task_name = "dataIntegration", use_geosketch = FALSE, perc_num_cells = 5) { - # the following operations give different results depending on sample order - # make sure they are ordered according to their matrices size - scdata_list <- order_by_size(scdata_list) - message("Started create_scdata") - scdata <- create_scdata(scdata_list, cells_id) - message("Finished create_scdata") +temp_integrate_scdata <- function(scdata_list, config, sample_id, cells_id, task_name = "dataIntegration") { - # main function - set.seed(RANDOM_SEED) - scdata_sketch <- NA - if (use_geosketch) { - c(scdata, scdata_sketch) %<-% run_geosketch( - scdata, - dims = 50, - perc_num_cells = perc_num_cells - ) + message("Started data integration") + method <- config$dataIntegration$method + + if (length(scdata_list) == 1) { + method <- UNISAMPLE + message("Only one sample detected or method is non integrate.") } - message("Started data integration") - scdata_integrated <- run_dataIntegration(scdata, scdata_sketch, config) + # integrate + integration_function <- get(paste0("run_", method)) + scdata_integrated <- integration_function(scdata_list, config, cells_id) + message("Finished data integration") - # get npcs from the UMAP call in integration functions - npcs <- length(scdata_integrated@commands$RunUMAP@params$dims) - message("\nSet config numPCs to npcs used in last UMAP call: ", npcs, "\n") - config$dimensionalityReduction$numPCs <- npcs + # Update config numPCs with estimated or user provided nPCs + config$dimensionalityReduction$numPCs <- scdata_integrated@misc$numPCs var_explained <- get_explained_variance(scdata_integrated) - # This same numPCs will be used throughout the platform. - scdata_integrated@misc[["numPCs"]] <- config$dimensionalityReduction$numPCs - - scdata_integrated <- colorObject(scdata_integrated) - - plots <- generate_elbow_plot_data(scdata_integrated, config, task_name, var_explained) + plots <- generate_elbow_plot_data(scdata_integrated, task_name, var_explained) # the result object will have to conform to this format: {data, config, plotData : {plot1, plot2}} result <- list( @@ -67,6 +59,7 @@ integrate_scdata <- function(scdata_list, config, sample_id, cells_id, task_name ) return(result) + } @@ -81,14 +74,15 @@ integrate_scdata <- function(scdata_list, config, sample_id, cells_id, task_name #' @return SeuratObject #' @export #' -create_scdata <- function(scdata_list, cells_id) { +create_scdata <- function(scdata_list, cells_id, merge_data = FALSE) { scdata_list <- remove_filtered_cells(scdata_list, cells_id) - merged_scdatas <- merge_scdata_list(scdata_list) + merged_scdatas <- merge_scdata_list(scdata_list, merge_data) merged_scdatas <- add_metadata(merged_scdatas, scdata_list) return(merged_scdatas) } + #' For each sample, remove filtered cells from the Seurat object #' #' @param scdata_list list of SeuratObjects @@ -98,6 +92,7 @@ create_scdata <- function(scdata_list, cells_id) { #' @export #' remove_filtered_cells <- function(scdata_list, cells_id) { + message("Filtering cells.") for (sample in names(scdata_list)) { flat_cell_ids <- unname(unlist(cells_id[[sample]])) scdata_list[[sample]] <- subset_ids(scdata_list[[sample]], flat_cell_ids) @@ -118,257 +113,19 @@ remove_filtered_cells <- function(scdata_list, cells_id) { #' @return SeuratObject #' @export #' -merge_scdata_list <- function(scdata_list) { +merge_scdata_list <- function(scdata_list, merge_data = FALSE) { + message("Merging Seurat objects.") if (length(scdata_list) == 1) { scdata <- scdata_list[[1]] } else { - scdata <- merge(scdata_list[[1]], y = scdata_list[-1], merge.data = FALSE) - } - - return(scdata) -} - - -# This function covers -# - Integrate the data using the variable "type" (in case of data integration method is selected) and normalize using LogNormalize method. -# - Compute PCA analysis -# - To visualize the results of the batch effect, an UMAP with default setting has been made. -run_dataIntegration <- function(scdata, scdata_sketch, config) { - - # get method and settings - method <- config$dataIntegration$method - npcs <- config$dimensionalityReduction$numPCs - - exclude_groups <- config$dimensionalityReduction$excludeGeneCategories - - - nsamples <- length(unique(scdata$samples)) - if (nsamples == 1) { - method <- "unisample" - message("Only one sample detected or method is non integrate.") - } - - # we need RNA assay to compute the integrated matrix - Seurat::DefaultAssay(scdata) <- "RNA" - - # remove cell cycle genes if needed - if (length(exclude_groups) > 0) { - message("\n------\n") - scdata <- remove_genes(scdata, exclude_groups) - message("\n------\n") - } - - integration_function <- get(paste0("run_", method)) - - if (is.na(scdata_sketch)) { - scdata <- integration_function(scdata, config, npcs) - } else { - scdata <- integrate_from_sketch(scdata, scdata_sketch, integration_function, config, npcs) - } - - if (is.null(npcs)) { - npcs <- get_npcs(scdata) - message("Number of PCs: ", npcs) + scdata <- merge(scdata_list[[1]], y = scdata_list[-1], merge.data = merge_data) } - # Compute embedding with default setting to get an overview of the performance of the batch correction - scdata <- Seurat::RunUMAP(scdata, reduction = scdata@misc[["active.reduction"]], dims = 1:npcs, verbose = FALSE) - - return(scdata) -} - - -run_harmony <- function(scdata, config, npcs) { - settings <- config$dataIntegration$methodSettings[["harmony"]] - - nfeatures <- settings$numGenes - normalization <- settings$normalisation - - # grep in case misspelled - if (grepl("lognorm", normalization, ignore.case = TRUE)) normalization <- "LogNormalize" - - scdata <- normalize_data(scdata, normalization, "harmony", nfeatures) - - scdata <- Seurat::RunPCA(scdata, verbose = FALSE) - scdata <- harmony::RunHarmony(scdata, group.by.vars = "samples") - scdata <- add_dispersions(scdata, normalization) - scdata@misc[["active.reduction"]] <- "harmony" - - return(scdata) -} - -run_seuratv4 <- function(scdata, config, npcs) { - settings <- config$dataIntegration$methodSettings[["seuratv4"]] - - nfeatures <- settings$numGenes - - normalization <- settings$normalisation - - # get reduction method to find integration anchors - reduction <- config$dimensionalityReduction$method - - # grep in case misspelled - if (grepl("lognorm", normalization, ignore.case = TRUE)) normalization <- "LogNormalize" - - # @misc slots not preserved so transfer - misc <- scdata@misc - - data.split <- Seurat::SplitObject(scdata, split.by = "samples") - for (i in 1:length(data.split)) { - data.split[[i]] <- normalize_data(data.split[[i]], normalization, "seuratv4", nfeatures) - # PCA needs to be run also here - # otherwise when running FindIntegrationAnchors() with reduction="rpca" it will fail because no "pca" is present - if (reduction == "rpca") { - message("Running PCA") - data.split[[i]] <- Seurat::RunPCA(data.split[[i]], verbose = FALSE, npcs = npcs) - } else { - message("PCA is not running before integration as CCA method is selected") - } - } - - # If Number of anchor cells is less than k.filter/2, there is likely to be an error: - # Note that this is a heuristic and was found to still fail for small data-sets - - # Try to integrate data (catch error most likely caused by too few cells) - k.filter <- min(ceiling(sapply(data.split, ncol) / 2), 200) - tryCatch( - { - if (reduction == "rpca") message("Finding integration anchors using RPCA reduction") - if (reduction == "cca") message("Finding integration anchors using CCA reduction") - if (normalization == "SCT") { - data.anchors <- prepare_sct_integration(data.split, reduction, normalization, k.filter, npcs) - } - if (normalization == "LogNormalize") { - data.anchors <- Seurat::FindIntegrationAnchors( - object.list = data.split, - dims = 1:npcs, - k.filter = k.filter, - normalization.method = normalization, - verbose = TRUE, - reduction = reduction - ) - } - scdata <- Seurat::IntegrateData(anchorset = data.anchors, dims = 1:npcs, normalization.method = normalization) - Seurat::DefaultAssay(scdata) <- "integrated" - }, - error = function(e) { # Specifying error message - # ideally this should be passed to the UI as a error message: - print(table(scdata$samples)) - print(e) - print(paste("current k.filter:", k.filter)) - # Should we still continue if data is not integrated? No, right now.. - print("Current number of cells per sample: ") - print(table(scdata$samples)) - warning("Error thrown in IntegrateData: Probably one/many of the samples contain to few cells.\nRule of thumb is that this can happen at around < 100 cells.") - # An ideal solution would be to launch an error to the UI, however, for now, we will skip the integration method. - print("Skipping integration step") - } - ) - - # seurat v4 requires to call the normalize_data function before (on single objects) - # and after integration (on the integrated object) - if (normalization == "LogNormalize") { - scdata <- normalize_data(scdata, "LogNormalize", "seuratv4", nfeatures) - } - # running LogNormalization on SCTransformed data for downstream analyses - if (normalization == "SCT") { - Seurat::DefaultAssay(scdata) <- "RNA" - scdata <- normalize_data(scdata, "LogNormalize", "seuratv4", nfeatures) - # check if integrated assay exists because it doesn't exist if the integration was skipped - if ("integrated" %in% names(scdata@assays)) { - Seurat::DefaultAssay(scdata) <- "integrated" - } - } - scdata@misc <- misc - scdata <- add_dispersions(scdata, normalization) - scdata@misc[["active.reduction"]] <- "pca" - - # run PCA - scdata <- Seurat::RunPCA(scdata, npcs = 50, features = Seurat::VariableFeatures(object = scdata), verbose = FALSE) - - return(scdata) -} - - -#' Prepare for integration after SCTransform -#' -#' This function runs the steps required to prepare the list of Seurat object normalized with -#' SCTransform for integration, and finds the integration anchors. -#' For further details see the documentation for -#' \code{\link[Seurat:SelectIntegrationFeatures]{Seurat::SelectIntegrationFeatures()}}, -#' \code{\link[Seurat:PrepSCTIntegration]{Seurat::PrepSCTIntegration()}}, -#' and [sctransform_v2 vignette](https://satijalab.org/seurat/articles/sctransform_v2_vignette.html#perform-integration-using-pearson-residuals-1). -#' -#' @param data.split list of Seurat objects -#' @param reduction reduction method -#' @param normalization normalization method -#' @param k.filter number of neighbors (k) to use when filtering anchors -#' @param npcs number of PCs -#' -#' @return data.anchors to use for integration -#' @export -#' -prepare_sct_integration <- function(data.split, reduction, normalization, k.filter, npcs) { - features <- Seurat::SelectIntegrationFeatures(object.list = data.split, nfeatures = 3000) - data.split <- Seurat::PrepSCTIntegration( - object.list = data.split, assay = "SCT", - anchor.features = features - ) - data.anchors <- Seurat::FindIntegrationAnchors( - object.list = data.split, - dims = 1:npcs, - k.filter = k.filter, - verbose = TRUE, - reduction = reduction, - normalization.method = normalization, - anchor.features = features - ) - return(data.anchors) -} - -run_fastmnn <- function(scdata, config, npcs) { - settings <- config$dataIntegration$methodSettings[["fastmnn"]] - - nfeatures <- settings$numGenes - normalization <- settings$normalisation - - # grep in case misspelled - if (grepl("lognorm", normalization, ignore.case = TRUE)) normalization <- "LogNormalize" - - - scdata <- normalize_data(scdata, normalization, "fastmnn", nfeatures) - scdata <- add_dispersions(scdata, normalization) - - # @misc slots not preserved so transfer - misc <- scdata@misc - scdata <- SeuratWrappers::RunFastMNN(object.list = Seurat::SplitObject(scdata, split.by = "samples"), d = 50, get.variance = TRUE) - scdata@misc <- misc - scdata@misc[["active.reduction"]] <- "mnn" - return(scdata) } -run_unisample <- function(scdata, config, npcs) { - settings <- config$dataIntegration$methodSettings[["unisample"]] - - nfeatures <- settings$numGenes - normalization <- settings$normalisation - # grep in case misspelled - if (grepl("lognorm", normalization, ignore.case = TRUE)) normalization <- "LogNormalize" - - # in unisample we only need to normalize - scdata <- normalize_data(scdata, normalization, "unisample", nfeatures) - scdata <- add_dispersions(scdata, normalization) - scdata@misc[["active.reduction"]] <- "pca" - - # run PCA - scdata <- Seurat::RunPCA(scdata, npcs = 50, features = Seurat::VariableFeatures(object = scdata), verbose = FALSE) - - return(scdata) -} - -add_dispersions <- function(scdata, method = 'LogNormalize') { +add_dispersions <- function(scdata, method = "LogNormalize") { if (method == "SCT" && Seurat::DefaultAssay(scdata) == "integrated") { vars <- Seurat::HVFInfo(object = scdata, assay = "integrated", selection.method = "sctransform") # change colnames as they are when run with selection.method = "vst", otherwise will break the listGenes worker task @@ -384,25 +141,6 @@ add_dispersions <- function(scdata, method = 'LogNormalize') { } -colorObject <- function(data) { - if ("color_pool" %in% names(data@misc)) { - color_pool <- data@misc[["color_pool"]] - } else { # THIS SHOULD BE REMOVE ONCE THE EXPERIMENT HAS BEEN UPDATED WITH THE NEW VERSION OF THE DATA-INGEST - color_pool <- get_color_pool() - } - data$color_active_ident <- color_pool[as.numeric(data@active.ident)] - - ########################## - # Coloring samples - ########################### - if ("samples" %in% colnames(data@meta.data)) { # In that case we are in multisample experiment - data@meta.data[, "color_samples"] <- color_pool[as.numeric(as.factor(data$samples))] - } else { - data@meta.data[, "color_samples"] <- color_pool[1] - } - return(data) -} - get_explained_variance <- function(scdata) { # Compute explained variance for plotting and numPCs estimation. # It can be computed from pca or other reductions such as mnn @@ -415,7 +153,8 @@ get_explained_variance <- function(scdata) { return(var_explained) } -get_npcs <- function(scdata, var_threshold = 0.85, max_npcs = 30) { + +get_npcs <- function(scdata, var_threshold = 0.90, max_npcs = 30) { # estimates the number of PCs to use in data integration and embeddings, # using accumulated explained variance var_explained <- get_explained_variance(scdata) @@ -547,6 +286,7 @@ build_cc_gene_list <- function(all_genes) { return(cc_gene_indices) } + #' Add the metadata present in scdata_list into the merged SeuratObject #' #' This function adds metadata, some of which is present in the sample SeuratObjects @@ -560,6 +300,7 @@ build_cc_gene_list <- function(all_genes) { #' @export #' add_metadata <- function(scdata, scdata_list) { + message("Adding metadata.") # misc data is duplicated in each of the samples and it does not # need to be merge so pick the data in the first one and add it to the merged dataset scdata@misc <- scdata_list[[1]]@misc @@ -581,32 +322,37 @@ add_metadata <- function(scdata, scdata_list) { } -#' Normalize data according to the specific normalization method +#' generate elbow plot data #' -#' This function normalize the data taking into account the integration method. +#' Reshapes table to an UI compatible format for elbow/scree plot. #' -#' @param scdata SeuratObject -#' @param normalization_method normalization method -#' @param integration_method integration method -#' @param nfeatures number of features to pass to Seurat::FindVariableFeatures() +#' @param scdata_integrated integrated seurat object +#' @param task_name character +#' @param var_explained numeric #' -#' @return normalized and scaled SeuratObject +#' @return list of plot data #' @export #' -normalize_data <- function(scdata, normalization_method, integration_method, nfeatures) { - if (normalization_method == "LogNormalize") { - scdata <- log_normalize(scdata, normalization_method, integration_method, nfeatures) - } +generate_elbow_plot_data <- function(scdata_integrated, task_name, var_explained) { + cells_order <- rownames(scdata_integrated@meta.data) - if (normalization_method == "SCT") { - message("Started normalization using SCTransform") - # conserve.memory parameter reduces the memory footprint but can significantly increase runtime - scdata <- Seurat::SCTransform(scdata, vst.flavor = "v2", conserve.memory = FALSE) - message("Finished normalization using SCTransform") - } - return(scdata) + # plot1_data is an empty list because it is not used anymore by the UI + plot1_data <- list() + + plot2_data <- unname(purrr::map2(1:min(50, length(var_explained)), var_explained, function(x, y) { + c("PC" = x, "percentVariance" = y) + })) + + plots <- list() + plots[generate_gui_uuid("", task_name, 0)] <- list(plot1_data) + plots[generate_gui_uuid("", task_name, 1)] <- list(plot2_data) + + return(plots) } +################################################################################ +# REMOVE EVERYTHING BELOW AFTER REFACTORING ALL INTEGRATION METHODS + #' Perform log normalization #' #' If the integration method is fastMNN, it will skip ScaleData() because @@ -635,161 +381,130 @@ log_normalize <- function(scdata, normalization_method, integration_method, nfea } -#' generate elbow plot data -#' -#' Reshapes table to an UI compatible format for elbow/scree plot. +#' STEP 6. Data Integration #' -#' @param scdata_integrated integrated seurat object -#' @param config list -#' @param task_name character -#' @param var_explained numeric +#' Data integration step where batch effect is corrected through data +#' integration methods. The default method is Harmony. +#' The data integration step include ordering the samples according to their +#' matrices size, merging of Seurat objects, normalization and PCA analysis. +#' Optional: performs geometric sketching of merged Seurat object, integrates +#' the sketched data, and learn and apply back the integration transformation +#' to the full data. #' -#' @return list of plot data +#' @param config list containing the following information +#' - dataIntegration +#' - method: String. Method to be used. "harmony by default. +#' - methodSettings: List with the method as key and: +#' - numGenes: Numeric. Number of gene to be used. +#' - normalisation: String. Normalisation method to be used. +#' - dimensionalityReduction +#' - method: String. Method to be used. "rpca" by default. +#' - numPCs: Numeric. Number of principal components. +#' - excludeGeneCategories: List. Categories of genes to be excluded. +#' @return a list with the integrated seurat object, the cell ids, the config and the plot values. #' @export #' -generate_elbow_plot_data <- function(scdata_integrated, config, task_name, var_explained) { - cells_order <- rownames(scdata_integrated@meta.data) +integrate_scdata <- function(scdata_list, config, sample_id, cells_id, task_name = "dataIntegration", use_geosketch = FALSE, perc_num_cells = 5) { + # get the method and redirect to the new temporary function until we refactor all the methods + method <- config$dataIntegration$method - # plot1_data is an empty list because it is not used anymore by the UI - plot1_data <- list() + # temporary, this should be addressed when creating the config + if (length(scdata_list) == 1) { + method <- UNISAMPLE + message("Only one sample detected or method is non integrate.") + } - plot2_data <- unname(purrr::map2(1:min(50, length(var_explained)), var_explained, function(x, y) { - c("PC" = x, "percentVariance" = y) - })) + if (method %in% c("seuratv4", "harmony", "unisample", "fastmnn")) { + result <- temp_integrate_scdata(scdata_list, config, sample_id, cells_id, task_name = "dataIntegration") + return(result) + } + # the following operations give different results depending on sample order + # make sure they are ordered according to their matrices size + scdata_list <- order_by_size(scdata_list) + message("Started create_scdata") + scdata <- create_scdata(scdata_list, cells_id) - plots <- list() - plots[generate_gui_uuid("", task_name, 0)] <- list(plot1_data) - plots[generate_gui_uuid("", task_name, 1)] <- list(plot2_data) + # main function + set.seed(RANDOM_SEED) + scdata_sketch <- NA + if (use_geosketch) { + c(scdata, scdata_sketch) %<-% run_geosketch( + scdata, + dims = 50, + perc_num_cells = perc_num_cells + ) + } - return(plots) -} + message("Started data integration") + scdata_integrated <- run_dataIntegration(scdata, scdata_sketch, config) + # get npcs from the UMAP call in integration functions + npcs <- length(scdata_integrated@commands$RunUMAP@params$dims) + message("\nSet config numPCs to npcs used in last UMAP call: ", npcs, "\n") + config$dimensionalityReduction$numPCs <- npcs -#' Perform geometric sketching -#' -#' See https://github.com/brianhie/geosketch -#' -#' @param object Seurat object -#' @param reduction Reduced dimensions to use for sketching -#' @param dims Number of dimensions to use -#' @param num_cells Number of desired cells -#' -#' @return Seurat object downsampled to desired number of cells -#' @export -#' -run_geosketch <- function(scdata, dims, perc_num_cells) { + var_explained <- get_explained_variance(scdata_integrated) - # geosketch needs PCA to be run - scdata <- run_pca(scdata) - reduction <- "pca" - num_cells <- round(ncol(scdata) * perc_num_cells / 100) + # This same numPCs will be used throughout the platform. + scdata_integrated@misc[["numPCs"]] <- config$dimensionalityReduction$numPCs - message("Geosketching to ", num_cells, " cells") + plots <- generate_elbow_plot_data(scdata_integrated, task_name, var_explained) - if (!exists("geosketch")) { - geosketch <- reticulate::import("geosketch") - } - stopifnot( - "The requested reduction is not present in the Seurat object." = reduction %in% names(scdata@reductions), - "The number of cells is lower that the number of dimensions." = ncol(scdata@reductions[[reduction]]) >= dims + # the result object will have to conform to this format: {data, config, plotData : {plot1, plot2}} + result <- list( + data = scdata_integrated, + new_ids = cells_id, + config = config, + plotData = plots ) - embeddings <- scdata@reductions[[reduction]]@cell.embeddings[, 1:dims] - index <- unlist(geosketch$gs(embeddings, as.integer(num_cells), one_indexed = TRUE)) - sketch <- scdata[, index] - Seurat::DefaultAssay(sketch) <- "RNA" - sketch@misc[["active.reduction"]] <- reduction - - return(list(scdata, sketch)) + return(result) } -#' Learn integration transformation from sketches -#' -#' Uses the integrated sketches to learn the integration transformation and -#' apply it to the whole dataset -#' -#' @param scdata Seurat object -#' @param scdata_sketch Sketched Seurat object -#' @param scdata_sketch_integrated Sketched integrated Seurat object -#' @param method Reduction method -#' @param npcs Number of PCs -#' -#' @return Integrated Seurat object with original number of cells -#' @export -#' -learn_from_sketches <- function(scdata, scdata_sketch, scdata_sketch_integrated, method, npcs) { - # get embeddings from splitted Seurat object - active_reduction <- scdata_sketch_integrated@misc[["active.reduction"]] - embeddings_orig <- list(scdata@reductions[["pca"]]@cell.embeddings[, 1:npcs]) - embeddings_sketch <- list(scdata_sketch@reductions[["pca"]]@cell.embeddings[, 1:npcs]) - embeddings_sketch_int <- list(scdata_sketch_integrated@reductions[[active_reduction]]@cell.embeddings[, 1:npcs]) - - # use python script to learn integration from sketches and apply to whole dataset - reticulate::source_python("/src/pipeline-runner/inst/python/learn-apply-transformation.py") - learned_int <- apply_transf(embeddings_orig, embeddings_sketch, embeddings_sketch_int) - rownames(learned_int[[1]]) <- colnames(scdata) - - scdata[[active_reduction]] <- Seurat::CreateDimReducObject( - embeddings = learned_int[[1]], - key = paste0(active_reduction, "_"), - assay = Seurat::DefaultAssay(scdata) - ) +# This function covers +# - Integrate the data using the variable "type" (in case of data integration method is selected) and normalize using LogNormalize method. +# - Compute PCA analysis +# - To visualize the results of the batch effect, an UMAP with default setting has been made. +run_dataIntegration <- function(scdata, scdata_sketch, config) { - scdata@misc[["active.reduction"]] <- active_reduction - scdata@misc$geosketch <- TRUE + # get method and settings + method <- config$dataIntegration$method + npcs <- config$dimensionalityReduction$numPCs - return(scdata) -} + exclude_groups <- config$dimensionalityReduction$excludeGeneCategories -#' Run PCA -#' -#' Performs FindVariableFeatures and ScaleData, which are two required steps -#' before RunPCA -#' -#' @param scdata Seurat object -#' -#' @return Seurat object with PCA slot -#' @export -#' -run_pca <- function(scdata) { - scdata <- Seurat::FindVariableFeatures(scdata, assay = "RNA", nfeatures = 2000, verbose = FALSE) - scdata <- Seurat::ScaleData(scdata, verbose = FALSE) - scdata <- Seurat::RunPCA(scdata, verbose = FALSE) - scdata@misc[["active.reduction"]] <- "pca" - return(scdata) -} + nsamples <- length(unique(scdata$samples)) + if (nsamples == 1) { + method <- UNISAMPLE + message("Only one sample detected or method is non integrate.") + } -#' Integrate using sketch data -#' -#' This function takes the sketched data, integrates it and then transfers the -#' integration to the complete data set. -#' -#' -#' @param scdata Seurat object - complete data set -#' @param scdata_sketch Seurat object - sketch -#' @param integration_function function -#' @param config list - integration parameters -#' @param method character - integration methods -#' -#' @return Integrated Seurat object -#' @export -#' -integrate_from_sketch <- function(scdata, scdata_sketch, integration_function, config, npcs) { - scdata@misc[["active.reduction"]] <- "pca" - method <- config$dataIntegration$method + # we need RNA assay to compute the integrated matrix + Seurat::DefaultAssay(scdata) <- "RNA" - scdata_sketch_integrated <- integration_function(scdata_sketch, config, npcs) - message("Learning from sketches") - scdata <- learn_from_sketches( - scdata, - scdata_sketch, - scdata_sketch_integrated, - method, - npcs - ) - message("Finished learning from sketches") + # remove cell cycle genes if needed + if (length(exclude_groups) > 0) { + scdata <- remove_genes(scdata, exclude_groups) + } + + integration_function <- get(paste0("run_", method)) + + if (is.na(scdata_sketch)) { + scdata <- integration_function(scdata, config, npcs) + } else { + scdata <- integrate_from_sketch(scdata, scdata_sketch, integration_function, config, npcs) + } + + if (is.null(npcs)) { + npcs <- get_npcs(scdata) + message("Number of PCs: ", npcs) + } + + # Compute embedding with default setting to get an overview of the performance of the batch correction + scdata <- Seurat::RunUMAP(scdata, reduction = scdata@misc[["active.reduction"]], dims = 1:npcs, verbose = FALSE) return(scdata) } + diff --git a/pipeline-runner/R/qc-6-subsample-geosketch.R b/pipeline-runner/R/qc-6-subsample-geosketch.R new file mode 100644 index 00000000..86236a35 --- /dev/null +++ b/pipeline-runner/R/qc-6-subsample-geosketch.R @@ -0,0 +1,77 @@ +#' Perform geometric sketching +#' +#' See https://github.com/brianhie/geosketch +#' +#' @param object Seurat object +#' @param dims Number of dimensions of PC space to use +#' @param num_cells Number of desired cells +#' +#' @return Seurat object downsampled to desired number of cells +#' @export +#' +run_geosketch <- function(scdata, dims, perc_num_cells) { + + reduction <- "pca" + num_cells <- round(ncol(scdata) * perc_num_cells / 100) + + # use the min of what the user wants and what is available + dims <- min(ncol(scdata@reductions[[reduction]]) - 1, dims) + + message("Geosketching to ", num_cells, " cells") + + if (!exists("geosketch")) { + geosketch <- reticulate::import("geosketch") + } + stopifnot( + "The requested reduction is not present in the Seurat object." = reduction %in% names(scdata@reductions), + "The number of cells is lower that the number of dimensions." = ncol(scdata@reductions[[reduction]]) >= dims + ) + + embeddings <- scdata@reductions[[reduction]]@cell.embeddings[, 1:dims] + index <- unlist(geosketch$gs(embeddings, as.integer(num_cells), one_indexed = TRUE)) + sketch <- scdata[, index] + Seurat::DefaultAssay(sketch) <- "RNA" + sketch@misc[["active.reduction"]] <- reduction + + return(list(scdata = scdata, sketch = sketch)) +} + + +#' Learn integration transformation from sketches +#' +#' Uses the integrated sketches to learn the integration transformation and +#' apply it to the whole dataset +#' +#' @param scdata Seurat object +#' @param scdata_sketch Sketched Seurat object +#' @param scdata_sketch_integrated Sketched integrated Seurat object +#' @param method Reduction method +#' @param dims Number of dimensions of PC space to use +#' +#' @return Integrated Seurat object with original number of cells +#' @export +#' +learn_from_sketches <- function(scdata, scdata_sketch, scdata_sketch_integrated, dims) { + # get embeddings from splitted Seurat object + active_reduction <- scdata_sketch_integrated@misc[["active.reduction"]] + embeddings_orig <- list(scdata@reductions[["pca"]]@cell.embeddings[, 1:dims]) + embeddings_sketch <- list(scdata_sketch@reductions[["pca"]]@cell.embeddings[, 1:dims]) + embeddings_sketch_int <- list(scdata_sketch_integrated@reductions[[active_reduction]]@cell.embeddings[, 1:dims]) + + # use python script to learn integration from sketches and apply to whole dataset + reticulate::source_python("/src/pipeline-runner/inst/python/learn-apply-transformation.py") + learned_int <- apply_transf(embeddings_orig, embeddings_sketch, embeddings_sketch_int) + rownames(learned_int[[1]]) <- colnames(scdata) + + scdata[[active_reduction]] <- Seurat::CreateDimReducObject( + embeddings = learned_int[[1]], + key = paste0(active_reduction, "_"), + assay = Seurat::DefaultAssay(scdata) + ) + + scdata@misc[["active.reduction"]] <- active_reduction + scdata@misc[["geosketch"]] <- TRUE + + return(scdata) +} + diff --git a/pipeline-runner/R/qc-7-embed_and_cluster.R b/pipeline-runner/R/qc-7-embed_and_cluster.R index 50e4bf57..9cb4b468 100644 --- a/pipeline-runner/R/qc-7-embed_and_cluster.R +++ b/pipeline-runner/R/qc-7-embed_and_cluster.R @@ -25,6 +25,7 @@ embed_and_cluster <- cellSets <- runClusters(clustering_method, methodSettings$resolution, scdata) message("formatting cellsets") + formated_cell_sets <- format_cell_sets_object(cellSets, clustering_method, scdata@misc$color_pool) message("updating through api") @@ -49,6 +50,26 @@ embed_and_cluster <- return(result) } +#' Ensure is list in json +#' +#' When sending responses as json, Vectors of length 0 or 1 are converted to +#' null and scalar (respectively) Using as.list fixes this, however, long R +#' lists take a VERY long time to be converted to JSON. +#' This function deals with the problematic cases, leaving vector as a vector +#' when it isnt a problem. +#' +#' @param vector +#' +#' @export +#' +ensure_is_list_in_json <- function(vector) { + if (length(vector) <= 1) { + return(as.list(vector)) + } else { + return(vector) + } +} + format_cell_sets_object <- function(cell_sets, clustering_method, color_pool) { name <- paste0(clustering_method, " clusters") @@ -73,7 +94,7 @@ format_cell_sets_object <- rootNode = FALSE, type = "cellSets", color = color_pool[1], - cellIds = unname(cells) + cellIds = ensure_is_list_in_json(unname(cells)) ) color_pool <- color_pool[-1] cell_sets_object$children <- @@ -91,6 +112,10 @@ update_sets_through_api <- httr_query <- paste0("$[?(@.key == \"", cell_set_key, "\")]") + if (Sys.getenv("IGNORE_SSL_CERTIFICATE") == "true") { + httr::set_config(httr::config(ssl_verifypeer = 0L)) + } + httr::PATCH( paste0(api_url, "/v2/experiments/", experiment_id, "/cellSets"), body = list(list( diff --git a/pipeline-runner/R/qc-helpers.R b/pipeline-runner/R/qc-helpers.R index e70381ff..00870ffe 100644 --- a/pipeline-runner/R/qc-helpers.R +++ b/pipeline-runner/R/qc-helpers.R @@ -195,7 +195,16 @@ getClusters <- function(clustering_method, resolution, data) { } else { graph_name <- paste0(Seurat::DefaultAssay(data), "_snn") if (!graph_name %in% names(data)) { - data <- Seurat::FindNeighbors(data, k.param = 20, annoy.metric = "cosine", verbose = FALSE, reduction = active.reduction) + # number of dimensions used must be lte to available dimensions + dims <- 1:min(10, length(data@reductions[[active.reduction]])) + data <- + Seurat::FindNeighbors( + data, + annoy.metric = "cosine", + reduction = active.reduction, + dims = dims, + verbose = FALSE, + ) } data <- Seurat::FindClusters(data, resolution = resolution, verbose = FALSE, algorithm = algorithm, random.seed = RANDOM_SEED) } @@ -216,7 +225,12 @@ getSNNiGraph <- function(data, active.reduction) { # if doesn't exist, run SNN if (!snn_name %in% names(data)) { - data <- Seurat::FindNeighbors(data, reduction = active.reduction) + dims <- 1:min(10, length(data@reductions[[active.reduction]])) + data <- + Seurat::FindNeighbors(data, + reduction = active.reduction, + dims = dims, + verbose = FALSE) } # convert Seurat Graph object to igraph diff --git a/pipeline-runner/R/subset-1-subset_seurat.R b/pipeline-runner/R/subset-1-subset_seurat.R index 537db54c..d7911a17 100644 --- a/pipeline-runner/R/subset-1-subset_seurat.R +++ b/pipeline-runner/R/subset-1-subset_seurat.R @@ -1,3 +1,5 @@ +library(uuid) + #' create a subset experiment #' #' This is the first step of a subset pipeline, which basically takes the parent @@ -131,10 +133,11 @@ subset_experiment <- function(input, parent_data) { #' @param parent_sample_id character vector of unique parent sample ids #' #' @return data.table with sample id map +#' @importFrom uuid UUIDgenerate #' @export #' create_sample_id_map <- function(parent_sample_id) { - subset_sample_id <- uuid::UUIDgenerate(n = length(parent_sample_id)) + subset_sample_id <- UUIDgenerate(n = length(parent_sample_id)) sample_id_map <- as.list(subset_sample_id) names(sample_id_map) <- parent_sample_id diff --git a/pipeline-runner/R/sysdata.rda b/pipeline-runner/R/sysdata.rda index efb5861c..dfcedaf4 100644 Binary files a/pipeline-runner/R/sysdata.rda and b/pipeline-runner/R/sysdata.rda differ diff --git a/pipeline-runner/data-raw/sysdata.R b/pipeline-runner/data-raw/sysdata.R index c66309cd..9eee7232 100644 --- a/pipeline-runner/data-raw/sysdata.R +++ b/pipeline-runner/data-raw/sysdata.R @@ -1,7 +1,3 @@ -# time stamp used for directory to store log/dump files in event of error -debug_timestamp <- format(Sys.time(), format = "%Y-%m-%d_at_%H-%M-%OS3") - - bucket_list <- list( originals_bucket = "biomage-originals", source_bucket = "biomage-source", @@ -94,6 +90,8 @@ IDS_IDS <- "ids_ids" pipeline_version <- 2 +UNISAMPLE <- "unisample" + # pipeline error constants errors <- list( ERROR_SEURAT_RDS = 'ERROR_SEURAT_RDS', @@ -124,6 +122,7 @@ usethis::use_data( IDS_IDS, cc_genes, pipeline_version, + UNISAMPLE, errors, internal = TRUE, overwrite = TRUE diff --git a/pipeline-runner/init.R b/pipeline-runner/init.R index dbe5ef93..d0cd598b 100644 --- a/pipeline-runner/init.R +++ b/pipeline-runner/init.R @@ -3,15 +3,20 @@ library(Seurat) library(zeallot) library(tryCatchLog) library(magrittr) +library(uuid) # increase maxSize from the default of 500MB to 32GB options(future.globals.maxSize = 32 * 1024 * 1024^2) # show line numbers for tryCatchLog -options(keep.source.pkgs = TRUE) +options(keep.source.pkgs = TRUE, + keep.source = TRUE) + +# time stamp used for directory to store log/dump files in event of error +debug_timestamp <- format(Sys.time(), format = "%Y-%m-%d_at_%H-%M-%OS3") for (f in list.files("R", ".R$", full.names = TRUE)) { - source(f, keep.source = TRUE) + source(f) } load("R/sysdata.rda") # constants diff --git a/pipeline-runner/man/create_scdata.Rd b/pipeline-runner/man/create_scdata.Rd index e1c3cbed..7fcc6c1f 100644 --- a/pipeline-runner/man/create_scdata.Rd +++ b/pipeline-runner/man/create_scdata.Rd @@ -4,7 +4,7 @@ \alias{create_scdata} \title{Create the merged Seurat object} \usage{ -create_scdata(scdata_list, cells_id) +create_scdata(scdata_list, cells_id, merge_data = FALSE) } \arguments{ \item{scdata_list}{list of SeuratObjects} diff --git a/pipeline-runner/man/ensure_is_list_in_json.Rd b/pipeline-runner/man/ensure_is_list_in_json.Rd new file mode 100644 index 00000000..a6ff308a --- /dev/null +++ b/pipeline-runner/man/ensure_is_list_in_json.Rd @@ -0,0 +1,18 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/qc-7-embed_and_cluster.R +\name{ensure_is_list_in_json} +\alias{ensure_is_list_in_json} +\title{Ensure is list in json} +\usage{ +ensure_is_list_in_json(vector) +} +\arguments{ +\item{vector}{} +} +\description{ +When sending responses as json, Vectors of length 0 or 1 are converted to +null and scalar (respectively) Using as.list fixes this, however, long R +lists take a VERY long time to be converted to JSON. +This function deals with the problematic cases, leaving vector as a vector +when it isnt a problem. +} diff --git a/pipeline-runner/man/filter_doublets.Rd b/pipeline-runner/man/filter_doublets.Rd index 03a66c72..6ee594bc 100644 --- a/pipeline-runner/man/filter_doublets.Rd +++ b/pipeline-runner/man/filter_doublets.Rd @@ -20,7 +20,7 @@ filter_doublets( to call generate_default_values_doubletScores) - filterSettings: slot with thresholds - probabilityThreshold: Float. cut-off for the maximun probability scores that could have a cell. The doubletScores scores have been computed -through "scrublet" \link{1} +through scDblFinder - binStep: Float. Bin size for the histogram} } \value{ diff --git a/pipeline-runner/man/generate_elbow_plot_data.Rd b/pipeline-runner/man/generate_elbow_plot_data.Rd index 0cbdccff..c2f4add4 100644 --- a/pipeline-runner/man/generate_elbow_plot_data.Rd +++ b/pipeline-runner/man/generate_elbow_plot_data.Rd @@ -4,13 +4,11 @@ \alias{generate_elbow_plot_data} \title{generate elbow plot data} \usage{ -generate_elbow_plot_data(scdata_integrated, config, task_name, var_explained) +generate_elbow_plot_data(scdata_integrated, task_name, var_explained) } \arguments{ \item{scdata_integrated}{integrated seurat object} -\item{config}{list} - \item{task_name}{character} \item{var_explained}{numeric} diff --git a/pipeline-runner/man/integrate_from_sketch.Rd b/pipeline-runner/man/integrate_from_sketch.Rd deleted file mode 100644 index 47a39725..00000000 --- a/pipeline-runner/man/integrate_from_sketch.Rd +++ /dev/null @@ -1,32 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/qc-6-integrate_scdata.R -\name{integrate_from_sketch} -\alias{integrate_from_sketch} -\title{Integrate using sketch data} -\usage{ -integrate_from_sketch( - scdata, - scdata_sketch, - integration_function, - config, - npcs -) -} -\arguments{ -\item{scdata}{Seurat object - complete data set} - -\item{scdata_sketch}{Seurat object - sketch} - -\item{integration_function}{function} - -\item{config}{list - integration parameters} - -\item{method}{character - integration methods} -} -\value{ -Integrated Seurat object -} -\description{ -This function takes the sketched data, integrates it and then transfers the -integration to the complete data set. -} diff --git a/pipeline-runner/man/integrate_using_geosketch.Rd b/pipeline-runner/man/integrate_using_geosketch.Rd new file mode 100644 index 00000000..26844604 --- /dev/null +++ b/pipeline-runner/man/integrate_using_geosketch.Rd @@ -0,0 +1,42 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/qc-6-integrate_scdata-seuratv4.R +\name{integrate_using_geosketch} +\alias{integrate_using_geosketch} +\title{Downsample and integrate sketches} +\usage{ +integrate_using_geosketch( + scdata_list, + cells_id, + reduction, + perc_num_cells, + normalization, + npcs, + nfeatures, + use_geosketch +) +} +\arguments{ +\item{scdata_list}{list of Seurat objects} + +\item{cells_id}{list of cells ids to keep} + +\item{reduction}{reduction method} + +\item{perc_num_cells}{percentage of cells to keep when using geosketch} + +\item{normalization}{normalization method} + +\item{npcs}{number of princpal components} + +\item{nfeatures}{number of features} + +\item{use_geosketch}{boolean indicating if geosketch has to be run} +} +\value{ +integrated Seurat object +} +\description{ +This function uses Geosketch to downsample the dataset, integrates the resulting +sketches using the Seurat v4 workflow, then learns +the integration transformation and applies it to the whole dataset. +} diff --git a/pipeline-runner/man/learn_from_sketches.Rd b/pipeline-runner/man/learn_from_sketches.Rd index 07dd02a0..a76d62db 100644 --- a/pipeline-runner/man/learn_from_sketches.Rd +++ b/pipeline-runner/man/learn_from_sketches.Rd @@ -1,16 +1,10 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/qc-6-integrate_scdata.R +% Please edit documentation in R/qc-6-subsample-geosketch.R \name{learn_from_sketches} \alias{learn_from_sketches} \title{Learn integration transformation from sketches} \usage{ -learn_from_sketches( - scdata, - scdata_sketch, - scdata_sketch_integrated, - method, - npcs -) +learn_from_sketches(scdata, scdata_sketch, scdata_sketch_integrated, dims) } \arguments{ \item{scdata}{Seurat object} @@ -19,9 +13,9 @@ learn_from_sketches( \item{scdata_sketch_integrated}{Sketched integrated Seurat object} -\item{method}{Reduction method} +\item{dims}{Number of dimensions of PC space to use} -\item{npcs}{Number of PCs} +\item{method}{Reduction method} } \value{ Integrated Seurat object with original number of cells diff --git a/pipeline-runner/man/merge_scdata_list.Rd b/pipeline-runner/man/merge_scdata_list.Rd index 124b8fe3..6699dc7a 100644 --- a/pipeline-runner/man/merge_scdata_list.Rd +++ b/pipeline-runner/man/merge_scdata_list.Rd @@ -4,7 +4,7 @@ \alias{merge_scdata_list} \title{Merge the list of sample Seurat objects} \usage{ -merge_scdata_list(scdata_list) +merge_scdata_list(scdata_list, merge_data = FALSE) } \arguments{ \item{scdata_list}{list of SeuratObjects} diff --git a/pipeline-runner/man/normalize_data.Rd b/pipeline-runner/man/normalize_data.Rd deleted file mode 100644 index 8c8cf2b7..00000000 --- a/pipeline-runner/man/normalize_data.Rd +++ /dev/null @@ -1,23 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/qc-6-integrate_scdata.R -\name{normalize_data} -\alias{normalize_data} -\title{Normalize data according to the specific normalization method} -\usage{ -normalize_data(scdata, normalization_method, integration_method, nfeatures) -} -\arguments{ -\item{scdata}{SeuratObject} - -\item{normalization_method}{normalization method} - -\item{integration_method}{integration method} - -\item{nfeatures}{number of features to pass to Seurat::FindVariableFeatures()} -} -\value{ -normalized and scaled SeuratObject -} -\description{ -This function normalize the data taking into account the integration method. -} diff --git a/pipeline-runner/man/prepare_sct_integration.Rd b/pipeline-runner/man/prepare_sct_integration.Rd index e9128e4f..9a219369 100644 --- a/pipeline-runner/man/prepare_sct_integration.Rd +++ b/pipeline-runner/man/prepare_sct_integration.Rd @@ -1,5 +1,5 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/qc-6-integrate_scdata.R +% Please edit documentation in R/qc-6-integrate_scdata-seuratv4.R \name{prepare_sct_integration} \alias{prepare_sct_integration} \title{Prepare for integration after SCTransform} diff --git a/pipeline-runner/man/run_geosketch.Rd b/pipeline-runner/man/run_geosketch.Rd index 51c18950..d5a97a4f 100644 --- a/pipeline-runner/man/run_geosketch.Rd +++ b/pipeline-runner/man/run_geosketch.Rd @@ -1,5 +1,5 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/qc-6-integrate_scdata.R +% Please edit documentation in R/qc-6-subsample-geosketch.R \name{run_geosketch} \alias{run_geosketch} \title{Perform geometric sketching} @@ -7,12 +7,10 @@ run_geosketch(scdata, dims, perc_num_cells) } \arguments{ -\item{dims}{Number of dimensions to use} +\item{dims}{Number of dimensions of PC space to use} \item{object}{Seurat object} -\item{reduction}{Reduced dimensions to use for sketching} - \item{num_cells}{Number of desired cells} } \value{ diff --git a/pipeline-runner/man/run_pca.Rd b/pipeline-runner/man/run_pca.Rd deleted file mode 100644 index fa99d5ec..00000000 --- a/pipeline-runner/man/run_pca.Rd +++ /dev/null @@ -1,18 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/qc-6-integrate_scdata.R -\name{run_pca} -\alias{run_pca} -\title{Run PCA} -\usage{ -run_pca(scdata) -} -\arguments{ -\item{scdata}{Seurat object} -} -\value{ -Seurat object with PCA slot -} -\description{ -Performs FindVariableFeatures and ScaleData, which are two required steps -before RunPCA -} diff --git a/pipeline-runner/man/run_seuratv4.Rd b/pipeline-runner/man/run_seuratv4.Rd new file mode 100644 index 00000000..cdafa2c2 --- /dev/null +++ b/pipeline-runner/man/run_seuratv4.Rd @@ -0,0 +1,24 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/qc-6-integrate_scdata-seuratv4.R +\name{run_seuratv4} +\alias{run_seuratv4} +\title{Run Seurat v4 integration} +\usage{ +run_seuratv4(scdata_list, config, cells_id) +} +\arguments{ +\item{scdata_list}{list of SeuratObjects} + +\item{config}{list of configuration parameters} +} +\value{ +normalized and integrated Seurat object +} +\description{ +Integrates two or more samples using the Seurat v4 workflow. +It takes into account two different normaization methods: LogNormalize and SCTransform. +This function can also be used in combination with Geosketch. In this case, +the samples are first merged, then the whole dataset is downsampled using geometric sketching, +and the sketches are integrated. The integrated sketches are then used to learn +the integration transformation and apply it to the whole dataset. +} diff --git a/pipeline-runner/man/seuratv4_find_and_integrate_anchors.Rd b/pipeline-runner/man/seuratv4_find_and_integrate_anchors.Rd new file mode 100644 index 00000000..8c7f7246 --- /dev/null +++ b/pipeline-runner/man/seuratv4_find_and_integrate_anchors.Rd @@ -0,0 +1,40 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/qc-6-integrate_scdata-seuratv4.R +\name{seuratv4_find_and_integrate_anchors} +\alias{seuratv4_find_and_integrate_anchors} +\title{Find and integrate anchors} +\usage{ +seuratv4_find_and_integrate_anchors( + scdata_list, + cells_id, + reduction, + normalization, + npcs, + nfeatures, + scdata = NA, + use_geosketch = FALSE +) +} +\arguments{ +\item{scdata_list}{list of Seurat objects} + +\item{cells_id}{list of cells ids to keep} + +\item{reduction}{reduction method} + +\item{normalization}{normalization method} + +\item{npcs}{numer of principal components} + +\item{nfeatures}{number of features} + +\item{scdata}{merged Seurat object} + +\item{use_geosketch}{boolean indicating if geosketch has to be run} +} +\value{ +integrated Seurat object +} +\description{ +This function find and integrate anchors according to the Seurat v4 workflow. +} diff --git a/pipeline-runner/man/temp_integrate_scdata.Rd b/pipeline-runner/man/temp_integrate_scdata.Rd new file mode 100644 index 00000000..0f4f6781 --- /dev/null +++ b/pipeline-runner/man/temp_integrate_scdata.Rd @@ -0,0 +1,43 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/qc-6-integrate_scdata.R +\name{temp_integrate_scdata} +\alias{temp_integrate_scdata} +\title{STEP 6. Data Integration} +\usage{ +temp_integrate_scdata( + scdata_list, + config, + sample_id, + cells_id, + task_name = "dataIntegration" +) +} +\arguments{ +\item{config}{list containing the following information +- dataIntegration +- method: String. Method to be used. "harmony by default. +- methodSettings: List with the method as key and: +- numGenes: Numeric. Number of gene to be used. +- normalisation: String. Normalisation method to be used. +- dimensionalityReduction +- method: String. Method to be used. "rpca" by default. +- numPCs: Numeric. Number of principal components. +- excludeGeneCategories: List. Categories of genes to be excluded. +- downsampling +- method: String. Method to be used to downsample. "geosketch" by default +- methodSettings: List with required parameters for each downsampling method +- geosketch +- percentageToKeep: percentage of cells to keep} +} +\value{ +a list with the integrated seurat object, the cell ids, the config and the plot values. +} +\description{ +Data integration step where batch effect is corrected through data +integration methods. The default method is Harmony. +The data integration step include ordering the samples according to their +matrices size, merging of Seurat objects, normalization and PCA analysis. +Optional: performs geometric sketching of merged Seurat object, integrates +the sketched data, and learn and apply back the integration transformation +to the full data. +} diff --git a/pipeline-runner/renv.lock b/pipeline-runner/renv.lock index 065de7c2..244a69da 100644 --- a/pipeline-runner/renv.lock +++ b/pipeline-runner/renv.lock @@ -1,6 +1,6 @@ { "R": { - "Version": "4.2.1", + "Version": "4.2.2", "Repositories": [ { "Name": "BioCsoft", @@ -28,9 +28,6 @@ } ] }, - "Bioconductor": { - "Version": "3.15" - }, "Packages": { "BH": { "Package": "BH", @@ -359,10 +356,10 @@ }, "Matrix": { "Package": "Matrix", - "Version": "1.4-1", + "Version": "1.5-3", "Source": "Repository", "Repository": "CRAN", - "Hash": "699c47c606293bdfbc9fd78a93c9c8fe", + "Hash": "4006dffe49958d2dd591c17e61e60591", "Requirements": [ "lattice" ] @@ -928,15 +925,18 @@ }, "bslib": { "Package": "bslib", - "Version": "0.2.5.1", + "Version": "0.4.2", "Source": "Repository", "Repository": "CRAN", - "Hash": "2f069f3f42847231aef7baa49bed97b0", + "Hash": "a7fbf03946ad741129dc81098722fca1", "Requirements": [ + "base64enc", + "cachem", "htmltools", "jquerylib", "jsonlite", - "magrittr", + "memoise", + "mime", "rlang", "sass" ] @@ -964,10 +964,10 @@ }, "callr": { "Package": "callr", - "Version": "3.7.0", + "Version": "3.7.3", "Source": "Repository", "Repository": "CRAN", - "Hash": "461aa75a11ce2400245190ef5d3995df", + "Hash": "9b2191ede20fa29828139b9900922e51", "Requirements": [ "R6", "processx" @@ -983,10 +983,10 @@ }, "cluster": { "Package": "cluster", - "Version": "2.1.3", + "Version": "2.1.4", "Source": "Repository", "Repository": "CRAN", - "Hash": "c5f8447373ec2a0f593c694024e5b7ee", + "Hash": "5edbbabab6ce0bf7900a74fd4358628e", "Requirements": [] }, "codetools": { @@ -1015,10 +1015,10 @@ }, "covr": { "Package": "covr", - "Version": "3.5.1", + "Version": "3.6.1", "Source": "Repository", "Repository": "CRAN", - "Hash": "6d80a9fc3c0c8473153b54fa54719dfd", + "Hash": "a861cee34fbb4b107a73dd414ef56724", "Requirements": [ "crayon", "digest", @@ -1081,18 +1081,18 @@ }, "data.table": { "Package": "data.table", - "Version": "1.14.0", + "Version": "1.14.6", "Source": "Repository", "Repository": "CRAN", - "Hash": "d1b8b1a821ee564a3515fa6c6d5c52dc", + "Hash": "aecef50008ea7b57c76f1cb5c127fb02", "Requirements": [] }, "deldir": { "Package": "deldir", - "Version": "0.2-10", + "Version": "1.0-6", "Source": "Repository", "Repository": "CRAN", - "Hash": "6ba6a411bdd4c1b297bd54e2c5c98385", + "Hash": "65a3d4e2a1619bb85ae0fb64628da972", "Requirements": [] }, "desc": { @@ -1472,13 +1472,15 @@ }, "htmltools": { "Package": "htmltools", - "Version": "0.5.1.1", + "Version": "0.5.4", "Source": "Repository", "Repository": "CRAN", - "Hash": "af2c2531e55df5cf230c4b5444fc973c", + "Hash": "9d27e99cc90bd701c0a7a63e5923f9b7", "Requirements": [ "base64enc", "digest", + "ellipsis", + "fastmap", "rlang" ] }, @@ -1691,10 +1693,10 @@ }, "lmtest": { "Package": "lmtest", - "Version": "0.9-38", + "Version": "0.9-40", "Source": "Repository", "Repository": "CRAN", - "Hash": "b0edacc02f7a3dad41a1afc385e929f4", + "Hash": "c6fafa6cccb1e1dfe7f7d122efd6e6a7", "Requirements": [ "zoo" ] @@ -1735,6 +1737,17 @@ "Hash": "36ad89a805c436c5316c22490079da67", "Requirements": [] }, + "memoise": { + "Package": "memoise", + "Version": "2.0.1", + "Source": "Repository", + "Repository": "CRAN", + "Hash": "e2817ccf4a065c5d9d7f2cfbe7c1d78c", + "Requirements": [ + "cachem", + "rlang" + ] + }, "metapod": { "Package": "metapod", "Version": "1.4.0", @@ -1750,10 +1763,10 @@ }, "mgcv": { "Package": "mgcv", - "Version": "1.8-40", + "Version": "1.8-41", "Source": "Repository", "Repository": "CRAN", - "Hash": "c6b2fdb18cf68ab613bd564363e1ba0d", + "Hash": "6b3904f13346742caa3e82dd0303d4ad", "Requirements": [ "Matrix", "nlme" @@ -1800,20 +1813,20 @@ }, "nlme": { "Package": "nlme", - "Version": "3.1-157", + "Version": "3.1-162", "Source": "Repository", "Repository": "CRAN", - "Hash": "dbca60742be0c9eddc5205e5c7ca1f44", + "Hash": "0984ce8da8da9ead8643c5cbbb60f83e", "Requirements": [ "lattice" ] }, "openssl": { "Package": "openssl", - "Version": "1.4.4", + "Version": "2.0.5", "Source": "Repository", "Repository": "CRAN", - "Hash": "f4dbc5a47fd93d3415249884d31d6791", + "Hash": "b04c27110bf367b4daa93f34f3d58e75", "Requirements": [ "askpass" ] @@ -2098,10 +2111,10 @@ }, "processx": { "Package": "processx", - "Version": "3.5.2", + "Version": "3.8.0", "Source": "Repository", "Repository": "CRAN", - "Hash": "0cbca2bc4d16525d009c4dbba156b37c", + "Hash": "a33ee2d9bf07564efb888ad98410da84", "Requirements": [ "R6", "ps" @@ -2178,10 +2191,10 @@ }, "renv": { "Package": "renv", - "Version": "0.15.5", + "Version": "0.16.0", "Source": "Repository", "Repository": "CRAN", - "Hash": "6a38294e7d12f5d8e656b08c5bd8ae34", + "Hash": "c9e8442ab69bc21c9697ecf856c1e6c7", "Requirements": [] }, "reshape2": { @@ -2363,15 +2376,15 @@ }, "scDblFinder": { "Package": "scDblFinder", - "Version": "1.11.3", + "Version": "1.13.5", "Source": "GitHub", "RemoteType": "github", "RemoteHost": "api.github.com", - "RemoteRepo": "scDblFinder", "RemoteUsername": "plger", - "RemoteRef": "HEAD", - "RemoteSha": "367b77d27d614c4a81fcb02cf13f9b9e8487e6a5", - "Hash": "aa0d0f66a5b31ec0709112c6217dbcfc", + "RemoteRepo": "scDblFinder", + "RemoteRef": "master", + "RemoteSha": "30bf4ada2471bd77637ad312d8e9aff1db3e55dd", + "Hash": "ea01d53534b63423e57ec7a5b1f2a5df", "Requirements": [ "BiocGenerics", "BiocNeighbors", @@ -2513,13 +2526,13 @@ }, "scuttle": { "Package": "scuttle", - "Version": "1.6.2", + "Version": "1.6.3", "Source": "Bioconductor", "git_url": "https://git.bioconductor.org/packages/scuttle", "git_branch": "RELEASE_3_15", - "git_last_commit": "afdfc55", - "git_last_commit_date": "2022-05-13", - "Hash": "47027fcc659e73ae827d4cebf54467e9", + "git_last_commit": "df23680", + "git_last_commit_date": "2022-08-23", + "Hash": "30e9a1169ef27c0bc373117773b15bec", "Requirements": [ "BiocGenerics", "BiocParallel", @@ -2736,10 +2749,10 @@ }, "testthat": { "Package": "testthat", - "Version": "3.1.5", + "Version": "3.1.6", "Source": "Repository", "Repository": "CRAN", - "Hash": "6e3c4843f1ed0d3d90f35498671a001c", + "Hash": "7910146255835c66e9eb272fb215248d", "Requirements": [ "R6", "brio", diff --git a/pipeline-runner/renv.lock.init b/pipeline-runner/renv.lock.init index b181fd69..f4130610 100644 --- a/pipeline-runner/renv.lock.init +++ b/pipeline-runner/renv.lock.init @@ -1,6 +1,6 @@ { "R": { - "Version": "4.2.0", + "Version": "4.2.2", "Repositories": [ { "Name": "BioCsoft", @@ -28,9 +28,6 @@ } ] }, - "Bioconductor": { - "Version": "3.15" - }, "Packages": { "BH": { "Package": "BH", @@ -359,10 +356,10 @@ }, "Matrix": { "Package": "Matrix", - "Version": "1.4-1", + "Version": "1.5-3", "Source": "Repository", "Repository": "CRAN", - "Hash": "699c47c606293bdfbc9fd78a93c9c8fe", + "Hash": "4006dffe49958d2dd591c17e61e60591", "Requirements": [ "lattice" ] @@ -542,6 +539,16 @@ "Hash": "1c0aa18b97e6aaa17f93b8b866c0ace5", "Requirements": [] }, + "RcppTOML": { + "Package": "RcppTOML", + "Version": "0.1.7", + "Source": "Repository", + "Repository": "CRAN", + "Hash": "f8a578aa91321ecec1292f1e2ffadeda", + "Requirements": [ + "Rcpp" + ] + }, "ResidualMatrix": { "Package": "ResidualMatrix", "Version": "1.6.0", @@ -965,20 +972,18 @@ }, "cli": { "Package": "cli", - "Version": "3.3.0", + "Version": "3.4.1", "Source": "Repository", "Repository": "CRAN", - "Hash": "23abf173c2b783dcc43379ab9bba00ee", - "Requirements": [ - "glue" - ] + "Hash": "0d297d01734d2bcea40197bd4971a764", + "Requirements": [] }, "cluster": { "Package": "cluster", - "Version": "2.1.3", + "Version": "2.1.4", "Source": "Repository", "Repository": "CRAN", - "Hash": "c5f8447373ec2a0f593c694024e5b7ee", + "Hash": "5edbbabab6ce0bf7900a74fd4358628e", "Requirements": [] }, "codetools": { @@ -1176,10 +1181,10 @@ }, "evaluate": { "Package": "evaluate", - "Version": "0.14", + "Version": "0.17", "Source": "Repository", "Repository": "CRAN", - "Hash": "ec8ca05cffcc70569eaaad8469d2a3a7", + "Hash": "9171b012a55a1ef53f1442b1d798a3b4", "Requirements": [] }, "fansi": { @@ -1341,6 +1346,27 @@ "withr" ] }, + "glmGamPoi": { + "Package": "glmGamPoi", + "Version": "1.8.0", + "Source": "Bioconductor", + "git_url": "https://git.bioconductor.org/packages/glmGamPoi", + "git_branch": "RELEASE_3_15", + "git_last_commit": "b723d61", + "git_last_commit_date": "2022-04-26", + "Hash": "06b4426197431f8bfc48aa68596c69ee", + "Requirements": [ + "BiocGenerics", + "DelayedArray", + "DelayedMatrixStats", + "HDF5Array", + "Rcpp", + "RcppArmadillo", + "SummarizedExperiment", + "beachmat", + "matrixStats" + ] + }, "globals": { "Package": "globals", "Version": "0.14.0", @@ -1431,6 +1457,16 @@ "tidyr" ] }, + "here": { + "Package": "here", + "Version": "1.0.1", + "Source": "Repository", + "Repository": "CRAN", + "Hash": "24b224366f9c2e7534d2344d10d59211", + "Requirements": [ + "rprojroot" + ] + }, "htmltools": { "Package": "htmltools", "Version": "0.5.1.1", @@ -1711,10 +1747,10 @@ }, "mgcv": { "Package": "mgcv", - "Version": "1.8-40", + "Version": "1.8-41", "Source": "Repository", "Repository": "CRAN", - "Hash": "c6b2fdb18cf68ab613bd564363e1ba0d", + "Hash": "6b3904f13346742caa3e82dd0303d4ad", "Requirements": [ "Matrix", "nlme" @@ -1741,10 +1777,10 @@ }, "mockery": { "Package": "mockery", - "Version": "0.4.2", + "Version": "0.4.3", "Source": "Repository", "Repository": "CRAN", - "Hash": "313fa6504824ba5aab9308412135fb5f", + "Hash": "c28ce5f7c2293d76b91657f3fe30c50b", "Requirements": [ "testthat" ] @@ -1761,10 +1797,10 @@ }, "nlme": { "Package": "nlme", - "Version": "3.1-157", + "Version": "3.1-162", "Source": "Repository", "Repository": "CRAN", - "Hash": "dbca60742be0c9eddc5205e5c7ca1f44", + "Hash": "0984ce8da8da9ead8643c5cbbb60f83e", "Requirements": [ "lattice" ] @@ -1978,17 +2014,18 @@ }, "pkgload": { "Package": "pkgload", - "Version": "1.2.1", + "Version": "1.3.2", "Source": "Repository", "Repository": "CRAN", - "Hash": "463642747f81879e6752485aefb831cf", + "Hash": "6b0c222c5071efe0f3baf3dae9aa40e2", "Requirements": [ "cli", "crayon", "desc", + "fs", + "glue", "rlang", "rprojroot", - "rstudioapi", "withr" ] }, @@ -2130,18 +2167,18 @@ }, "remotes": { "Package": "remotes", - "Version": "2.4.0", + "Version": "2.4.2", "Source": "Repository", "Repository": "CRAN", - "Hash": "a85ebb35721573b196317b49ddd2dfe4", + "Hash": "227045be9aee47e6dda9bb38ac870d67", "Requirements": [] }, "renv": { "Package": "renv", - "Version": "0.15.5", + "Version": "0.16.0", "Source": "Repository", "Repository": "CRAN", - "Hash": "6a38294e7d12f5d8e656b08c5bd8ae34", + "Hash": "c9e8442ab69bc21c9697ecf856c1e6c7", "Requirements": [] }, "reshape2": { @@ -2172,13 +2209,20 @@ }, "reticulate": { "Package": "reticulate", - "Version": "1.20", - "Source": "Repository", - "Repository": "CRAN", - "Hash": "30ab0ea8c8d3dd16a3fa06903449bbfb", + "Version": "1.26-9000", + "Source": "GitHub", + "RemoteType": "github", + "RemoteHost": "api.github.com", + "RemoteUsername": "rstudio", + "RemoteRepo": "reticulate", + "RemoteRef": "29c84d5631545911a678c3d515d4557c7b85d89e", + "RemoteSha": "29c84d5631545911a678c3d515d4557c7b85d89e", + "Hash": "1fbd16fb844017519cdede66bc95a5a2", "Requirements": [ "Matrix", "Rcpp", + "RcppTOML", + "here", "jsonlite", "png", "rappdirs", @@ -2242,10 +2286,10 @@ }, "rlang": { "Package": "rlang", - "Version": "1.0.2", + "Version": "1.0.6", "Source": "Repository", "Repository": "CRAN", - "Hash": "04884d9a75d778aca22c7154b8333ec9", + "Hash": "4ed1f8336c8d52c3e750adcdc57228a7", "Requirements": [] }, "rpart": { @@ -2264,14 +2308,6 @@ "Hash": "249d8cd1e74a8f6a26194a91b47f21d1", "Requirements": [] }, - "rstudioapi": { - "Package": "rstudioapi", - "Version": "0.13", - "Source": "Repository", - "Repository": "CRAN", - "Hash": "06c85365a03fdaf699966cc1d3cf53ea", - "Requirements": [] - }, "rsvd": { "Package": "rsvd", "Version": "1.0.5", @@ -2324,15 +2360,15 @@ }, "scDblFinder": { "Package": "scDblFinder", - "Version": "1.11.3", + "Version": "1.13.5", "Source": "GitHub", "RemoteType": "github", "RemoteHost": "api.github.com", - "RemoteRepo": "scDblFinder", "RemoteUsername": "plger", - "RemoteRef": "HEAD", - "RemoteSha": "367b77d27d614c4a81fcb02cf13f9b9e8487e6a5", - "Hash": "aa0d0f66a5b31ec0709112c6217dbcfc", + "RemoteRepo": "scDblFinder", + "RemoteRef": "master", + "RemoteSha": "30bf4ada2471bd77637ad312d8e9aff1db3e55dd", + "Hash": "ea01d53534b63423e57ec7a5b1f2a5df", "Requirements": [ "BiocGenerics", "BiocNeighbors", @@ -2474,13 +2510,13 @@ }, "scuttle": { "Package": "scuttle", - "Version": "1.6.2", + "Version": "1.6.3", "Source": "Bioconductor", "git_url": "https://git.bioconductor.org/packages/scuttle", "git_branch": "RELEASE_3_15", - "git_last_commit": "afdfc55", - "git_last_commit_date": "2022-05-13", - "Hash": "47027fcc659e73ae827d4cebf54467e9", + "git_last_commit": "df23680", + "git_last_commit_date": "2022-08-23", + "Hash": "30e9a1169ef27c0bc373117773b15bec", "Requirements": [ "BiocGenerics", "BiocParallel", @@ -2697,16 +2733,15 @@ }, "testthat": { "Package": "testthat", - "Version": "3.1.4", + "Version": "3.1.5", "Source": "Repository", "Repository": "CRAN", - "Hash": "f76c2a02d0fdc24aa7a47ea34261a6e3", + "Hash": "6e3c4843f1ed0d3d90f35498671a001c", "Requirements": [ "R6", "brio", "callr", "cli", - "crayon", "desc", "digest", "ellipsis", diff --git a/pipeline-runner/renv/.gitignore b/pipeline-runner/renv/.gitignore index cb068643..63b9ec4c 100644 --- a/pipeline-runner/renv/.gitignore +++ b/pipeline-runner/renv/.gitignore @@ -1,3 +1,4 @@ +sandbox/ cellar/ library/ local/ diff --git a/pipeline-runner/renv/activate.R b/pipeline-runner/renv/activate.R index 72c0818a..019b5a66 100644 --- a/pipeline-runner/renv/activate.R +++ b/pipeline-runner/renv/activate.R @@ -2,7 +2,7 @@ local({ # the requested version of renv - version <- "0.15.5" + version <- "0.16.0" # the project directory project <- getwd() @@ -185,43 +185,80 @@ local({ if (fixup) mode <- "w+b" - utils::download.file( + args <- list( url = url, destfile = destfile, mode = mode, quiet = TRUE ) + if ("headers" %in% names(formals(utils::download.file))) + args$headers <- renv_bootstrap_download_custom_headers(url) + + do.call(utils::download.file, args) + + } + + renv_bootstrap_download_custom_headers <- function(url) { + + headers <- getOption("renv.download.headers") + if (is.null(headers)) + return(character()) + + if (!is.function(headers)) + stopf("'renv.download.headers' is not a function") + + headers <- headers(url) + if (length(headers) == 0L) + return(character()) + + if (is.list(headers)) + headers <- unlist(headers, recursive = FALSE, use.names = TRUE) + + ok <- + is.character(headers) && + is.character(names(headers)) && + all(nzchar(names(headers))) + + if (!ok) + stop("invocation of 'renv.download.headers' did not return a named character vector") + + headers + } renv_bootstrap_download_cran_latest <- function(version) { spec <- renv_bootstrap_download_cran_latest_find(version) + type <- spec$type + repos <- spec$repos message("* Downloading renv ", version, " ... ", appendLF = FALSE) - type <- spec$type - repos <- spec$repos + baseurl <- utils::contrib.url(repos = repos, type = type) + ext <- if (identical(type, "source")) + ".tar.gz" + else if (Sys.info()[["sysname"]] == "Windows") + ".zip" + else + ".tgz" + name <- sprintf("renv_%s%s", version, ext) + url <- paste(baseurl, name, sep = "/") - info <- tryCatch( - utils::download.packages( - pkgs = "renv", - destdir = tempdir(), - repos = repos, - type = type, - quiet = TRUE - ), + destfile <- file.path(tempdir(), name) + status <- tryCatch( + renv_bootstrap_download_impl(url, destfile), condition = identity ) - if (inherits(info, "condition")) { + if (inherits(status, "condition")) { message("FAILED") return(FALSE) } # report success and return message("OK (downloaded ", type, ")") - info[1, 2] + destfile } @@ -678,7 +715,7 @@ local({ return(profile) # check for a profile file (nothing to do if it doesn't exist) - path <- renv_bootstrap_paths_renv("profile", profile = FALSE) + path <- renv_bootstrap_paths_renv("profile", profile = FALSE, project = project) if (!file.exists(path)) return(NULL) @@ -805,9 +842,23 @@ local({ renv_json_read <- function(file = NULL, text = NULL) { + # if jsonlite is loaded, use that instead + if ("jsonlite" %in% loadedNamespaces()) + renv_json_read_jsonlite(file, text) + else + renv_json_read_default(file, text) + + } + + renv_json_read_jsonlite <- function(file = NULL, text = NULL) { text <- paste(text %||% read(file), collapse = "\n") + jsonlite::fromJSON(txt = text, simplifyVector = FALSE) + } + + renv_json_read_default <- function(file = NULL, text = NULL) { # find strings in the JSON + text <- paste(text %||% read(file), collapse = "\n") pattern <- '["](?:(?:\\\\.)|(?:[^"\\\\]))*?["]' locs <- gregexpr(pattern, text, perl = TRUE)[[1]] @@ -838,8 +889,9 @@ local({ # transform the JSON into something the R parser understands transformed <- replaced - transformed <- gsub("[[{]", "list(", transformed) - transformed <- gsub("[]}]", ")", transformed) + transformed <- gsub("{}", "`names<-`(list(), character())", transformed, fixed = TRUE) + transformed <- gsub("[[{]", "list(", transformed, perl = TRUE) + transformed <- gsub("[]}]", ")", transformed, perl = TRUE) transformed <- gsub(":", "=", transformed, fixed = TRUE) text <- paste(transformed, collapse = "\n") diff --git a/pipeline-runner/tests/testthat/_snaps/gem2s.md b/pipeline-runner/tests/testthat/_snaps/gem2s.md index dd70b2d9..dcb493db 100644 --- a/pipeline-runner/tests/testthat/_snaps/gem2s.md +++ b/pipeline-runner/tests/testthat/_snaps/gem2s.md @@ -172,7 +172,7 @@ Code rlang::hash(res) Output - [1] "7bf7d286dccbd292d1d2fb336d9ec2d7" + [1] "c32e610786c3fa3a375305aaf716dcda" Code str(res) Output @@ -256,11 +256,11 @@ .. ..$ mock_sample_1_id:'data.frame': 216 obs. of 3 variables: .. .. ..$ barcodes : chr [1:216] "GGTCACGAGTGAGCCA-1" "GGTTAACTCATATGGC-1" "TACCTCGTCGACCCAG-1" "GATGAGGCAGGCATTT-1" ... .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": 1 1 1 1 1 1 1 1 1 1 ... - .. .. ..$ doublet_scores: num [1:216] 0.237 0.375 0.152 0.666 0.134 ... + .. .. ..$ doublet_scores: num [1:216] 0.337 0.379 0.28 0.741 0.189 ... .. ..$ mock_sample_2_id:'data.frame': 242 obs. of 3 variables: .. .. ..$ barcodes : chr [1:242] "TACGGGCGTTATAGCC-1" "AAGACAACATCAACCA-1" "GGACGTCCACTGCTTC-1" "CAGCGTGGTACGATCT-1" ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": 1 1 1 1 1 1 1 1 1 1 ... - .. .. ..$ doublet_scores: num [1:242] 0.0458 0.5706 0.966 0.5052 0.3721 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": 1 1 2 2 1 2 1 2 2 1 ... + .. .. ..$ doublet_scores: num [1:242] 0.13 0.295 0.923 0.984 0.406 ... --- @@ -271,7 +271,7 @@ Code rlang::hash(res) Output - [1] "0274a30c1e6948b68367775f1362a420" + [1] "5c53b8cccfbdc7bcbb8f06a81c0a6fb7" Code str(res) Output @@ -355,11 +355,11 @@ .. ..$ mock_sample_1_id:'data.frame': 216 obs. of 3 variables: .. .. ..$ barcodes : chr [1:216] "GGTCACGAGTGAGCCA-1" "GGTTAACTCATATGGC-1" "TACCTCGTCGACCCAG-1" "GATGAGGCAGGCATTT-1" ... .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": 1 1 1 1 1 1 1 1 1 1 ... - .. .. ..$ doublet_scores: num [1:216] 0.237 0.375 0.152 0.666 0.134 ... + .. .. ..$ doublet_scores: num [1:216] 0.337 0.379 0.28 0.741 0.189 ... .. ..$ mock_sample_2_id:'data.frame': 242 obs. of 3 variables: .. .. ..$ barcodes : chr [1:242] "TACGGGCGTTATAGCC-1" "AAGACAACATCAACCA-1" "GGACGTCCACTGCTTC-1" "CAGCGTGGTACGATCT-1" ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": 1 1 1 1 1 1 1 1 1 1 ... - .. .. ..$ doublet_scores: num [1:242] 0.0458 0.5706 0.966 0.5052 0.3721 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": 1 1 2 2 1 2 1 2 2 1 ... + .. .. ..$ doublet_scores: num [1:242] 0.13 0.295 0.923 0.984 0.406 ... ..$ scdata_list :List of 2 .. ..$ mock_sample_1_id:Formal class 'Seurat' [package "SeuratObject"] with 13 slots .. .. .. ..@ assays :List of 1 @@ -395,7 +395,7 @@ .. .. .. .. ..$ nFeature_RNA : int [1:436] 36 138 22 66 151 82 196 130 56 57 ... .. .. .. .. ..$ samples : chr [1:436] "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" ... .. .. .. .. ..$ percent.mt : num [1:436] 76.4 25.4 53.1 64.2 11.2 ... - .. .. .. .. ..$ doublet_scores : num [1:436] NA 0.237 NA 0.375 0.152 ... + .. .. .. .. ..$ doublet_scores : num [1:436] NA 0.337 NA 0.379 0.28 ... .. .. .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 ... .. .. .. .. ..$ emptyDrops_Total : int [1:436] 208 422 49 520 578 329 637 442 229 521 ... .. .. .. .. ..$ emptyDrops_LogProb: num [1:436] -173 -587 NA -333 -667 ... @@ -450,8 +450,8 @@ .. .. .. .. ..$ nFeature_RNA : int [1:460] 24 80 59 95 51 34 108 39 42 14 ... .. .. .. .. ..$ samples : chr [1:460] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... .. .. .. .. ..$ percent.mt : num [1:460] 19.57 12.8 25.3 30.8 7.77 ... - .. .. .. .. ..$ doublet_scores : num [1:460] NA 0.0458 0.5706 0.966 NA ... - .. .. .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 1 NA NA 1 NA NA NA ... + .. .. .. .. ..$ doublet_scores : num [1:460] NA 0.13 0.295 0.923 NA ... + .. .. .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 2 NA NA 2 NA NA NA ... .. .. .. .. ..$ emptyDrops_Total : int [1:460] 46 289 249 263 193 93 472 101 112 41 ... .. .. .. .. ..$ emptyDrops_LogProb: num [1:460] NA -367 -268 -404 -268 ... .. .. .. .. ..$ emptyDrops_PValue : num [1:460] NA 1e-04 9e-04 1e-04 1e-04 ... @@ -482,7 +482,7 @@ Code rlang::hash(res) Output - [1] "932bec6f37a72201aaadca8408f4c1ff" + [1] "0a3f0a3da10e5a0e5cf721144cfbc062" Code str(res) Output @@ -566,11 +566,11 @@ .. ..$ mock_sample_1_id:'data.frame': 216 obs. of 3 variables: .. .. ..$ barcodes : chr [1:216] "GGTCACGAGTGAGCCA-1" "GGTTAACTCATATGGC-1" "TACCTCGTCGACCCAG-1" "GATGAGGCAGGCATTT-1" ... .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": 1 1 1 1 1 1 1 1 1 1 ... - .. .. ..$ doublet_scores: num [1:216] 0.237 0.375 0.152 0.666 0.134 ... + .. .. ..$ doublet_scores: num [1:216] 0.337 0.379 0.28 0.741 0.189 ... .. ..$ mock_sample_2_id:'data.frame': 242 obs. of 3 variables: .. .. ..$ barcodes : chr [1:242] "TACGGGCGTTATAGCC-1" "AAGACAACATCAACCA-1" "GGACGTCCACTGCTTC-1" "CAGCGTGGTACGATCT-1" ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": 1 1 1 1 1 1 1 1 1 1 ... - .. .. ..$ doublet_scores: num [1:242] 0.0458 0.5706 0.966 0.5052 0.3721 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": 1 1 2 2 1 2 1 2 2 1 ... + .. .. ..$ doublet_scores: num [1:242] 0.13 0.295 0.923 0.984 0.406 ... ..$ scdata_list :List of 2 .. ..$ mock_sample_2_id:Formal class 'Seurat' [package "SeuratObject"] with 13 slots .. .. .. ..@ assays :List of 1 @@ -606,8 +606,8 @@ .. .. .. .. ..$ nFeature_RNA : int [1:460] 24 80 59 95 51 34 108 39 42 14 ... .. .. .. .. ..$ samples : chr [1:460] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... .. .. .. .. ..$ percent.mt : num [1:460] 19.57 12.8 25.3 30.8 7.77 ... - .. .. .. .. ..$ doublet_scores : num [1:460] NA 0.0458 0.5706 0.966 NA ... - .. .. .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 1 NA NA 1 NA NA NA ... + .. .. .. .. ..$ doublet_scores : num [1:460] NA 0.13 0.295 0.923 NA ... + .. .. .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 2 NA NA 2 NA NA NA ... .. .. .. .. ..$ emptyDrops_Total : int [1:460] 46 289 249 263 193 93 472 101 112 41 ... .. .. .. .. ..$ emptyDrops_LogProb: num [1:460] NA -367 -268 -404 -268 ... .. .. .. .. ..$ emptyDrops_PValue : num [1:460] NA 1e-04 9e-04 1e-04 1e-04 ... @@ -667,7 +667,7 @@ .. .. .. .. ..$ nFeature_RNA : int [1:436] 36 138 22 66 151 82 196 130 56 57 ... .. .. .. .. ..$ samples : chr [1:436] "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" ... .. .. .. .. ..$ percent.mt : num [1:436] 76.4 25.4 53.1 64.2 11.2 ... - .. .. .. .. ..$ doublet_scores : num [1:436] NA 0.237 NA 0.375 0.152 ... + .. .. .. .. ..$ doublet_scores : num [1:436] NA 0.337 NA 0.379 0.28 ... .. .. .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 ... .. .. .. .. ..$ emptyDrops_Total : int [1:436] 208 422 49 520 578 329 637 442 229 521 ... .. .. .. .. ..$ emptyDrops_LogProb: num [1:436] -173 -587 NA -333 -667 ... @@ -767,13 +767,13 @@ .. .. .. ..$ enabled : logi TRUE .. .. .. ..$ auto : logi TRUE .. .. .. ..$ filterSettings:List of 2 - .. .. .. .. ..$ probabilityThreshold: num 0.979 + .. .. .. .. ..$ probabilityThreshold: num 0.805 .. .. .. .. ..$ binStep : num 0.02 .. .. ..$ mock_sample_1_id:List of 3 .. .. .. ..$ enabled : logi TRUE .. .. .. ..$ auto : logi TRUE .. .. .. ..$ filterSettings:List of 2 - .. .. .. .. ..$ probabilityThreshold: num 0.84 + .. .. .. .. ..$ probabilityThreshold: num 0.865 .. .. .. .. ..$ binStep : num 0.02 .. ..$ dataIntegration :List of 2 .. .. ..$ dataIntegration :List of 2 @@ -820,7 +820,7 @@ Code rlang::hash(res) Output - [1] "4afaaf94e9fd057c28b870c5eca95131" + [1] "0379510c6ca5436e14b53fad6d4ad7de" Code str(res) Output @@ -905,13 +905,13 @@ .. .. .. .. ..$ enabled : logi TRUE .. .. .. .. ..$ auto : logi TRUE .. .. .. .. ..$ filterSettings:List of 2 - .. .. .. .. .. ..$ probabilityThreshold: num 0.979 + .. .. .. .. .. ..$ probabilityThreshold: num 0.805 .. .. .. .. .. ..$ binStep : num 0.02 .. .. .. ..$ mock_sample_1_id:List of 3 .. .. .. .. ..$ enabled : logi TRUE .. .. .. .. ..$ auto : logi TRUE .. .. .. .. ..$ filterSettings:List of 2 - .. .. .. .. .. ..$ probabilityThreshold: num 0.84 + .. .. .. .. .. ..$ probabilityThreshold: num 0.865 .. .. .. .. .. ..$ binStep : num 0.02 .. .. ..$ dataIntegration :List of 2 .. .. .. ..$ dataIntegration :List of 2 diff --git a/pipeline-runner/tests/testthat/_snaps/gem2s/gem2s-6-mock_experiment_id-out.R b/pipeline-runner/tests/testthat/_snaps/gem2s/gem2s-6-mock_experiment_id-out.R index da762f6a..fed783f0 100644 --- a/pipeline-runner/tests/testthat/_snaps/gem2s/gem2s-6-mock_experiment_id-out.R +++ b/pipeline-runner/tests/testthat/_snaps/gem2s/gem2s-6-mock_experiment_id-out.R @@ -16035,94 +16035,94 @@ list(data = list(), output = list(config = list(name = "mock_experiment", "TCTGTCGAGGGCAATC-1", "GTGAGTTAGCAAGCCA-1", "CATGCGGAGTCGGGAT-1", "TAGAGTCGTTGTTGAC-1", "GGGACAAAGAGCAAGA-1", "TGCATGAAGCAGCCCT-1", "AATCACGAGCAAATCA-1"), doublet_class = structure(c(1L, 1L, + 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, + 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, + 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, + 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, + 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, + 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, - 2L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, + 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, + 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, + 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L), levels = c("singlet", "doublet"), class = "factor"), - doublet_scores = c(0.23682674765586853, 0.37511956691741943, - 0.15196135640144348, 0.66592735052108765, 0.1344229131937027, - 0.24832166731357574, 0.45233222842216492, 0.56961232423782349, - 0.2508423924446106, 0.35444799065589905, 0.44211524724960327, - 0.24147084355354309, 0.12908530235290527, 0.078043781220912933, - 0.36691257357597351, 0.088944651186466217, 0.82357466220855713, - 0.41959047317504883, 0.45828378200531006, 0.060158409178256989, - 0.49366828799247742, 0.5179368257522583, 0.45148590207099915, - 0.15763215720653534, 0.29259347915649414, 0.087799564003944397, - 0.19255344569683075, 0.12254323810338974, 0.13116762042045593, - 0.088069431483745575, 0.34841331839561462, 0.35011550784111023, - 0.043996453285217285, 0.46646079421043396, 0.48543870449066162, - 0.67906230688095093, 0.095981724560260773, 0.36362192034721375, - 0.34863284230232239, 0.99361658096313477, 0.35239192843437195, - 0.74263262748718262, 0.25601953268051147, 0.40395885705947876, - 0.44211524724960327, 0.5473211407661438, 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0.16899511218070984, 0.095061220228672028, 0.61995357275009155, - 0.92049491405487061, 0.13080030679702759, 0.46192702651023865, - 0.17713956534862518, 0.30255603790283203, 0.13845027983188629, - 0.10526654869318008, 0.48704087734222412, 0.6044621467590332, - 0.099364824593067169, 0.33136361837387085, 0.99843496084213257, - 0.39455088973045349, 0.33457070589065552, 0.076302237808704376, - 0.41171905398368835, 0.26820072531700134, 0.99872249364852905, - 0.067544244229793549, 0.5348847508430481, 0.5622372031211853, - 0.22668649256229401, 0.4069073498249054, 0.33513256907463074, - 0.27374204993247986, 0.097594939172267914, 0.12127400189638138, - 0.67017251253128052, 0.06629171222448349, 0.99938833713531494, - 0.25333365797996521, 0.071749255061149597, 0.2742498517036438, - 0.40648436546325684, 0.18764176964759827, 0.087523430585861206, - 0.61944377422332764, 0.21266654133796692, 0.99776375293731689, - 0.3710237443447113, 0.094249539077281952, 0.11560152471065521, - 0.27954599261283875, 0.20265290141105652, 0.27219206094741821, - 0.30777430534362793, 0.99954044818878174, 0.17540000379085541, - 0.1920587569475174, 0.10178994387388229, 0.39285582304000854, - 0.065322801470756531, 0.73080044984817505, 0.1344229131937027, - 0.29579591751098633, 0.64492917060852051, 0.69815564155578613, - 0.15474741160869598, 0.11108987778425217, 0.78622657060623169, - 0.5244821310043335, 0.40863427519798279, 0.17569568753242493, - 0.42523130774497986, 0.17540954053401947, 0.048398260027170181, - 0.089766792953014374, 0.34819892048835754, 0.12918168306350708, - 0.096795782446861267, 0.16299615800380707, 0.094129525125026703, - 0.51480954885482788, 0.59539294242858887, 0.21716940402984619, - 0.10281915962696075, 0.060716476291418076, 0.24157102406024933, - 0.059290502220392227, 0.080520302057266235, 0.42779180407524109, - 0.6406129002571106, 0.080721758306026459, 0.30033326148986816, - 0.030535787343978882, 0.87940835952758789, 0.79703450202941895, - 0.97898751497268677, 0.08047187328338623, 0.51467090845108032, - 0.19000731408596039, 0.027922019362449646, 0.33349117636680603, - 0.24509228765964508, 0.97024160623550415, 0.20194146037101746, - 0.090236693620681763, 0.32181727886199951, 0.96378874778747559, - 0.43840306997299194, 0.045665208250284195, 0.40489554405212402, - 0.12340842932462692, 0.11438944190740585, 0.33322709798812866, - 0.78527915477752686, 0.071840785443782806, 0.15013810992240906, - 0.027536585927009583, 0.18503616750240326, 0.077690660953521729, - 0.75967425107955933, 0.67208170890808105, 0.35234776139259338, - 0.98775392770767212, 0.39492461085319519, 0.23333878815174103, - 0.16412071883678436, 0.43842732906341553, 0.99928730726242065, - 0.06712842732667923)), class = "data.frame", row.names = c("GGTCACGAGTGAGCCA-1", + doublet_scores = c(0.33693805336952209, 0.37899476289749146, + 0.27967050671577454, 0.7413259744644165, 0.18886810541152954, + 0.38906866312026978, 0.72795343399047852, 0.61214381456375122, + 0.27746337652206421, 0.32526460289955139, 0.52036726474761963, + 0.1608143150806427, 0.17140163481235504, 0.2904089093208313, + 0.52542692422866821, 0.41590964794158936, 0.97070598602294922, + 0.5277673602104187, 0.38241025805473328, 0.31914755702018738, + 0.76556515693664551, 0.38143542408943176, 0.66022658348083496, + 0.069032028317451477, 0.5547214150428772, 0.22035133838653564, + 0.66410225629806519, 0.14576119184494019, 0.30374869704246521, + 0.25252354145050049, 0.55736267566680908, 0.4065898060798645, + 0.16968902945518494, 0.53697603940963745, 0.61859899759292603, + 0.96434313058853149, 0.29406026005744934, 0.44564217329025269, + 0.37796390056610107, 0.69882553815841675, 0.42851245403289795, + 0.98173230886459351, 0.23019742965698242, 0.40056660771369934, + 0.58724379539489746, 0.74341720342636108, 0.21109890937805176, + 0.12681397795677185, 0.74870997667312622, 0.36295714974403381, + 0.5784534215927124, 0.32305943965911865, 0.31266054511070251, + 0.98490440845489502, 0.45141413807868958, 0.9984697699546814, + 0.12996827065944672, 0.33040100336074829, 0.53785914182662964, + 0.48088714480400085, 0.31067299842834473, 0.12288431078195572, + 0.53855705261230469, 0.17908927798271179, 0.45906135439872742, + 0.30457699298858643, 0.11686951667070389, 0.57456368207931519, + 0.47371339797973633, 0.42585891485214233, 0.97265326976776123, + 0.63990479707717896, 0.43847000598907471, 0.97520780563354492, + 0.86059558391571045, 0.56434148550033569, 0.74157840013504028, + 0.21357740461826324, 0.14531661570072174, 0.20218558609485626, + 0.11457958817481995, 0.32857403159141541, 0.21113082766532898, + 0.31986591219902039, 0.32196277379989624, 0.42851245403289795, + 0.2348484992980957, 0.40320363640785217, 0.40558379888534546, + 0.21454662084579468, 0.99840003252029419, 0.19825083017349243, + 0.36913898587226868, 0.12657733261585236, 0.65263903141021729, + 0.76384991407394409, 0.19509761035442352, 0.79493647813796997, + 0.26692125201225281, 0.45549514889717102, 0.24321652948856354, + 0.27489054203033447, 0.37281113862991333, 0.64554011821746826, + 0.14386285841464996, 0.53785914182662964, 0.99840003252029419, + 0.4185909628868103, 0.3643534779548645, 0.12903168797492981, + 0.3953898549079895, 0.31266728043556213, 0.99840003252029419, + 0.14272615313529968, 0.59647685289382935, 0.80369997024536133, + 0.06353875994682312, 0.57366949319839478, 0.42857694625854492, + 0.38844406604766846, 0.12876304984092712, 0.26389709115028381, + 0.98876309394836426, 0.14641037583351135, 0.99840003252029419, + 0.3268122673034668, 0.069056734442710876, 0.21186524629592896, + 0.42809304594993591, 0.14972446858882904, 0.22535693645477295, + 0.91504549980163574, 0.24013535678386688, 0.9984697699546814, + 0.47266632318496704, 0.2962939441204071, 0.26756235957145691, + 0.47213703393936157, 0.22898301482200623, 0.27499639987945557, + 0.43300646543502808, 0.99840003252029419, 0.34464934468269348, + 0.53123128414154053, 0.23396690189838409, 0.41593974828720093, + 0.28570476174354553, 0.52437847852706909, 0.27356165647506714, + 0.28932163119316101, 0.4678446352481842, 0.84853613376617432, + 0.19332224130630493, 0.46730855107307434, 0.69033783674240112, + 0.69208210706710815, 0.59558016061782837, 0.24479438364505768, + 0.59330159425735474, 0.30079701542854309, 0.12330053746700287, + 0.23255312442779541, 0.825592041015625, 0.3091340959072113, + 0.11533175408840179, 0.58116358518600464, 0.08912813663482666, + 0.62270951271057129, 0.52682381868362427, 0.3588869571685791, + 0.20581108331680298, 0.14108294248580933, 0.31028288602828979, + 0.22008858621120453, 0.093630693852901459, 0.29089140892028809, + 0.62333387136459351, 0.14687930047512054, 0.43072274327278137, + 0.060929514467716217, 0.91664201021194458, 0.96442133188247681, + 0.91748642921447754, 0.17663972079753876, 0.69420772790908813, + 0.28253224492073059, 0.1097528412938118, 0.37305009365081787, + 0.22349610924720764, 0.86538296937942505, 0.39320480823516846, + 0.17815670371055603, 0.50331032276153564, 0.77548706531524658, + 0.71206456422805786, 0.095996804535388947, 0.34903010725975037, + 0.26355728507041931, 0.20002706348896027, 0.37859293818473816, + 0.98300755023956299, 0.27560797333717346, 0.19524595141410828, + 0.031311973929405212, 0.21881154179573059, 0.078076928853988647, + 0.75700837373733521, 0.7948182225227356, 0.4339083731174469, + 0.9907839298248291, 0.60930556058883667, 0.19040955603122711, + 0.26951554417610168, 0.73096847534179688, 0.99840003252029419, + 0.13433708250522614)), class = "data.frame", row.names = c("GGTCACGAGTGAGCCA-1", "GGTTAACTCATATGGC-1", "TACCTCGTCGACCCAG-1", "GATGAGGCAGGCATTT-1", "CGTAATGTCATACGAC-1", "AGTGACTCAGGGTCTC-1", "TTACCATCACTGTTCC-1", "GTTCGCTAGGGACCAT-1", "TATCGCCAGTCCCAAT-1", "TCATGGAAGAAGATCT-1", @@ -16276,105 +16276,105 @@ list(data = list(), output = list(config = list(name = "mock_experiment", "GTGCAGCAGTTAGTAG-1", "ACATTTCAGCCGTAAG-1", "ACCACAAGTCAGGTGA-1", "AGAAATGTCGCCGTGA-1", "TTACCGCCAACCCGCA-1", "ATCCGTCGTGGCTACC-1", "CTACCTGTCCACGTAA-1", "TTTGACTAGCGGTATG-1", "GCTTGGGAGCCAAGTG-1" - ), doublet_class = structure(c(1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, - 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, + ), doublet_class = structure(c(1L, 1L, 2L, 2L, 1L, 2L, 1L, + 2L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, + 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, + 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, + 1L, 2L, 1L, 2L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, + 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, + 2L, 1L, 1L, 2L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, + 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, + 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, - 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), levels = c("singlet", - "doublet"), class = "factor"), doublet_scores = c(0.045781012624502182, - 0.57056915760040283, 0.96601438522338867, 0.50518476963043213, - 0.37209543585777283, 0.66396123170852661, 0.16217128932476044, - 0.56399989128112793, 0.93491458892822266, 0.13608980178833008, - 0.026121038943529129, 0.047934073954820633, 0.11937490105628967, 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0.39923235774040222, 0.22326838970184326, - 0.035860072821378708)), class = "data.frame", row.names = c("TACGGGCGTTATAGCC-1", + 2L, 1L, 1L, 2L, 1L, 1L, 1L, 1L, 1L, 1L), levels = c("singlet", + "doublet"), class = "factor"), doublet_scores = c(0.13036756217479706, + 0.29468300938606262, 0.92344361543655396, 0.98355007171630859, + 0.40602999925613403, 0.97878074645996094, 0.14440391957759857, + 0.96098345518112183, 0.99810659885406494, 0.17312289774417877, + 0.052010651677846909, 0.25745832920074463, 0.25599244236946106, + 0.74178898334503174, 0.99880313873291016, 0.27383258938789368, + 0.99828487634658813, 0.13539305329322815, 0.45344436168670654, + 0.038386616855859756, 0.57790589332580566, 0.64927190542221069, + 0.9992033839225769, 0.1623484194278717, 0.19214087724685669, + 0.1339801549911499, 0.024921853095293045, 0.12551654875278473, + 0.010554775595664978, 0.62071102857589722, 0.31029966473579407, + 0.35611331462860107, 0.34813469648361206, 0.18754339218139648, + 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0.51144134998321533, 0.99919384717941284, 0.27760651707649231, + 0.15784071385860443, 0.36528614163398743, 0.64875495433807373, + 0.094200484454631805, 0.14910705387592316, 0.13801668584346771, + 0.14519229531288147, 0.27819019556045532, 0.24194537103176117, + 0.23108562827110291, 0.99198615550994873, 0.2102503776550293, + 0.053926333785057068, 0.048292253166437149, 0.30592828989028931, + 0.99933654069900513, 0.16835269331932068, 0.090294584631919861, + 0.096866235136985779, 0.59399521350860596, 0.066949613392353058, + 0.34462034702301025, 0.41666680574417114, 0.059080455452203751, + 0.47546488046646118, 0.186568483710289, 0.3263498842716217, + 0.10727975517511368, 0.15330725908279419, 0.99875164031982422, + 0.51233047246932983, 0.50591570138931274, 0.40352296829223633, + 0.072106637060642242, 0.038334302604198456, 0.16567081212997437, + 0.57127970457077026, 0.20351867377758026, 0.086962610483169556, + 0.052104491740465164, 0.1797175258398056, 0.38230335712432861, + 0.60585415363311768, 0.33926466107368469, 0.14424408972263336, + 0.5135338306427002, 0.19904455542564392, 0.33769851922988892, + 0.10538966953754425, 0.52625542879104614, 0.11926692724227905, + 0.02388405054807663, 0.24451358616352081, 0.2437402755022049, + 0.15536549687385559, 0.17839272320270538, 0.28214958310127258, + 0.9990919828414917, 0.084457442164421082, 0.32664233446121216, + 0.98314785957336426, 0.041487287729978561, 0.21280457079410553, + 0.47513467073440552, 0.80473941564559937, 0.16518011689186096, + 0.034806631505489349)), class = "data.frame", row.names = c("TACGGGCGTTATAGCC-1", "AAGACAACATCAACCA-1", "GGACGTCCACTGCTTC-1", "CAGCGTGGTACGATCT-1", "GCAGGCTCAAACTGCT-1", "GGTGGCTAGAAGCCTG-1", "AGGCCACTCATGAGTC-1", "TGACAGTAGGCATGCA-1", "CAAGGGACAGAGCGTA-1", "TTTATGCAGAGGATCC-1", @@ -29545,127 +29545,127 @@ list(data = list(), output = list(config = list(name = "mock_experiment", 48.913043478260867, 22.480620155038761, 22.516556291390728, 27.678571428571431, 28.402366863905325, 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0.91748642921447754, + NA, NA, 0.17663972079753876, 0.69420772790908813, NA, + NA, NA, NA, 0.28253224492073059, NA, NA, NA, 0.1097528412938118, + NA, 0.37305009365081787, NA, NA, NA, NA, 0.22349610924720764, + NA, NA, 0.86538296937942505, NA, NA, NA, 0.39320480823516846, + 0.17815670371055603, NA, 0.50331032276153564, NA, 0.77548706531524658, + 0.71206456422805786, 0.095996804535388947, NA, 0.34903010725975037, + 0.26355728507041931, NA, 0.20002706348896027, 0.37859293818473816, + 0.98300755023956299, 0.27560797333717346, 0.19524595141410828, + NA, NA, 0.031311973929405212, NA, NA, NA, 0.21881154179573059, + 0.078076928853988647, 0.75700837373733521, NA, NA, 0.7948182225227356, + 0.4339083731174469, 0.9907839298248291, 0.60930556058883667, + 0.19040955603122711, NA, 0.26951554417610168, 0.73096847534179688, + 0.99840003252029419, 0.13433708250522614, NA), doublet_class = structure(c(NA, 1L, NA, 1L, 1L, 1L, 1L, 1L, NA, 1L, NA, NA, NA, 1L, 1L, NA, NA, NA, 1L, NA, 1L, NA, NA, NA, 1L, 1L, NA, 1L, 1L, - NA, 1L, NA, NA, NA, NA, NA, 1L, NA, NA, 1L, NA, 1L, 1L, + NA, 1L, NA, NA, NA, NA, NA, 2L, NA, NA, 1L, NA, 1L, 1L, 1L, 1L, 1L, NA, NA, NA, NA, 1L, 1L, 1L, 1L, 1L, NA, NA, 1L, 1L, 1L, 1L, NA, 1L, 1L, 1L, NA, NA, NA, NA, NA, NA, - 1L, NA, NA, 1L, 1L, NA, 1L, 2L, 1L, 1L, NA, NA, 1L, 1L, + 2L, NA, NA, 1L, 1L, NA, 1L, 1L, 1L, 2L, NA, NA, 1L, 1L, 1L, 1L, NA, 1L, 1L, NA, 1L, NA, 1L, 1L, 1L, NA, NA, 1L, 2L, NA, 1L, 2L, NA, 1L, 1L, NA, 1L, 1L, 1L, 1L, 1L, 1L, NA, NA, 1L, NA, 1L, 1L, NA, NA, NA, 1L, NA, NA, 1L, 1L, - 2L, 1L, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, 1L, + 2L, 1L, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, 2L, NA, 1L, NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, 1L, 1L, NA, NA, NA, NA, 1L, 1L, NA, NA, NA, NA, NA, NA, 1L, 1L, 1L, NA, 1L, 1L, NA, 1L, NA, 1L, 1L, NA, 1L, 1L, - 1L, 1L, 1L, NA, 1L, NA, 1L, NA, 2L, 1L, NA, 1L, 1L, 1L, + 2L, 1L, 1L, NA, 1L, NA, 1L, NA, 1L, 1L, NA, 1L, 1L, 1L, 1L, 1L, NA, 1L, 1L, 1L, 1L, 2L, NA, NA, 1L, NA, NA, NA, 1L, 1L, NA, 1L, NA, 1L, 2L, NA, NA, 1L, NA, 1L, NA, NA, - 1L, NA, NA, 1L, NA, 1L, 1L, NA, NA, 1L, NA, 1L, 1L, 1L, + 1L, NA, NA, 1L, NA, 1L, 1L, NA, NA, 1L, NA, 1L, 1L, 2L, NA, NA, 1L, 2L, 1L, NA, 1L, 1L, NA, 1L, NA, NA, NA, NA, - NA, 1L, 1L, NA, NA, 1L, NA, NA, 1L, 2L, NA, NA, 1L, 1L, + NA, 1L, 1L, NA, NA, 2L, NA, NA, 1L, 2L, NA, NA, 1L, 1L, 1L, 1L, 1L, NA, NA, 1L, 1L, 2L, NA, NA, NA, 1L, NA, NA, NA, 1L, 1L, 1L, 1L, NA, NA, NA, NA, NA, NA, 1L, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1L, 1L, NA, @@ -47338,10 +47338,10 @@ list(data = list(), output = list(config = list(name = "mock_experiment", 1L, NA, NA, 1L, NA, 1L, 1L, 1L, 1L, 1L, NA, NA, 1L, 1L, 1L, 1L, 1L, NA, NA, 1L, 1L, 1L, 1L, NA, NA, 1L, NA, NA, NA, 1L, 1L, NA, NA, NA, 1L, NA, 1L, 1L, NA, 1L, NA, 2L, - NA, NA, NA, 1L, NA, 2L, NA, NA, 1L, 1L, NA, NA, NA, NA, + NA, NA, NA, 2L, NA, 2L, NA, NA, 1L, 1L, NA, NA, NA, NA, 1L, NA, NA, NA, 1L, NA, 1L, NA, NA, NA, NA, 1L, NA, NA, - 2L, NA, NA, NA, 1L, 1L, NA, 1L, NA, 2L, 1L, 1L, NA, 1L, - 1L, NA, 1L, 1L, 1L, 1L, 1L, NA, NA, 1L, NA, NA, NA, 1L, + 1L, NA, NA, NA, 1L, 1L, NA, 1L, NA, 1L, 1L, 1L, NA, 1L, + 1L, NA, 1L, 1L, 2L, 1L, 1L, NA, NA, 1L, NA, NA, NA, 1L, 1L, 1L, NA, NA, 1L, 1L, 2L, 1L, 1L, NA, 1L, 1L, 2L, 1L, NA), levels = c("singlet", "doublet"), class = "factor"), emptyDrops_Total = c(208L, 422L, 49L, 520L, 578L, 329L, @@ -49771,9 +49771,9 @@ list(data = list(), output = list(config = list(name = "mock_experiment", linear = list(p.level = 0.001), spline = list( p.level = 0.001))))), doubletScores = list( mock_sample_2_id = list(enabled = TRUE, auto = TRUE, - filterSettings = list(probabilityThreshold = 0.97920405864715576, + filterSettings = list(probabilityThreshold = 0.80473941564559937, binStep = 0.02)), mock_sample_1_id = list(enabled = TRUE, - auto = TRUE, filterSettings = list(probabilityThreshold = 0.83960545063018799, + auto = TRUE, filterSettings = list(probabilityThreshold = 0.86538296937942505, binStep = 0.02))), dataIntegration = list(dataIntegration = list( method = "harmony", methodSettings = list(seuratv4 = list( numGenes = 2000, normalisation = "logNormalize"), diff --git a/pipeline-runner/tests/testthat/_snaps/gem2s/gem2s-6-mock_experiment_id-qc_config.R b/pipeline-runner/tests/testthat/_snaps/gem2s/gem2s-6-mock_experiment_id-qc_config.R index 198f146c..33bdfdfd 100644 --- a/pipeline-runner/tests/testthat/_snaps/gem2s/gem2s-6-mock_experiment_id-qc_config.R +++ b/pipeline-runner/tests/testthat/_snaps/gem2s/gem2s-6-mock_experiment_id-qc_config.R @@ -21,9 +21,9 @@ list(cellSizeDistribution = list(mock_sample_2_id = list(enabled = FALSE, regressionTypeSettings = list(linear = list(p.level = 0.001), spline = list(p.level = 0.001))))), doubletScores = list( mock_sample_2_id = list(enabled = TRUE, auto = TRUE, - filterSettings = list(probabilityThreshold = 0.97920405864715576, + filterSettings = list(probabilityThreshold = 0.80473941564559937, binStep = 0.02)), mock_sample_1_id = list(enabled = TRUE, - auto = TRUE, filterSettings = list(probabilityThreshold = 0.83960545063018799, + auto = TRUE, filterSettings = list(probabilityThreshold = 0.86538296937942505, binStep = 0.02))), dataIntegration = list(dataIntegration = list( method = "harmony", methodSettings = list(seuratv4 = list( numGenes = 2000, normalisation = "logNormalize"), diff --git a/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-fastmnn.md b/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-fastmnn.md new file mode 100644 index 00000000..aff42007 --- /dev/null +++ b/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-fastmnn.md @@ -0,0 +1,161 @@ +# FastMNN works + + Code + str(integrated_scdata) + Output + Formal class 'Seurat' [package "SeuratObject"] with 13 slots + ..@ assays :List of 2 + .. ..$ RNA :Formal class 'Assay' [package "SeuratObject"] with 8 slots + .. .. .. ..@ counts :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:4456] 1 5 8 11 22 30 33 34 36 38 ... + .. .. .. .. .. ..@ p : int [1:81] 0 47 99 149 205 258 306 342 387 423 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 80 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:4456] 1 1 3 1 1 4 1 5 1 1 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ data :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:4456] 1 5 8 11 22 30 33 34 36 38 ... + .. .. .. .. .. ..@ p : int [1:81] 0 47 99 149 205 258 306 342 387 423 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 80 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:4456] 4.97 4.97 6.06 4.97 4.97 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ scale.data : num[0 , 0 ] + .. .. .. ..@ key : Named chr "rna_" + .. .. .. .. ..- attr(*, "names")= chr "" + .. .. .. ..@ assay.orig : NULL + .. .. .. ..@ var.features : logi(0) + .. .. .. ..@ meta.features:'data.frame': 230 obs. of 0 variables + .. .. .. ..@ misc : list() + .. ..$ mnn.reconstructed:Formal class 'Assay' [package "SeuratObject"] with 8 slots + .. .. .. ..@ counts : num[0 , 0 ] + .. .. .. ..@ data :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:18400] 0 1 2 3 4 5 6 7 8 9 ... + .. .. .. .. .. ..@ p : int [1:81] 0 230 460 690 920 1150 1380 1610 1840 2070 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 80 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:18400] -0.0248 -0.0135 -0.0249 -0.0476 -0.0187 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ scale.data : num[0 , 0 ] + .. .. .. ..@ key : chr "mnnreconstructed_" + .. .. .. ..@ assay.orig : NULL + .. .. .. ..@ var.features : chr [1:230] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. ..@ meta.features:'data.frame': 230 obs. of 0 variables + .. .. .. ..@ misc : list() + ..@ meta.data :'data.frame': 80 obs. of 5 variables: + .. ..$ orig.ident : chr [1:80] "SeuratProject" "SeuratProject" "SeuratProject" "SeuratProject" ... + .. ..$ nCount_RNA : num [1:80] 70 85 87 127 173 70 64 72 52 100 ... + .. ..$ nFeature_RNA: int [1:80] 47 52 50 56 53 48 36 45 36 41 ... + .. ..$ samples : chr [1:80] "123abc" "123abc" "123abc" "123abc" ... + .. ..$ cells_id : int [1:80] 0 1 2 3 4 5 6 7 8 9 ... + ..@ active.assay: chr "RNA" + ..@ active.ident: Factor w/ 1 level "SeuratProject": 1 1 1 1 1 1 1 1 1 1 ... + .. ..- attr(*, "names")= chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + ..@ graphs : list() + ..@ neighbors : list() + ..@ reductions :List of 1 + .. ..$ mnn:Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:80, 1:5] 0.055 0.119 0.144 0.246 0.221 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..$ : chr [1:5] "mnn_1" "mnn_2" "mnn_3" "mnn_4" ... + .. .. .. ..@ feature.loadings : num [1:230, 1:5] -0.01134 -0.03001 -0.02309 -0.14153 -0.00647 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. ..$ : chr [1:5] "mnn_1" "mnn_2" "mnn_3" "mnn_4" ... + .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ global : logi FALSE + .. .. .. ..@ stdev : num(0) + .. .. .. ..@ key : chr "mnn_" + .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots + .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] + .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] + .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] + .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] + .. .. .. ..@ misc : list() + ..@ images : list() + ..@ project.name: chr "SeuratProject" + ..@ misc :List of 6 + .. ..$ gene_annotations:'data.frame': 230 obs. of 3 variables: + .. .. ..$ input : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. ..$ name : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. .. ..$ original_name: chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. ..$ color_pool : chr [1:383] "#77aadd" "#ee8866" "#eedd88" "#ffaabb" ... + .. ..$ ingestionDate : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. ..$ gene_dispersion :'data.frame': 230 obs. of 5 variables: + .. .. ..$ mean : num [1:230] 0.388 0.6 0.7 13.425 0.3 ... + .. .. ..$ variance : num [1:230] 1.025 1.281 4.365 725.463 0.871 ... + .. .. ..$ variance.standardized: num [1:230] 0.898 0.473 1.086 0.973 1.356 ... + .. .. ..$ SYMBOL : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. .. ..$ ENSEMBL : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. ..$ numPCs : num 5 + .. ..$ active.reduction: chr "mnn" + ..@ version :Classes 'package_version', 'numeric_version' hidden list of 1 + .. ..$ : int [1:3] 4 1 0 + ..@ commands :List of 1 + .. ..$ SeuratWrappers..RunFastMNN.RNA:Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "SeuratWrappers::RunFastMNN.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:2] "SeuratWrappers::RunFastMNN(scdata_split, features = nfeatures, " " d = npcs, get.variance = TRUE)" + .. .. .. ..@ params :List of 6 + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ features : chr [1:230] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. .. ..$ reduction.name : chr "mnn" + .. .. .. .. ..$ reduction.key : chr "mnn_" + .. .. .. .. ..$ reconstructed.assay: chr "mnn.reconstructed" + .. .. .. .. ..$ verbose : logi TRUE + ..@ tools :List of 1 + .. ..$ SeuratWrappers::RunFastMNN:List of 2 + .. .. ..$ merge.info:Formal class 'DFrame' [package "S4Vectors"] with 6 slots + .. .. .. .. ..@ rownames : NULL + .. .. .. .. ..@ nrows : int 1 + .. .. .. .. ..@ elementType : chr "ANY" + .. .. .. .. ..@ elementMetadata: NULL + .. .. .. .. ..@ metadata : list() + .. .. .. .. ..@ listData :List of 6 + .. .. .. .. .. ..$ left :Formal class 'SimpleList' [package "S4Vectors"] with 4 slots + .. .. .. .. .. .. .. ..@ listData :List of 1 + .. .. .. .. .. .. .. .. ..$ : chr "123abc" + .. .. .. .. .. .. .. ..@ elementType : chr "ANY" + .. .. .. .. .. .. .. ..@ elementMetadata: NULL + .. .. .. .. .. .. .. ..@ metadata : list() + .. .. .. .. .. ..$ right :Formal class 'SimpleList' [package "S4Vectors"] with 4 slots + .. .. .. .. .. .. .. ..@ listData :List of 1 + .. .. .. .. .. .. .. .. ..$ : chr "123def" + .. .. .. .. .. .. .. ..@ elementType : chr "ANY" + .. .. .. .. .. .. .. ..@ elementMetadata: NULL + .. .. .. .. .. .. .. ..@ metadata : list() + .. .. .. .. .. ..$ pairs :Formal class 'SimpleDFrameList' [package "IRanges"] with 4 slots + .. .. .. .. .. .. .. ..@ elementType : chr "DFrame" + .. .. .. .. .. .. .. ..@ elementMetadata: NULL + .. .. .. .. .. .. .. ..@ metadata : list() + .. .. .. .. .. .. .. ..@ listData :List of 1 + .. .. .. .. .. .. .. .. ..$ :Formal class 'DFrame' [package "S4Vectors"] with 6 slots + .. .. .. .. .. .. .. .. .. .. ..@ rownames : NULL + .. .. .. .. .. .. .. .. .. .. ..@ nrows : int 558 + .. .. .. .. .. .. .. .. .. .. ..@ elementType : chr "ANY" + .. .. .. .. .. .. .. .. .. .. ..@ elementMetadata: NULL + .. .. .. .. .. .. .. .. .. .. ..@ metadata : list() + .. .. .. .. .. .. .. .. .. .. ..@ listData :List of 2 + .. .. .. .. .. .. .. .. .. .. .. ..$ left : int [1:558] 1 1 1 1 1 1 1 1 1 1 ... + .. .. .. .. .. .. .. .. .. .. .. ..$ right: int [1:558] 50 45 48 43 42 41 54 60 46 47 ... + .. .. .. .. .. ..$ batch.size: num 0.661 + .. .. .. .. .. ..$ skipped : logi FALSE + .. .. .. .. .. ..$ lost.var : num [1, 1:2] 0.1163 0.0904 + .. .. .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. .. .. ..$ : NULL + .. .. .. .. .. .. .. ..$ : chr [1:2] "123abc" "123def" + .. .. ..$ pca.info :List of 3 + .. .. .. ..$ centers : Named num [1:230] 0.0239 0.0393 0.026 0.1118 0.0173 ... + .. .. .. .. ..- attr(*, "names")= chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. ..$ var.explained: num [1:5] 0.1119 0.0939 0.0616 0.0394 0.019 + .. .. .. ..$ var.total : num 0.652 + diff --git a/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-harmony.md b/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-harmony.md new file mode 100644 index 00000000..69c7ef8c --- /dev/null +++ b/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-harmony.md @@ -0,0 +1,214 @@ +# harmony integration works + + Code + str(integrated_scdata) + Output + Formal class 'Seurat' [package "SeuratObject"] with 13 slots + ..@ assays :List of 1 + .. ..$ RNA:Formal class 'Assay' [package "SeuratObject"] with 8 slots + .. .. .. ..@ counts :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:4456] 1 5 8 11 22 30 33 34 36 38 ... + .. .. .. .. .. ..@ p : int [1:81] 0 47 99 149 205 258 306 342 387 423 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 80 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:4456] 1 1 3 1 1 4 1 5 1 1 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ data :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:4456] 1 5 8 11 22 30 33 34 36 38 ... + .. .. .. .. .. ..@ p : int [1:81] 0 47 99 149 205 258 306 342 387 423 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 80 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:4456] 4.97 4.97 6.06 4.97 4.97 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ scale.data : num [1:10, 1:80] -0.193 -0.253 -0.423 -0.371 -0.329 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:10] "IGLL5" "CD1C" "PPBP" "PF4" ... + .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. ..@ key : Named chr "rna_" + .. .. .. .. ..- attr(*, "names")= chr "" + .. .. .. ..@ assay.orig : NULL + .. .. .. ..@ var.features : chr [1:10] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. ..@ meta.features:'data.frame': 230 obs. of 5 variables: + .. .. .. .. ..$ vst.mean : num [1:230] 0.388 0.6 0.7 13.425 0.3 ... + .. .. .. .. ..$ vst.variance : num [1:230] 1.025 1.281 4.365 725.463 0.871 ... + .. .. .. .. ..$ vst.variance.expected : num [1:230] 1.141 2.708 4.018 745.526 0.642 ... + .. .. .. .. ..$ vst.variance.standardized: num [1:230] 0.898 0.473 1.086 0.973 1.356 ... + .. .. .. .. ..$ vst.variable : logi [1:230] FALSE FALSE FALSE FALSE FALSE FALSE ... + .. .. .. ..@ misc : list() + ..@ meta.data :'data.frame': 80 obs. of 5 variables: + .. ..$ orig.ident : chr [1:80] "SeuratProject" "SeuratProject" "SeuratProject" "SeuratProject" ... + .. ..$ nCount_RNA : num [1:80] 70 85 87 127 173 70 64 72 52 100 ... + .. ..$ nFeature_RNA: int [1:80] 47 52 50 56 53 48 36 45 36 41 ... + .. ..$ samples : chr [1:80] "123abc" "123abc" "123abc" "123abc" ... + .. ..$ cells_id : int [1:80] 0 1 2 3 4 5 6 7 8 9 ... + ..@ active.assay: chr "RNA" + ..@ active.ident: Factor w/ 1 level "SeuratProject": 1 1 1 1 1 1 1 1 1 1 ... + .. ..- attr(*, "names")= chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + ..@ graphs : list() + ..@ neighbors : list() + ..@ reductions :List of 3 + .. ..$ pca :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:80, 1:9] -0.73 -0.73 0.122 -0.591 -0.73 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..$ : chr [1:9] "PC_1" "PC_2" "PC_3" "PC_4" ... + .. .. .. ..@ feature.loadings : num [1:10, 1:9] 0.4587 -0.0432 0.1654 -0.0554 -0.1022 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:10] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. .. .. ..$ : chr [1:9] "PC_1" "PC_2" "PC_3" "PC_4" ... + .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ global : logi FALSE + .. .. .. ..@ stdev : num [1:9] 2.086 1.309 1.029 0.986 0.923 ... + .. .. .. ..@ key : chr "PC_" + .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots + .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] + .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] + .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] + .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] + .. .. .. ..@ misc :List of 1 + .. .. .. .. ..$ total.variance: num 10 + .. ..$ pca_for_harmony:Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:80, 1:2] -0.73 -0.73 0.122 -0.591 -0.73 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..$ : chr [1:2] "PCh_1" "PCh_2" + .. .. .. ..@ feature.loadings : num [1:10, 1:2] 0.4587 -0.0432 0.1654 -0.0554 -0.1022 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:10] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. .. .. ..$ : chr [1:2] "PCh_1" "PCh_2" + .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ global : logi FALSE + .. .. .. ..@ stdev : num [1:2] 2.09 1.31 + .. .. .. ..@ key : chr "PCh_" + .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots + .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] + .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] + .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] + .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] + .. .. .. ..@ misc :List of 1 + .. .. .. .. ..$ total.variance: num 10 + .. ..$ harmony :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:80, 1:2] -0.75 -0.75 2.042 -0.378 -0.75 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..$ : chr [1:2] "harmony_1" "harmony_2" + .. .. .. ..@ feature.loadings : num [1:10, 1:2] -12.3 -15 116.7 106.7 102.6 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:10] "IGLL5" "CD1C" "PPBP" "PF4" ... + .. .. .. .. .. ..$ : chr [1:2] "harmony_1" "harmony_2" + .. .. .. ..@ feature.loadings.projected: num [1:10, 1:2] -12.3 -15 116.7 106.7 102.6 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:10] "IGLL5" "CD1C" "PPBP" "PF4" ... + .. .. .. .. .. ..$ : chr [1:2] "harmony_1" "harmony_2" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ global : logi FALSE + .. .. .. ..@ stdev : num [1:2] 1.55 1.17 + .. .. .. ..@ key : chr "harmony_" + .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots + .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] + .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] + .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] + .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] + .. .. .. ..@ misc : list() + ..@ images : list() + ..@ project.name: chr "SeuratProject" + ..@ misc :List of 6 + .. ..$ gene_annotations:'data.frame': 230 obs. of 3 variables: + .. .. ..$ input : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. ..$ name : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. .. ..$ original_name: chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. ..$ color_pool : chr [1:383] "#77aadd" "#ee8866" "#eedd88" "#ffaabb" ... + .. ..$ ingestionDate : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. ..$ gene_dispersion :'data.frame': 230 obs. of 5 variables: + .. .. ..$ mean : num [1:230] 0.388 0.6 0.7 13.425 0.3 ... + .. .. ..$ variance : num [1:230] 1.025 1.281 4.365 725.463 0.871 ... + .. .. ..$ variance.standardized: num [1:230] 0.898 0.473 1.086 0.973 1.356 ... + .. .. ..$ SYMBOL : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. .. ..$ ENSEMBL : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. ..$ numPCs : num 2 + .. ..$ active.reduction: chr "harmony" + ..@ version :Classes 'package_version', 'numeric_version' hidden list of 1 + .. ..$ : int [1:3] 4 1 0 + ..@ commands :List of 5 + .. ..$ NormalizeData.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "NormalizeData.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:2] "NormalizeData(scdata, normalization.method = normalization, " " verbose = FALSE)" + .. .. .. ..@ params :List of 5 + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ normalization.method: chr "LogNormalize" + .. .. .. .. ..$ scale.factor : num 10000 + .. .. .. .. ..$ margin : num 1 + .. .. .. .. ..$ verbose : logi FALSE + .. ..$ FindVariableFeatures.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "FindVariableFeatures.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:2] "FindVariableFeatures(Seurat::NormalizeData(scdata, normalization.method = normalization, " " verbose = FALSE), nfeatures = nfeatures, verbose = FALSE)" + .. .. .. ..@ params :List of 12 + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ selection.method : chr "vst" + .. .. .. .. ..$ loess.span : num 0.3 + .. .. .. .. ..$ clip.max : chr "auto" + .. .. .. .. ..$ mean.function :function (mat, display_progress) + .. .. .. .. ..$ dispersion.function:function (mat, display_progress) + .. .. .. .. ..$ num.bin : num 20 + .. .. .. .. ..$ binning.method : chr "equal_width" + .. .. .. .. ..$ nfeatures : num 10 + .. .. .. .. ..$ mean.cutoff : num [1:2] 0.1 8 + .. .. .. .. ..$ dispersion.cutoff : num [1:2] 1 Inf + .. .. .. .. ..$ verbose : logi FALSE + .. ..$ ScaleData.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "ScaleData.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:3] "ScaleData(Seurat::FindVariableFeatures(Seurat::NormalizeData(scdata, " " normalization.method = normalization, verbose = FALSE), nfeatures = nfeatures, " " verbose = FALSE), verbose = FALSE)" + .. .. .. ..@ params :List of 10 + .. .. .. .. ..$ features : chr [1:10] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ model.use : chr "linear" + .. .. .. .. ..$ use.umi : logi FALSE + .. .. .. .. ..$ do.scale : logi TRUE + .. .. .. .. ..$ do.center : logi TRUE + .. .. .. .. ..$ scale.max : num 10 + .. .. .. .. ..$ block.size : num 1000 + .. .. .. .. ..$ min.cells.to.block: num 80 + .. .. .. .. ..$ verbose : logi FALSE + .. ..$ RunPCA.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "RunPCA.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:2] "RunPCA(scdata, npcs = npcs, verbose = FALSE, reduction.name = \"pca_for_harmony\", " " reduction.key = \"PCh_\")" + .. .. .. ..@ params :List of 10 + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ npcs : num 2 + .. .. .. .. ..$ rev.pca : logi FALSE + .. .. .. .. ..$ weight.by.var : logi TRUE + .. .. .. .. ..$ verbose : logi FALSE + .. .. .. .. ..$ ndims.print : int [1:5] 1 2 3 4 5 + .. .. .. .. ..$ nfeatures.print: num 30 + .. .. .. .. ..$ reduction.name : chr "pca_for_harmony" + .. .. .. .. ..$ reduction.key : chr "PCh_" + .. .. .. .. ..$ seed.use : num 42 + .. ..$ Seurat..ProjectDim.RNA.harmony:Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "Seurat::ProjectDim.RNA.harmony" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:2] "Seurat::ProjectDim(object, reduction = reduction.save, overwrite = TRUE, " " verbose = FALSE)" + .. .. .. ..@ params :List of 7 + .. .. .. .. ..$ reduction : chr "harmony" + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ dims.print : int [1:5] 1 2 3 4 5 + .. .. .. .. ..$ nfeatures.print: num 20 + .. .. .. .. ..$ overwrite : logi TRUE + .. .. .. .. ..$ do.center : logi FALSE + .. .. .. .. ..$ verbose : logi FALSE + ..@ tools : list() + diff --git a/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-seuratv4.md b/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-seuratv4.md new file mode 100644 index 00000000..a0a0ecaf --- /dev/null +++ b/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-seuratv4.md @@ -0,0 +1,244 @@ +# misc slot is complete after Seurat V4 integration + + Code + str(integrated_scdata) + Output + Formal class 'Seurat' [package "SeuratObject"] with 13 slots + ..@ assays :List of 2 + .. ..$ RNA :Formal class 'Assay' [package "SeuratObject"] with 8 slots + .. .. .. ..@ counts :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:13368] 1 5 8 11 22 30 33 34 36 38 ... + .. .. .. .. .. ..@ p : int [1:241] 0 47 99 149 205 258 306 342 387 423 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 240 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. .. ..$ : chr [1:240] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:13368] 1 1 3 1 1 4 1 5 1 1 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ data :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:13368] 1 5 8 11 22 30 33 34 36 38 ... + .. .. .. .. .. ..@ p : int [1:241] 0 47 99 149 205 258 306 342 387 423 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 240 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. .. ..$ : chr [1:240] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:13368] 4.97 4.97 6.06 4.97 4.97 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ scale.data : num[0 , 0 ] + .. .. .. ..@ key : Named chr "rna_" + .. .. .. .. ..- attr(*, "names")= chr "" + .. .. .. ..@ assay.orig : NULL + .. .. .. ..@ var.features : chr [1:230] "IGLL5" "VDAC3" "TSC22D1" "PTCRA" ... + .. .. .. ..@ meta.features:'data.frame': 230 obs. of 5 variables: + .. .. .. .. ..$ vst.mean : num [1:230] 0.388 0.6 0.7 13.425 0.3 ... + .. .. .. .. ..$ vst.variance : num [1:230] 1.017 1.27 4.328 719.392 0.864 ... + .. .. .. .. ..$ vst.variance.expected : num [1:230] 1.132 2.685 3.984 739.287 0.637 ... + .. .. .. .. ..$ vst.variance.standardized: num [1:230] 0.898 0.473 1.086 0.973 1.356 ... + .. .. .. .. ..$ vst.variable : logi [1:230] TRUE TRUE TRUE TRUE TRUE TRUE ... + .. .. .. ..@ misc : list() + .. ..$ integrated:Formal class 'Assay' [package "SeuratObject"] with 8 slots + .. .. .. ..@ counts :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int(0) + .. .. .. .. .. ..@ p : int 0 + .. .. .. .. .. ..@ Dim : int [1:2] 0 0 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : NULL + .. .. .. .. .. .. ..$ : NULL + .. .. .. .. .. ..@ x : num(0) + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ data :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:28387] 14 27 32 45 57 59 63 67 93 104 ... + .. .. .. .. .. ..@ p : int [1:241] 0 47 99 149 205 258 306 342 387 423 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 240 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "VDAC3" "IGLL5" "PF4" "PPBP" ... + .. .. .. .. .. .. ..$ : chr [1:240] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:28387] 5.66 4.97 4.97 5.66 4.97 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ scale.data : num [1:230, 1:240] -0.542 -0.194 -0.37 -0.431 -0.349 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:230] "VDAC3" "IGLL5" "PF4" "PPBP" ... + .. .. .. .. .. ..$ : chr [1:240] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. ..@ key : chr "integrated_" + .. .. .. ..@ assay.orig : NULL + .. .. .. ..@ var.features : chr [1:230] "VDAC3" "IGLL5" "PF4" "PPBP" ... + .. .. .. ..@ meta.features:'data.frame': 230 obs. of 0 variables + .. .. .. ..@ misc : NULL + ..@ meta.data :'data.frame': 240 obs. of 5 variables: + .. ..$ orig.ident : chr [1:240] "SeuratProject" "SeuratProject" "SeuratProject" "SeuratProject" ... + .. ..$ nCount_RNA : num [1:240] 70 85 87 127 173 70 64 72 52 100 ... + .. ..$ nFeature_RNA: int [1:240] 47 52 50 56 53 48 36 45 36 41 ... + .. ..$ samples : chr [1:240] "123abc" "123abc" "123abc" "123abc" ... + .. ..$ cells_id : int [1:240] 0 1 2 3 4 5 6 7 8 9 ... + ..@ active.assay: chr "integrated" + ..@ active.ident: Factor w/ 1 level "SeuratProject": 1 1 1 1 1 1 1 1 1 1 ... + .. ..- attr(*, "names")= chr [1:240] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + ..@ graphs : list() + ..@ neighbors : list() + ..@ reductions :List of 1 + .. ..$ pca:Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:240, 1:30] -3.13 -3.64 -2.5 -3.65 -2.9 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:240] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..$ : chr [1:30] "PC_1" "PC_2" "PC_3" "PC_4" ... + .. .. .. ..@ feature.loadings : num [1:230, 1:30] -0.03297 -0.00653 -0.05748 -0.05327 -0.05767 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:230] "VDAC3" "IGLL5" "PF4" "PPBP" ... + .. .. .. .. .. ..$ : chr [1:30] "PC_1" "PC_2" "PC_3" "PC_4" ... + .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] + .. .. .. ..@ assay.used : chr "integrated" + .. .. .. ..@ global : logi FALSE + .. .. .. ..@ stdev : num [1:30] 5.77 5.22 4.35 3.65 2.75 ... + .. .. .. ..@ key : chr "PC_" + .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots + .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] + .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] + .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] + .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] + .. .. .. ..@ misc :List of 1 + .. .. .. .. ..$ total.variance: num 230 + ..@ images : list() + ..@ project.name: chr "SeuratProject" + ..@ misc :List of 6 + .. ..$ gene_annotations:'data.frame': 230 obs. of 3 variables: + .. .. ..$ input : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. ..$ name : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. .. ..$ original_name: chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. ..$ color_pool : chr [1:383] "#77aadd" "#ee8866" "#eedd88" "#ffaabb" ... + .. ..$ ingestionDate : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. ..$ gene_dispersion :'data.frame': 230 obs. of 5 variables: + .. .. ..$ mean : num [1:230] 0.388 0.6 0.7 13.425 0.3 ... + .. .. ..$ variance : num [1:230] 1.017 1.27 4.328 719.392 0.864 ... + .. .. ..$ variance.standardized: num [1:230] 0.898 0.473 1.086 0.973 1.356 ... + .. .. ..$ SYMBOL : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. .. ..$ ENSEMBL : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. ..$ active.reduction: chr "pca" + .. ..$ numPCs : num 30 + ..@ version :Classes 'package_version', 'numeric_version' hidden list of 1 + .. ..$ : int [1:3] 4 1 0 + ..@ commands :List of 5 + .. ..$ FindIntegrationAnchors :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "Seurat::FindIntegrationAnchors" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : Named chr [1:2] "RNA" "RNA" + .. .. .. .. ..- attr(*, "names")= chr [1:2] "123abc" "123def" + .. .. .. ..@ call.string: chr [1:3] "Seurat::FindIntegrationAnchors(object.list = scdata_list, dims = 1:npcs, " " k.filter = k.filter, normalization.method = normalization, " " verbose = TRUE, reduction = reduction)" + .. .. .. ..@ params :List of 15 + .. .. .. .. ..$ assay : Named chr [1:2] "RNA" "RNA" + .. .. .. .. .. ..- attr(*, "names")= chr [1:2] "123abc" "123def" + .. .. .. .. ..$ anchor.features : chr [1:230] "VDAC3" "IGLL5" "PF4" "PPBP" ... + .. .. .. .. ..$ scale : logi TRUE + .. .. .. .. ..$ normalization.method: chr "LogNormalize" + .. .. .. .. ..$ reduction : chr "pca" + .. .. .. .. ..$ l2.norm : logi TRUE + .. .. .. .. ..$ dims : int [1:30] 1 2 3 4 5 6 7 8 9 10 ... + .. .. .. .. ..$ k.anchor : num 5 + .. .. .. .. ..$ k.filter : logi NA + .. .. .. .. ..$ k.score : num 30 + .. .. .. .. ..$ max.features : num 200 + .. .. .. .. ..$ nn.method : chr "annoy" + .. .. .. .. ..$ n.trees : num 50 + .. .. .. .. ..$ eps : num 0 + .. .. .. .. ..$ verbose : logi TRUE + .. ..$ withCallingHandlers :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "withCallingHandlers" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : NULL + .. .. .. ..@ call.string: chr [1:2] "withCallingHandlers(expr, warning = function(w) if (inherits(w, " " classes)) tryInvokeRestart(\"muffleWarning\"))" + .. .. .. ..@ params :List of 9 + .. .. .. .. ..$ new.assay.name : chr "integrated" + .. .. .. .. ..$ normalization.method: chr "LogNormalize" + .. .. .. .. ..$ features : chr [1:230] "VDAC3" "IGLL5" "PF4" "PPBP" ... + .. .. .. .. ..$ dims : int [1:30] 1 2 3 4 5 6 7 8 9 10 ... + .. .. .. .. ..$ k.weight : num 59 + .. .. .. .. ..$ sd.weight : num 1 + .. .. .. .. ..$ preserve.order : logi FALSE + .. .. .. .. ..$ eps : num 0 + .. .. .. .. ..$ verbose : logi TRUE + .. ..$ FindVariableFeatures.RNA:Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "FindVariableFeatures.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:2] "FindVariableFeatures(scdata, assay = \"RNA\", nfeatures = nfeatures, " " verbose = FALSE)" + .. .. .. ..@ params :List of 12 + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ selection.method : chr "vst" + .. .. .. .. ..$ loess.span : num 0.3 + .. .. .. .. ..$ clip.max : chr "auto" + .. .. .. .. ..$ mean.function :function (mat, display_progress) + .. .. .. .. ..$ dispersion.function:function (mat, display_progress) + .. .. .. .. ..$ num.bin : num 20 + .. .. .. .. ..$ binning.method : chr "equal_width" + .. .. .. .. ..$ nfeatures : num 1000 + .. .. .. .. ..$ mean.cutoff : num [1:2] 0.1 8 + .. .. .. .. ..$ dispersion.cutoff : num [1:2] 1 Inf + .. .. .. .. ..$ verbose : logi FALSE + .. ..$ ScaleData.integrated :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "ScaleData.integrated" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "integrated" + .. .. .. ..@ call.string: chr "ScaleData(scdata, verbose = FALSE)" + .. .. .. ..@ params :List of 10 + .. .. .. .. ..$ features : chr [1:230] "VDAC3" "IGLL5" "PF4" "PPBP" ... + .. .. .. .. ..$ assay : chr "integrated" + .. .. .. .. ..$ model.use : chr "linear" + .. .. .. .. ..$ use.umi : logi FALSE + .. .. .. .. ..$ do.scale : logi TRUE + .. .. .. .. ..$ do.center : logi TRUE + .. .. .. .. ..$ scale.max : num 10 + .. .. .. .. ..$ block.size : num 1000 + .. .. .. .. ..$ min.cells.to.block: num 240 + .. .. .. .. ..$ verbose : logi FALSE + .. ..$ RunPCA.integrated :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "RunPCA.integrated" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "integrated" + .. .. .. ..@ call.string: chr [1:2] "RunPCA(scdata, npcs = npcs, features = Seurat::VariableFeatures(object = scdata), " " verbose = FALSE)" + .. .. .. ..@ params :List of 11 + .. .. .. .. ..$ assay : chr "integrated" + .. .. .. .. ..$ features : chr [1:230] "VDAC3" "IGLL5" "PF4" "PPBP" ... + .. .. .. .. ..$ npcs : num 30 + .. .. .. .. ..$ rev.pca : logi FALSE + .. .. .. .. ..$ weight.by.var : logi TRUE + .. .. .. .. ..$ verbose : logi FALSE + .. .. .. .. ..$ ndims.print : int [1:5] 1 2 3 4 5 + .. .. .. .. ..$ nfeatures.print: num 30 + .. .. .. .. ..$ reduction.name : chr "pca" + .. .. .. .. ..$ reduction.key : chr "PC_" + .. .. .. .. ..$ seed.use : num 42 + ..@ tools :List of 1 + .. ..$ Integration:Formal class 'IntegrationData' [package "Seurat"] with 7 slots + .. .. .. ..@ neighbors : NULL + .. .. .. ..@ weights : NULL + .. .. .. ..@ integration.matrix: NULL + .. .. .. ..@ anchors :'data.frame': 626 obs. of 5 variables: + .. .. .. .. ..$ cell1 : num [1:626] 1 2 3 3 3 4 5 5 5 6 ... + .. .. .. .. ..$ cell2 : num [1:626] 41 42 43 49 45 44 45 42 43 46 ... + .. .. .. .. ..$ score : num [1:626] 0.579 0.632 0.842 0 0.316 ... + .. .. .. .. ..$ dataset1: int [1:626] 1 1 1 1 1 1 1 1 1 1 ... + .. .. .. .. ..$ dataset2: int [1:626] 2 2 2 2 2 2 2 2 2 2 ... + .. .. .. ..@ offsets : NULL + .. .. .. ..@ objects.ncell : NULL + .. .. .. ..@ sample.tree : int [1, 1:2] -1 -2 + +--- + + Code + str(integrated_scdata@misc) + Output + List of 6 + $ gene_annotations:'data.frame': 230 obs. of 3 variables: + ..$ input : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + ..$ name : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + ..$ original_name: chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + $ color_pool : chr [1:383] "#77aadd" "#ee8866" "#eedd88" "#ffaabb" ... + $ ingestionDate : POSIXct[1:1], format: "1991-12-19 05:23:00" + $ gene_dispersion :'data.frame': 230 obs. of 5 variables: + ..$ mean : num [1:230] 0.388 0.6 0.7 13.425 0.3 ... + ..$ variance : num [1:230] 1.017 1.27 4.328 719.392 0.864 ... + ..$ variance.standardized: num [1:230] 0.898 0.473 1.086 0.973 1.356 ... + ..$ SYMBOL : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + ..$ ENSEMBL : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + $ active.reduction: chr "pca" + $ numPCs : num 30 + diff --git a/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-unisample.md b/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-unisample.md new file mode 100644 index 00000000..1a34c4ba --- /dev/null +++ b/pipeline-runner/tests/testthat/_snaps/qc-6-integrate_scdata-unisample.md @@ -0,0 +1,158 @@ +# Unisample integration works + + Code + str(integrated_scdata) + Output + Formal class 'Seurat' [package "SeuratObject"] with 13 slots + ..@ assays :List of 1 + .. ..$ RNA:Formal class 'Assay' [package "SeuratObject"] with 8 slots + .. .. .. ..@ counts :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:4456] 1 5 8 11 22 30 33 34 36 38 ... + .. .. .. .. .. ..@ p : int [1:81] 0 47 99 149 205 258 306 342 387 423 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 80 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:4456] 1 1 3 1 1 4 1 5 1 1 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ data :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots + .. .. .. .. .. ..@ i : int [1:4456] 1 5 8 11 22 30 33 34 36 38 ... + .. .. .. .. .. ..@ p : int [1:81] 0 47 99 149 205 258 306 342 387 423 ... + .. .. .. .. .. ..@ Dim : int [1:2] 230 80 + .. .. .. .. .. ..@ Dimnames:List of 2 + .. .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..@ x : num [1:4456] 4.97 4.97 6.06 4.97 4.97 ... + .. .. .. .. .. ..@ factors : list() + .. .. .. ..@ scale.data : num [1:230, 1:80] -0.409 1.64 -0.428 -1.375 -0.329 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. ..@ key : Named chr "rna_" + .. .. .. .. ..- attr(*, "names")= chr "" + .. .. .. ..@ assay.orig : NULL + .. .. .. ..@ var.features : chr [1:230] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. ..@ meta.features:'data.frame': 230 obs. of 5 variables: + .. .. .. .. ..$ vst.mean : num [1:230] 0.388 0.6 0.7 13.425 0.3 ... + .. .. .. .. ..$ vst.variance : num [1:230] 1.025 1.281 4.365 725.463 0.871 ... + .. .. .. .. ..$ vst.variance.expected : num [1:230] 1.141 2.708 4.018 745.526 0.642 ... + .. .. .. .. ..$ vst.variance.standardized: num [1:230] 0.898 0.473 1.086 0.973 1.356 ... + .. .. .. .. ..$ vst.variable : logi [1:230] TRUE TRUE TRUE TRUE TRUE TRUE ... + .. .. .. ..@ misc : list() + ..@ meta.data :'data.frame': 80 obs. of 5 variables: + .. ..$ orig.ident : chr [1:80] "SeuratProject" "SeuratProject" "SeuratProject" "SeuratProject" ... + .. ..$ nCount_RNA : num [1:80] 70 85 87 127 173 70 64 72 52 100 ... + .. ..$ nFeature_RNA: int [1:80] 47 52 50 56 53 48 36 45 36 41 ... + .. ..$ samples : chr [1:80] "123abc" "123abc" "123abc" "123abc" ... + .. ..$ cells_id : int [1:80] 0 1 2 3 4 5 6 7 8 9 ... + ..@ active.assay: chr "RNA" + ..@ active.ident: Factor w/ 1 level "SeuratProject": 1 1 1 1 1 1 1 1 1 1 ... + .. ..- attr(*, "names")= chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + ..@ graphs : list() + ..@ neighbors : list() + ..@ reductions :List of 1 + .. ..$ pca:Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:80, 1:39] 3.12 3.56 2.4 3.43 2.78 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:80] "ATGCCAGAACGACT" "CATGGCCTGTGCAT" "GAACCTGATGAACC" "TGACTGGATTCTCA" ... + .. .. .. .. .. ..$ : chr [1:39] "PC_1" "PC_2" "PC_3" "PC_4" ... + .. .. .. ..@ feature.loadings : num [1:230, 1:39] 0.05711 0.00738 0.03005 -0.04766 0.05598 ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:230] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. .. .. ..$ : chr [1:39] "PC_1" "PC_2" "PC_3" "PC_4" ... + .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ global : logi FALSE + .. .. .. ..@ stdev : num [1:39] 5.75 5.21 4.32 3.62 2.77 ... + .. .. .. ..@ key : chr "PC_" + .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots + .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] + .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] + .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] + .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] + .. .. .. ..@ misc :List of 1 + .. .. .. .. ..$ total.variance: num 230 + ..@ images : list() + ..@ project.name: chr "SeuratProject" + ..@ misc :List of 6 + .. ..$ gene_annotations:'data.frame': 230 obs. of 3 variables: + .. .. ..$ input : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. .. ..$ name : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. .. ..$ original_name: chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. ..$ color_pool : chr [1:383] "#77aadd" "#ee8866" "#eedd88" "#ffaabb" ... + .. ..$ ingestionDate : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. ..$ gene_dispersion :'data.frame': 230 obs. of 5 variables: + .. .. ..$ mean : num [1:230] 0.388 0.6 0.7 13.425 0.3 ... + .. .. ..$ variance : num [1:230] 1.025 1.281 4.365 725.463 0.871 ... + .. .. ..$ variance.standardized: num [1:230] 0.898 0.473 1.086 0.973 1.356 ... + .. .. ..$ SYMBOL : chr [1:230] "SYMBOL - MS4A1" "SYMBOL - CD79B" "SYMBOL - CD79A" "SYMBOL - HLA-DRA" ... + .. .. ..$ ENSEMBL : chr [1:230] "MS4A1" "CD79B" "CD79A" "HLA-DRA" ... + .. ..$ active.reduction: chr "pca" + .. ..$ numPCs : num 2 + ..@ version :Classes 'package_version', 'numeric_version' hidden list of 1 + .. ..$ : int [1:3] 4 1 0 + ..@ commands :List of 4 + .. ..$ NormalizeData.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "NormalizeData.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:2] "NormalizeData(scdata, normalization.method = normalization, " " verbose = FALSE)" + .. .. .. ..@ params :List of 5 + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ normalization.method: chr "LogNormalize" + .. .. .. .. ..$ scale.factor : num 10000 + .. .. .. .. ..$ margin : num 1 + .. .. .. .. ..$ verbose : logi FALSE + .. ..$ FindVariableFeatures.RNA:Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "FindVariableFeatures.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:2] "FindVariableFeatures(Seurat::NormalizeData(scdata, normalization.method = normalization, " " verbose = FALSE), assay = \"RNA\", nfeatures = nfeatures, verbose = FALSE)" + .. .. .. ..@ params :List of 12 + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ selection.method : chr "vst" + .. .. .. .. ..$ loess.span : num 0.3 + .. .. .. .. ..$ clip.max : chr "auto" + .. .. .. .. ..$ mean.function :function (mat, display_progress) + .. .. .. .. ..$ dispersion.function:function (mat, display_progress) + .. .. .. .. ..$ num.bin : num 20 + .. .. .. .. ..$ binning.method : chr "equal_width" + .. .. .. .. ..$ nfeatures : num 1000 + .. .. .. .. ..$ mean.cutoff : num [1:2] 0.1 8 + .. .. .. .. ..$ dispersion.cutoff : num [1:2] 1 Inf + .. .. .. .. ..$ verbose : logi FALSE + .. ..$ ScaleData.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "ScaleData.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:3] "ScaleData(Seurat::FindVariableFeatures(Seurat::NormalizeData(scdata, " " normalization.method = normalization, verbose = FALSE), assay = \"RNA\", " " nfeatures = nfeatures, verbose = FALSE), verbose = FALSE)" + .. .. .. ..@ params :List of 10 + .. .. .. .. ..$ features : chr [1:230] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ model.use : chr "linear" + .. .. .. .. ..$ use.umi : logi FALSE + .. .. .. .. ..$ do.scale : logi TRUE + .. .. .. .. ..$ do.center : logi TRUE + .. .. .. .. ..$ scale.max : num 10 + .. .. .. .. ..$ block.size : num 1000 + .. .. .. .. ..$ min.cells.to.block: num 80 + .. .. .. .. ..$ verbose : logi FALSE + .. ..$ RunPCA.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots + .. .. .. ..@ name : chr "RunPCA.RNA" + .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. .. .. ..@ assay.used : chr "RNA" + .. .. .. ..@ call.string: chr [1:2] "RunPCA(scdata, npcs = npcs_for_pca, features = Seurat::VariableFeatures(object = scdata), " " verbose = FALSE)" + .. .. .. ..@ params :List of 11 + .. .. .. .. ..$ assay : chr "RNA" + .. .. .. .. ..$ features : chr [1:230] "PPBP" "IGLL5" "VDAC3" "CD1C" ... + .. .. .. .. ..$ npcs : num 39 + .. .. .. .. ..$ rev.pca : logi FALSE + .. .. .. .. ..$ weight.by.var : logi TRUE + .. .. .. .. ..$ verbose : logi FALSE + .. .. .. .. ..$ ndims.print : int [1:5] 1 2 3 4 5 + .. .. .. .. ..$ nfeatures.print: num 30 + .. .. .. .. ..$ reduction.name : chr "pca" + .. .. .. .. ..$ reduction.key : chr "PC_" + .. .. .. .. ..$ seed.use : num 42 + ..@ tools : list() + diff --git a/pipeline-runner/tests/testthat/_snaps/qc.md b/pipeline-runner/tests/testthat/_snaps/qc.md index 58889d03..b17a8a24 100644 --- a/pipeline-runner/tests/testthat/_snaps/qc.md +++ b/pipeline-runner/tests/testthat/_snaps/qc.md @@ -465,7 +465,7 @@ Code rlang::hash(snap_list$data) Output - [1] "c6a106e9ca73630190e1bb53b5199474" + [1] "a9264c1066779e6f23fbd8248f45cf59" Code str(snap_list$data, vec.len = 20) Output @@ -504,8 +504,8 @@ .. .. ..$ nFeature_RNA : int [1:460] 24 80 59 95 51 34 108 39 42 14 13 75 39 119 75 94 82 63 151 90 43 81 76 94 114 108 121 42 85 135 46 12 68 97 47 4| __truncated__ ... .. .. ..$ samples : chr [1:460] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... .. .. ..$ percent.mt : num [1:460] 19.57 12.8 25.3 30.8 7.77 20.43 18.22 20.79 14.29 31.71 36.84 9.09 38.27 19.09 18.01 18.39 22.91 14.02 31.57 28.1| __truncated__ ... - .. .. ..$ doublet_scores : num [1:460] NA 0.0458 0.5706 0.966 NA NA 0.5052 NA NA NA NA 0.3721 NA 0.664 0.1622 NA 0.564 NA 0.9349 0.1361 NA 0.0261 NA 0.0479 0.1194 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 1 NA NA 1 NA NA NA NA 1 NA 1 1 NA 1 NA 1 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... + .. .. ..$ doublet_scores : num [1:460] NA 0.13 0.295 0.923 NA NA 0.984 NA NA NA NA 0.406 NA 0.979 0.144 NA 0.961 NA 0.998 0.173 NA 0.052 NA 0.257 0.256 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 2 NA NA 2 NA NA NA NA 1 NA 2 1 NA 2 NA 2 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... .. .. ..$ emptyDrops_Total : int [1:460] 46 289 249 263 193 93 472 101 112 41 38 297 81 372 272 174 406 107 529 238 93 232 165 300 411 373 533 155 310 553| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:460] NA -367 -268 -404 -268 NA -490 -172 -198 NA NA -336 NA -500 -312 -381 -365 -274 -640 -372 NA -325 -311 -403 -476 ... .. .. ..$ emptyDrops_PValue : num [1:460] NA 0.0001 0.0009 0.0001 0.0001 NA 0.0001 0.0016 0.0002 NA NA 0.0001 NA 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 | __truncated__ ... @@ -565,8 +565,8 @@ .. .. ..$ nFeature_RNA : int [1:436] 36 138 22 66 151 82 196 130 56 57 47 21 30 195 140 49 12 25 79 27 78 72 49 61 88 204 17 116 168 26 125 26 56 57 1| __truncated__ ... .. .. ..$ samples : chr [1:436] "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" ... .. .. ..$ percent.mt : num [1:436] 76.44 25.36 53.06 64.23 11.25 8.81 27.16 21.04 66.81 85.6 20.17 59.32 28.57 20.88 14.74 20 50 6.9 10.76 44.23 13.| __truncated__ ... - .. .. ..$ doublet_scores : num [1:436] NA 0.237 NA 0.375 0.152 0.666 0.134 0.248 NA 0.452 NA NA NA 0.57 0.251 NA NA NA 0.354 NA 0.442 NA NA NA 0.241 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 1 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... + .. .. ..$ doublet_scores : num [1:436] NA 0.337 NA 0.379 0.28 0.741 0.189 0.389 NA 0.728 NA NA NA 0.612 0.277 NA NA NA 0.325 NA 0.52 NA NA NA 0.161 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 2 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... .. .. ..$ emptyDrops_Total : int [1:436] 208 422 49 520 578 329 637 442 229 521 119 59 42 594 441 80 26 58 223 52 262 149 133 164 314 743 68 345 593 83 35| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:436] -173 -587 NA -333 -667 -376 -843 -548 -269 -289 -204 NA NA -842 -609 NA NA NA -351 NA -348 -300 -237 -275 -409 ... .. .. ..$ emptyDrops_PValue : num [1:436] 0.9235 0.0001 NA 0.1191 0.0001 0.0001 0.0001 0.0001 0.0028 0.7043 0.0011 NA NA 0.0001 0.0001 NA NA NA 0.0001 NA 0| __truncated__ ... @@ -1045,7 +1045,7 @@ Code rlang::hash(snap_list$data) Output - [1] "c6a106e9ca73630190e1bb53b5199474" + [1] "a9264c1066779e6f23fbd8248f45cf59" Code str(snap_list$data, vec.len = 20) Output @@ -1084,8 +1084,8 @@ .. .. ..$ nFeature_RNA : int [1:460] 24 80 59 95 51 34 108 39 42 14 13 75 39 119 75 94 82 63 151 90 43 81 76 94 114 108 121 42 85 135 46 12 68 97 47 4| __truncated__ ... .. .. ..$ samples : chr [1:460] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... .. .. ..$ percent.mt : num [1:460] 19.57 12.8 25.3 30.8 7.77 20.43 18.22 20.79 14.29 31.71 36.84 9.09 38.27 19.09 18.01 18.39 22.91 14.02 31.57 28.1| __truncated__ ... - .. .. ..$ doublet_scores : num [1:460] NA 0.0458 0.5706 0.966 NA NA 0.5052 NA NA NA NA 0.3721 NA 0.664 0.1622 NA 0.564 NA 0.9349 0.1361 NA 0.0261 NA 0.0479 0.1194 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 1 NA NA 1 NA NA NA NA 1 NA 1 1 NA 1 NA 1 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... + .. .. ..$ doublet_scores : num [1:460] NA 0.13 0.295 0.923 NA NA 0.984 NA NA NA NA 0.406 NA 0.979 0.144 NA 0.961 NA 0.998 0.173 NA 0.052 NA 0.257 0.256 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 2 NA NA 2 NA NA NA NA 1 NA 2 1 NA 2 NA 2 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... .. .. ..$ emptyDrops_Total : int [1:460] 46 289 249 263 193 93 472 101 112 41 38 297 81 372 272 174 406 107 529 238 93 232 165 300 411 373 533 155 310 553| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:460] NA -367 -268 -404 -268 NA -490 -172 -198 NA NA -336 NA -500 -312 -381 -365 -274 -640 -372 NA -325 -311 -403 -476 ... .. .. ..$ emptyDrops_PValue : num [1:460] NA 0.0001 0.0009 0.0001 0.0001 NA 0.0001 0.0016 0.0002 NA NA 0.0001 NA 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 | __truncated__ ... @@ -1145,8 +1145,8 @@ .. .. ..$ nFeature_RNA : int [1:436] 36 138 22 66 151 82 196 130 56 57 47 21 30 195 140 49 12 25 79 27 78 72 49 61 88 204 17 116 168 26 125 26 56 57 1| __truncated__ ... .. .. ..$ samples : chr [1:436] "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" ... .. .. ..$ percent.mt : num [1:436] 76.44 25.36 53.06 64.23 11.25 8.81 27.16 21.04 66.81 85.6 20.17 59.32 28.57 20.88 14.74 20 50 6.9 10.76 44.23 13.| __truncated__ ... - .. .. ..$ doublet_scores : num [1:436] NA 0.237 NA 0.375 0.152 0.666 0.134 0.248 NA 0.452 NA NA NA 0.57 0.251 NA NA NA 0.354 NA 0.442 NA NA NA 0.241 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 1 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... + .. .. ..$ doublet_scores : num [1:436] NA 0.337 NA 0.379 0.28 0.741 0.189 0.389 NA 0.728 NA NA NA 0.612 0.277 NA NA NA 0.325 NA 0.52 NA NA NA 0.161 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 2 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... .. .. ..$ emptyDrops_Total : int [1:436] 208 422 49 520 578 329 637 442 229 521 119 59 42 594 441 80 26 58 223 52 262 149 133 164 314 743 68 345 593 83 35| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:436] -173 -587 NA -333 -667 -376 -843 -548 -269 -289 -204 NA NA -842 -609 NA NA NA -351 NA -348 -300 -237 -275 -409 ... .. .. ..$ emptyDrops_PValue : num [1:436] 0.9235 0.0001 NA 0.1191 0.0001 0.0001 0.0001 0.0001 0.0028 0.7043 0.0011 NA NA 0.0001 0.0001 NA NA NA 0.0001 NA 0| __truncated__ ... @@ -1625,7 +1625,7 @@ Code rlang::hash(snap_list$data) Output - [1] "c6a106e9ca73630190e1bb53b5199474" + [1] "a9264c1066779e6f23fbd8248f45cf59" Code str(snap_list$data, vec.len = 20) Output @@ -1664,8 +1664,8 @@ .. .. ..$ nFeature_RNA : int [1:460] 24 80 59 95 51 34 108 39 42 14 13 75 39 119 75 94 82 63 151 90 43 81 76 94 114 108 121 42 85 135 46 12 68 97 47 4| __truncated__ ... .. .. ..$ samples : chr [1:460] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... .. .. ..$ percent.mt : num [1:460] 19.57 12.8 25.3 30.8 7.77 20.43 18.22 20.79 14.29 31.71 36.84 9.09 38.27 19.09 18.01 18.39 22.91 14.02 31.57 28.1| __truncated__ ... - .. .. ..$ doublet_scores : num [1:460] NA 0.0458 0.5706 0.966 NA NA 0.5052 NA NA NA NA 0.3721 NA 0.664 0.1622 NA 0.564 NA 0.9349 0.1361 NA 0.0261 NA 0.0479 0.1194 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 1 NA NA 1 NA NA NA NA 1 NA 1 1 NA 1 NA 1 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... + .. .. ..$ doublet_scores : num [1:460] NA 0.13 0.295 0.923 NA NA 0.984 NA NA NA NA 0.406 NA 0.979 0.144 NA 0.961 NA 0.998 0.173 NA 0.052 NA 0.257 0.256 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 2 NA NA 2 NA NA NA NA 1 NA 2 1 NA 2 NA 2 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... .. .. ..$ emptyDrops_Total : int [1:460] 46 289 249 263 193 93 472 101 112 41 38 297 81 372 272 174 406 107 529 238 93 232 165 300 411 373 533 155 310 553| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:460] NA -367 -268 -404 -268 NA -490 -172 -198 NA NA -336 NA -500 -312 -381 -365 -274 -640 -372 NA -325 -311 -403 -476 ... .. .. ..$ emptyDrops_PValue : num [1:460] NA 0.0001 0.0009 0.0001 0.0001 NA 0.0001 0.0016 0.0002 NA NA 0.0001 NA 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 | __truncated__ ... @@ -1725,8 +1725,8 @@ .. .. ..$ nFeature_RNA : int [1:436] 36 138 22 66 151 82 196 130 56 57 47 21 30 195 140 49 12 25 79 27 78 72 49 61 88 204 17 116 168 26 125 26 56 57 1| __truncated__ ... .. .. ..$ samples : chr [1:436] "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" ... .. .. ..$ percent.mt : num [1:436] 76.44 25.36 53.06 64.23 11.25 8.81 27.16 21.04 66.81 85.6 20.17 59.32 28.57 20.88 14.74 20 50 6.9 10.76 44.23 13.| __truncated__ ... - .. .. ..$ doublet_scores : num [1:436] NA 0.237 NA 0.375 0.152 0.666 0.134 0.248 NA 0.452 NA NA NA 0.57 0.251 NA NA NA 0.354 NA 0.442 NA NA NA 0.241 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 1 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... + .. .. ..$ doublet_scores : num [1:436] NA 0.337 NA 0.379 0.28 0.741 0.189 0.389 NA 0.728 NA NA NA 0.612 0.277 NA NA NA 0.325 NA 0.52 NA NA NA 0.161 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 2 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... .. .. ..$ emptyDrops_Total : int [1:436] 208 422 49 520 578 329 637 442 229 521 119 59 42 594 441 80 26 58 223 52 262 149 133 164 314 743 68 345 593 83 35| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:436] -173 -587 NA -333 -667 -376 -843 -548 -269 -289 -204 NA NA -842 -609 NA NA NA -351 NA -348 -300 -237 -275 -409 ... .. .. ..$ emptyDrops_PValue : num [1:436] 0.9235 0.0001 NA 0.1191 0.0001 0.0001 0.0001 0.0001 0.0028 0.7043 0.0011 NA NA 0.0001 0.0001 NA NA NA 0.0001 NA 0| __truncated__ ... @@ -2205,7 +2205,7 @@ Code rlang::hash(snap_list$data) Output - [1] "c6a106e9ca73630190e1bb53b5199474" + [1] "a9264c1066779e6f23fbd8248f45cf59" Code str(snap_list$data, vec.len = 20) Output @@ -2244,8 +2244,8 @@ .. .. ..$ nFeature_RNA : int [1:460] 24 80 59 95 51 34 108 39 42 14 13 75 39 119 75 94 82 63 151 90 43 81 76 94 114 108 121 42 85 135 46 12 68 97 47 4| __truncated__ ... .. .. ..$ samples : chr [1:460] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... .. .. ..$ percent.mt : num [1:460] 19.57 12.8 25.3 30.8 7.77 20.43 18.22 20.79 14.29 31.71 36.84 9.09 38.27 19.09 18.01 18.39 22.91 14.02 31.57 28.1| __truncated__ ... - .. .. ..$ doublet_scores : num [1:460] NA 0.0458 0.5706 0.966 NA NA 0.5052 NA NA NA NA 0.3721 NA 0.664 0.1622 NA 0.564 NA 0.9349 0.1361 NA 0.0261 NA 0.0479 0.1194 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 1 NA NA 1 NA NA NA NA 1 NA 1 1 NA 1 NA 1 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... + .. .. ..$ doublet_scores : num [1:460] NA 0.13 0.295 0.923 NA NA 0.984 NA NA NA NA 0.406 NA 0.979 0.144 NA 0.961 NA 0.998 0.173 NA 0.052 NA 0.257 0.256 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 2 NA NA 2 NA NA NA NA 1 NA 2 1 NA 2 NA 2 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... .. .. ..$ emptyDrops_Total : int [1:460] 46 289 249 263 193 93 472 101 112 41 38 297 81 372 272 174 406 107 529 238 93 232 165 300 411 373 533 155 310 553| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:460] NA -367 -268 -404 -268 NA -490 -172 -198 NA NA -336 NA -500 -312 -381 -365 -274 -640 -372 NA -325 -311 -403 -476 ... .. .. ..$ emptyDrops_PValue : num [1:460] NA 0.0001 0.0009 0.0001 0.0001 NA 0.0001 0.0016 0.0002 NA NA 0.0001 NA 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 | __truncated__ ... @@ -2305,8 +2305,8 @@ .. .. ..$ nFeature_RNA : int [1:436] 36 138 22 66 151 82 196 130 56 57 47 21 30 195 140 49 12 25 79 27 78 72 49 61 88 204 17 116 168 26 125 26 56 57 1| __truncated__ ... .. .. ..$ samples : chr [1:436] "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" ... .. .. ..$ percent.mt : num [1:436] 76.44 25.36 53.06 64.23 11.25 8.81 27.16 21.04 66.81 85.6 20.17 59.32 28.57 20.88 14.74 20 50 6.9 10.76 44.23 13.| __truncated__ ... - .. .. ..$ doublet_scores : num [1:436] NA 0.237 NA 0.375 0.152 0.666 0.134 0.248 NA 0.452 NA NA NA 0.57 0.251 NA NA NA 0.354 NA 0.442 NA NA NA 0.241 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 1 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... + .. .. ..$ doublet_scores : num [1:436] NA 0.337 NA 0.379 0.28 0.741 0.189 0.389 NA 0.728 NA NA NA 0.612 0.277 NA NA NA 0.325 NA 0.52 NA NA NA 0.161 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 2 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... .. .. ..$ emptyDrops_Total : int [1:436] 208 422 49 520 578 329 637 442 229 521 119 59 42 594 441 80 26 58 223 52 262 149 133 164 314 743 68 345 593 83 35| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:436] -173 -587 NA -333 -667 -376 -843 -548 -269 -289 -204 NA NA -842 -609 NA NA NA -351 NA -348 -300 -237 -275 -409 ... .. .. ..$ emptyDrops_PValue : num [1:436] 0.9235 0.0001 NA 0.1191 0.0001 0.0001 0.0001 0.0001 0.0028 0.7043 0.0011 NA NA 0.0001 0.0001 NA NA NA 0.0001 NA 0| __truncated__ ... @@ -6746,7 +6746,7 @@ Code rlang::hash(snap_list$data) Output - [1] "c6a106e9ca73630190e1bb53b5199474" + [1] "a9264c1066779e6f23fbd8248f45cf59" Code str(snap_list$data, vec.len = 20) Output @@ -6785,8 +6785,8 @@ .. .. ..$ nFeature_RNA : int [1:460] 24 80 59 95 51 34 108 39 42 14 13 75 39 119 75 94 82 63 151 90 43 81 76 94 114 108 121 42 85 135 46 12 68 97 47 4| __truncated__ ... .. .. ..$ samples : chr [1:460] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... .. .. ..$ percent.mt : num [1:460] 19.57 12.8 25.3 30.8 7.77 20.43 18.22 20.79 14.29 31.71 36.84 9.09 38.27 19.09 18.01 18.39 22.91 14.02 31.57 28.1| __truncated__ ... - .. .. ..$ doublet_scores : num [1:460] NA 0.0458 0.5706 0.966 NA NA 0.5052 NA NA NA NA 0.3721 NA 0.664 0.1622 NA 0.564 NA 0.9349 0.1361 NA 0.0261 NA 0.0479 0.1194 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 1 NA NA 1 NA NA NA NA 1 NA 1 1 NA 1 NA 1 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... + .. .. ..$ doublet_scores : num [1:460] NA 0.13 0.295 0.923 NA NA 0.984 NA NA NA NA 0.406 NA 0.979 0.144 NA 0.961 NA 0.998 0.173 NA 0.052 NA 0.257 0.256 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 1 2 NA NA 2 NA NA NA NA 1 NA 2 1 NA 2 NA 2 1 NA 1 NA 1 1 1 2 NA 1 2 NA NA 1 1 NA NA 1 1 NA 1 2 NA 1 1 1 NA 1 NA 1 NA ... .. .. ..$ emptyDrops_Total : int [1:460] 46 289 249 263 193 93 472 101 112 41 38 297 81 372 272 174 406 107 529 238 93 232 165 300 411 373 533 155 310 553| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:460] NA -367 -268 -404 -268 NA -490 -172 -198 NA NA -336 NA -500 -312 -381 -365 -274 -640 -372 NA -325 -311 -403 -476 ... .. .. ..$ emptyDrops_PValue : num [1:460] NA 0.0001 0.0009 0.0001 0.0001 NA 0.0001 0.0016 0.0002 NA NA 0.0001 NA 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 | __truncated__ ... @@ -6846,8 +6846,8 @@ .. .. ..$ nFeature_RNA : int [1:436] 36 138 22 66 151 82 196 130 56 57 47 21 30 195 140 49 12 25 79 27 78 72 49 61 88 204 17 116 168 26 125 26 56 57 1| __truncated__ ... .. .. ..$ samples : chr [1:436] "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" "mock_sample_1_id" ... .. .. ..$ percent.mt : num [1:436] 76.44 25.36 53.06 64.23 11.25 8.81 27.16 21.04 66.81 85.6 20.17 59.32 28.57 20.88 14.74 20 50 6.9 10.76 44.23 13.| __truncated__ ... - .. .. ..$ doublet_scores : num [1:436] NA 0.237 NA 0.375 0.152 0.666 0.134 0.248 NA 0.452 NA NA NA 0.57 0.251 NA NA NA 0.354 NA 0.442 NA NA NA 0.241 ... - .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 1 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... + .. .. ..$ doublet_scores : num [1:436] NA 0.337 NA 0.379 0.28 0.741 0.189 0.389 NA 0.728 NA NA NA 0.612 0.277 NA NA NA 0.325 NA 0.52 NA NA NA 0.161 ... + .. .. ..$ doublet_class : Factor w/ 2 levels "singlet","doublet": NA 1 NA 1 1 1 1 1 NA 1 NA NA NA 1 1 NA NA NA 1 NA 1 NA NA NA 1 1 NA 1 1 NA 1 NA NA NA NA NA 2 NA NA 1 NA 1 1 1 1 1 NA NA NA NA ... .. .. ..$ emptyDrops_Total : int [1:436] 208 422 49 520 578 329 637 442 229 521 119 59 42 594 441 80 26 58 223 52 262 149 133 164 314 743 68 345 593 83 35| __truncated__ ... .. .. ..$ emptyDrops_LogProb: num [1:436] -173 -587 NA -333 -667 -376 -843 -548 -269 -289 -204 NA NA -842 -609 NA NA NA -351 NA -348 -300 -237 -275 -409 ... .. .. ..$ emptyDrops_PValue : num [1:436] 0.9235 0.0001 NA 0.1191 0.0001 0.0001 0.0001 0.0001 0.0028 0.7043 0.0011 NA NA 0.0001 0.0001 NA NA NA 0.0001 NA 0| __truncated__ ... @@ -6883,13 +6883,13 @@ Code rlang::hash(snap_list$new_ids) Output - [1] "78ee5501ea5959a9c91d91a1ddaa125d" + [1] "a76a0147c9d141fb0e4585448a87c4e5" Code str(snap_list$new_ids, vec.len = 20) Output List of 2 - $ mock_sample_2_id: int [1:338] 1 9 11 13 15 19 21 22 25 26 32 34 36 39 40 41 44 48 52 53 58 59 62 72 73 75 77 79 81 85 86 90 93 96 97 99 104 106| __truncated__ ... - $ mock_sample_1_id: int [1:270] 0 3 5 10 12 14 16 20 27 28 29 31 33 37 42 50 54 55 63 65 68 70 71 74 78 80 82 91 94 95 98 105 117 119 121 124 128| __truncated__ ... + $ mock_sample_2_id: int [1:319] 1 9 11 13 15 19 21 22 25 26 34 36 39 40 41 44 48 52 53 58 59 62 72 75 77 79 81 85 86 90 93 96 97 99 104 106 108 1| __truncated__ ... + $ mock_sample_1_id: int [1:265] 0 3 5 10 12 14 16 20 27 28 29 31 33 37 42 50 54 55 63 65 68 70 71 74 78 80 82 91 94 95 105 117 119 121 124 128 13| __truncated__ ... --- @@ -6900,7 +6900,7 @@ Code rlang::hash(snap_list$guidata) Output - [1] "9053d4a5af7f4677ffb5aa4f834b563b" + [1] "7da115cc2757c7c3236acca7ec5cedc5" Code str(snap_list$guidata, vec.len = 20) Output @@ -6908,61 +6908,61 @@ $ mock_sample_1_id-doubletScores-0:List of 285 ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.175 + ..$ : Named num 0.301 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.078 + ..$ : Named num 0.29 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.288 + ..$ : Named num 0.117 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.248 + ..$ : Named num 0.389 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.466 + ..$ : Named num 0.537 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.102 + ..$ : Named num 0.234 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.333 + ..$ : Named num 0.379 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.103 + ..$ : Named num 0.206 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.458 + ..$ : Named num 0.382 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.879 + ..$ : Named num 0.917 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.982 + ..$ : Named num 0.985 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.42 + ..$ : Named num 0.528 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.131 + ..$ : Named num 0.304 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.487 + ..$ : Named num 0.373 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.105 + ..$ : Named num 0.311 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.296 + ..$ : Named num 0.289 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.188 + ..$ : Named num 0.15 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num 0.998 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.547 + ..$ : Named num 0.743 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0942 + ..$ : Named num 0.296 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" @@ -6970,29 +6970,29 @@ .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.348 + ..$ : Named num 0.557 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.555 + ..$ : Named num 0.998 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.999 + ..$ : Named num 0.998 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.745 + ..$ : Named num 0.64 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.169 + ..$ : Named num 0.369 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.393 + ..$ : Named num 0.416 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.105 + ..$ : Named num 0.275 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.19 + ..$ : Named num 0.283 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.84 + ..$ : Named num 0.975 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.227 + ..$ : Named num 0.0635 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0717 + ..$ : Named num 0.0691 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" @@ -7000,109 +7000,109 @@ .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0805 + ..$ : Named num 0.0936 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.485 + ..$ : Named num 0.619 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.371 + ..$ : Named num 0.473 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0976 + ..$ : Named num 0.129 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.274 + ..$ : Named num 0.481 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.507 + ..$ : Named num 0.33 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.123 + ..$ : Named num 0.264 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0898 + ..$ : Named num 0.233 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.462 + ..$ : Named num 0.795 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.999 + ..$ : Named num 0.998 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.377 + ..$ : Named num 0.406 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.121 + ..$ : Named num 0.264 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.404 + ..$ : Named num 0.401 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0889 + ..$ : Named num 0.416 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.97 + ..$ : Named num 0.865 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0457 + ..$ : Named num 0.096 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.403 + ..$ : Named num 0.313 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.979 + ..$ : Named num 0.917 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.096 + ..$ : Named num 0.294 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0805 + ..$ : Named num 0.177 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.129 + ..$ : Named num 0.171 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.233 + ..$ : Named num 0.19 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.786 + ..$ : Named num 0.69 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0777 + ..$ : Named num 0.0781 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.202 + ..$ : Named num 0.393 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.35 + ..$ : Named num 0.407 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.562 + ..$ : Named num 0.804 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.354 + ..$ : Named num 0.325 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.348 + ..$ : Named num 0.826 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.62 + ..$ : Named num 0.653 .. ..- attr(*, "names")= chr "doubletP" ..$ : Named num NA .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.595 + ..$ : Named num 0.527 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.119 + ..$ : Named num 0.198 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.168 + ..$ : Named num 0.32 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.743 + ..$ : Named num 0.982 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.0607 + ..$ : Named num 0.141 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.407 + ..$ : Named num 0.742 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.192 + ..$ : Named num 0.531 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.878 + ..$ : Named num 0.973 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.262 + ..$ : Named num 0.426 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.256 + ..$ : Named num 0.23 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.244 + ..$ : Named num 0.539 .. ..- attr(*, "names")= chr "doubletP" - ..$ : Named num 0.296 + ..$ : Named num 0.564 .. ..- attr(*, "names")= chr "doubletP" .. [list output truncated] $ mock_sample_1_id-doubletScores-1:List of 2 @@ -7112,10 +7112,10 @@ .. ..$ median_genes: int 98 .. ..$ median_umis : num 311 ..$ after :List of 4 - .. ..$ num_cells : int 270 - .. ..$ total_genes : int 916 - .. ..$ median_genes: num 92.5 - .. ..$ median_umis : num 300 + .. ..$ num_cells : int 265 + .. ..$ total_genes : int 908 + .. ..$ median_genes: int 92 + .. ..$ median_umis : num 298 --- @@ -7126,7 +7126,7 @@ Code rlang::hash(snap_list$data) Output - [1] "3ac58d3d8c9518741b0e3064c2a456b0" + [1] "6a4475546557490ee2b612312dc66290" Code str(snap_list$data, vec.len = 20) Output @@ -7134,74 +7134,72 @@ ..@ assays :List of 1 .. ..$ RNA:Formal class 'Assay' [package "SeuratObject"] with 8 slots .. .. .. ..@ counts :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots - .. .. .. .. .. ..@ i : int [1:56416] 19 117 128 133 175 224 255 277 284 294 307 309 327 345 414 440 447 468 556 605 657 686 706 718 810 838 894 907 93| __truncated__ ... - .. .. .. .. .. ..@ p : int [1:609] 0 66 113 167 276 348 408 468 626 759 840 996 1084 1247 1333 1376 1493 1542 1581 1666 1731 1811 1887 1945 2040 213| __truncated__ ... - .. .. .. .. .. ..@ Dim : int [1:2] 2000 608 + .. .. .. .. .. ..@ i : int [1:53873] 19 117 128 133 175 224 255 277 284 294 307 309 327 345 414 440 447 468 556 605 657 686 706 718 810 838 894 907 93| __truncated__ ... + .. .. .. .. .. ..@ p : int [1:585] 0 66 113 167 276 348 408 468 626 759 840 928 1091 1177 1220 1337 1386 1425 1510 1575 1655 1731 1789 1884 1939 199| __truncated__ ... + .. .. .. .. .. ..@ Dim : int [1:2] 2000 584 .. .. .. .. .. ..@ Dimnames:List of 2 .. .. .. .. .. .. ..$ : chr [1:2000] "CERNA1" "IGKV2-18" "LUADT1" "AL133297.2" "AL021937.1" "GPR174" "DCLK2" "C16orf90" "PCSK6-AS1" "AC001226.2" "POU6F2" "AC080129.2" "AC015908.3" "CYP2A6" "PAX5" "COL6A5" "SMG6" "AL645634.1" "LINC02372" "EDF1" ... - .. .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. .. .. .. .. ..@ x : num [1:56416] 3 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 3 1 1 4 1 1 1 1 3 2 1 4 1 1 2 1 1 2 3 1 2 1 21 2 1 ... + .. .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. .. .. .. .. ..@ x : num [1:53873] 3 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 3 1 1 4 1 1 1 1 3 2 1 4 1 1 2 1 1 2 3 1 2 1 21 2 1 ... .. .. .. .. .. ..@ factors : list() .. .. .. ..@ data :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots - .. .. .. .. .. ..@ i : int [1:56416] 19 117 128 133 175 224 255 277 284 294 307 309 327 345 414 440 447 468 556 605 657 686 706 718 810 838 894 907 93| __truncated__ ... - .. .. .. .. .. ..@ p : int [1:609] 0 66 113 167 276 348 408 468 626 759 840 996 1084 1247 1333 1376 1493 1542 1581 1666 1731 1811 1887 1945 2040 213| __truncated__ ... - .. .. .. .. .. ..@ Dim : int [1:2] 2000 608 + .. .. .. .. .. ..@ i : int [1:53873] 19 117 128 133 175 224 255 277 284 294 307 309 327 345 414 440 447 468 556 605 657 686 706 718 810 838 894 907 93| __truncated__ ... + .. .. .. .. .. ..@ p : int [1:585] 0 66 113 167 276 348 408 468 626 759 840 928 1091 1177 1220 1337 1386 1425 1510 1575 1655 1731 1789 1884 1939 199| __truncated__ ... + .. .. .. .. .. ..@ Dim : int [1:2] 2000 584 .. .. .. .. .. ..@ Dimnames:List of 2 .. .. .. .. .. .. ..$ : chr [1:2000] "CERNA1" "IGKV2-18" "LUADT1" "AL133297.2" "AL021937.1" "GPR174" "DCLK2" "C16orf90" "PCSK6-AS1" "AC001226.2" "POU6F2" "AC080129.2" "AC015908.3" "CYP2A6" "PAX5" "COL6A5" "SMG6" "AL645634.1" "LINC02372" "EDF1" ... - .. .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. .. .. .. .. ..@ x : num [1:56416] 4.82 3.74 3.74 3.74 3.74 3.74 4.42 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 4.42 ... + .. .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. .. .. .. .. ..@ x : num [1:53873] 4.82 3.74 3.74 3.74 3.74 3.74 4.42 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 4.42 ... .. .. .. .. .. ..@ factors : list() - .. .. .. ..@ scale.data : num [1:980, 1:608] -0.1412 -0.1466 -0.0406 -0.0811 -0.2665 -0.3092 1.1719 -0.2011 -0.0406 -0.0899 -0.0564 -0.5275 -0.0701 -0.0898 -0| __truncated__ ... + .. .. .. ..@ scale.data : num [1:970, 1:584] -0.1381 -0.1438 -0.0414 -0.0828 -0.2724 -0.3064 1.1631 -0.2008 -0.0414 -0.0917 -0.0575 -0.5258 -0.0583 -0.0917 -0| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:980] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... - .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... + .. .. .. .. .. ..$ : chr [1:970] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... + .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... .. .. .. ..@ key : Named chr "rna_" .. .. .. .. ..- attr(*, "names")= chr "" .. .. .. ..@ assay.orig : NULL - .. .. .. ..@ var.features : chr [1:980] "S100A12" "CAVIN2" "FCRL5" "CRIP1" "TREML1" "CLIC3" "TMEM40" "FKBP5" "CD8B" "LILRA5" "ITGA2B" "ALPL" "TMEM176B" "CCR2" "KCNQ1OT1" "TRIM58" "TRBV6-2" "PPM1N" "CNST" "C3AR1" ... + .. .. .. ..@ var.features : chr [1:970] "S100A12" "CAVIN2" "FCRL5" "CLIC3" "CRIP1" "CD8B" "LILRA5" "TMEM176B" "TREML1" "FKBP5" "ALPL" "CCR2" "TMEM40" "TRBV6-2" "PPM1N" "ITGA2B" "C3AR1" "ZNF605" "KCNQ1OT1" "KIF11" ... .. .. .. ..@ meta.features:'data.frame': 2000 obs. of 5 variables: - .. .. .. .. ..$ vst.mean : num [1:2000] 0.01974 0 0 0 0 0.02467 0.00164 0 0 0.00658 0 0 0 0 0.07895 0 0.09211 0 0 1.12171 0.05263 0 0.00164 0.00822 0.00329 ... - .. .. .. .. ..$ vst.variance : num [1:2000] 0.01938 0 0 0 0 0.03069 0.00164 0 0 0.00655 0 0 0 0 0.09919 0 0.09035 0 0 1.32948 0.10266 0 0.00164 0.00817 0.00328 ... - .. .. .. .. ..$ vst.variance.expected : num [1:2000] 0.02309 0 0 0 0 0.02843 0.00164 0 0 0.00718 0 0 0 0 0.0925 0 0.10811 0 0 2.36272 0.06129 0 0.00164 0.00895 0.00357 ... - .. .. .. .. ..$ vst.variance.standardized: num [1:2000] 0.839 0 0 0 0 1.08 1.001 0 0 0.912 0 0 0 0 1.072 0 0.836 0 0 0.563 1.675 0 1.001 0.913 0.92 ... + .. .. .. .. ..$ vst.mean : num [1:2000] 0.01884 0 0 0 0 0.02397 0.00171 0 0 0.00685 0 0 0 0 0.08562 0 0.09075 0 0 1.12158 0.05308 0 0.00171 0.00856 0.00342 ... + .. .. .. .. ..$ vst.variance : num [1:2000] 0.01851 0 0 0 0 0.0303 0.00171 0 0 0.00681 0 0 0 0 0.11616 0 0.08952 0 0 1.32482 0.10524 0 0.00171 0.0085 0.00342 ... + .. .. .. .. ..$ vst.variance.expected : num [1:2000] 0.02211 0 0 0 0 0.02811 0.00171 0 0 0.00731 0 0 0 0 0.10087 0 0.10753 0 0 2.37221 0.05941 0 0.00171 0.00923 0.00366 ... + .. .. .. .. ..$ vst.variance.standardized: num [1:2000] 0.837 0 0 0 0 1.078 1 0 0 0.932 0 0 0 0 1.152 0 0.833 0 0 0.558 1.771 0 1 0.922 0.935 ... .. .. .. .. ..$ vst.variable : logi [1:2000] TRUE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE | __truncated__ ... .. .. .. ..@ misc : list() - ..@ meta.data :'data.frame': 608 obs. of 16 variables: - .. ..$ barcode : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. ..$ orig.ident : chr [1:608] "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" ... - .. ..$ nCount_RNA : num [1:608] 243 144 183 339 232 289 111 523 380 243 497 230 462 220 117 310 258 101 219 202 272 226 176 271 263 103 131 198 2| __truncated__ ... - .. ..$ nFeature_RNA : int [1:608] 66 47 54 109 72 60 60 158 133 81 156 88 163 86 43 117 49 39 85 65 80 76 58 95 95 55 59 69 90 68 70 76 151 79 46 6| __truncated__ ... - .. ..$ samples : chr [1:608] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... - .. ..$ percent.mt : num [1:608] 9.88 19.44 8.74 24.19 18.1 13.15 27.03 24.47 23.42 19.75 24.55 16.52 23.38 20 21.37 26.45 22.48 20.79 30.59 14.85| __truncated__ ... - .. ..$ doublet_scores : num [1:608] 0.4846 NA NA 0.2453 0.2906 0.0879 NA 0.4754 0.0775 0.2295 0.9476 0.0617 0.2948 0.0481 NA 0.0433 0.4524 NA 0.3023 | __truncated__ ... - .. ..$ doublet_class : chr [1:608] "singlet" NA NA "singlet" "singlet" "singlet" NA "singlet" "singlet" "singlet" "singlet" "singlet" "singlet" "singlet" NA "singlet" "singlet" NA "singlet" "singlet" ... - .. ..$ emptyDrops_Total : int [1:608] 243 144 183 339 232 289 111 523 380 243 497 230 462 220 117 310 258 101 219 202 272 226 176 271 263 103 131 198 2| __truncated__ ... - .. ..$ emptyDrops_LogProb: num [1:608] -316 -210 -252 -451 -328 -297 -280 -675 -563 -352 -660 -385 -685 -355 -184 -486 -233 -172 -345 -283 -342 -308 -254 -403 -404 ... - .. ..$ emptyDrops_PValue : num [1:608] 0.0001 0.0006 0.0002 0.0001 0.0001 0.0003 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.002 0.0001 0.| __truncated__ ... - .. ..$ emptyDrops_Limited: logi [1:608] TRUE FALSE FALSE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TR| __truncated__ ... - .. ..$ emptyDrops_FDR : num [1:608] 0 0.000685 0.000239 0 0 0 0.000124 0 0 0 0 0 0 0 0.002223 0 0 0.001789 0 0 0 0 0.000124 0 0 ... - .. ..$ cells_id : int [1:608] 1 9 11 13 15 19 21 22 25 26 32 34 36 39 40 41 44 48 52 53 58 59 62 72 73 75 77 79 81 85 86 90 93 96 97 99 104 106| __truncated__ ... - .. ..$ color_active_ident: chr [1:608] "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" ... - .. ..$ color_samples : chr [1:608] "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" ... + ..@ meta.data :'data.frame': 584 obs. of 14 variables: + .. ..$ barcode : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. ..$ orig.ident : chr [1:584] "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" ... + .. ..$ nCount_RNA : num [1:584] 243 144 183 339 232 289 111 523 380 243 230 462 220 117 310 258 101 219 202 272 226 176 271 103 131 198 223 190 2| __truncated__ ... + .. ..$ nFeature_RNA : int [1:584] 66 47 54 109 72 60 60 158 133 81 88 163 86 43 117 49 39 85 65 80 76 58 95 55 59 69 90 68 70 76 151 79 46 65 52 10| __truncated__ ... + .. ..$ samples : chr [1:584] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... + .. ..$ percent.mt : num [1:584] 9.88 19.44 8.74 24.19 18.1 13.15 27.03 24.47 23.42 19.75 16.52 23.38 20 21.37 26.45 22.48 20.79 30.59 14.85 17.65| __truncated__ ... + .. ..$ doublet_scores : num [1:584] 0.3233 NA NA 0.4433 0.2716 0.0643 NA 0.594 0.1193 0.1881 0.2128 0.4774 0.1875 NA 0.0411 0.4751 NA 0.3653 0.087 0.| __truncated__ ... + .. ..$ doublet_class : chr [1:584] "singlet" NA NA "singlet" "singlet" "singlet" NA "singlet" "singlet" "singlet" "singlet" "singlet" "singlet" NA "singlet" "singlet" NA "singlet" "singlet" "singlet" ... + .. ..$ emptyDrops_Total : int [1:584] 243 144 183 339 232 289 111 523 380 243 230 462 220 117 310 258 101 219 202 272 226 176 271 103 131 198 223 190 2| __truncated__ ... + .. ..$ emptyDrops_LogProb: num [1:584] -316 -210 -252 -451 -328 -297 -280 -675 -563 -352 -385 -685 -355 -184 -486 -233 -172 -345 -283 -342 -308 -254 -403 -231 -251 ... + .. ..$ emptyDrops_PValue : num [1:584] 0.0001 0.0006 0.0002 0.0001 0.0001 0.0003 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.002 0.0001 0.0686 0.| __truncated__ ... + .. ..$ emptyDrops_Limited: logi [1:584] TRUE FALSE FALSE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE TR| __truncated__ ... + .. ..$ emptyDrops_FDR : num [1:584] 0 0.000685 0.000239 0 0 0 0.000124 0 0 0 0 0 0 0.002223 0 0 0.001789 0 0 0 0 0.000124 0 0.000124 0.000124 ... + .. ..$ cells_id : int [1:584] 1 9 11 13 15 19 21 22 25 26 34 36 39 40 41 44 48 52 53 58 59 62 72 75 77 79 81 85 86 90 93 96 97 99 104 106 108 1| __truncated__ ... ..@ active.assay: chr "RNA" ..@ active.ident: Factor w/ 1 level "mock_experiment": 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 ... - .. ..- attr(*, "names")= chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... + .. ..- attr(*, "names")= chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... ..@ graphs : list() ..@ neighbors : list() ..@ reductions :List of 3 - .. ..$ pca :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots - .. .. .. ..@ cell.embeddings : num [1:608, 1:50] -5.26 -5.28 -5.64 5.07 -4.33 -5.33 -4.17 5.69 7.1 -3.42 8.54 -3.69 9.72 1.93 -5.19 5.94 -5.55 -6.15 2.46 -3.71 -3| __truncated__ ... + .. ..$ pca :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:584, 1:50] -5.237 -5.301 -5.619 5.121 -4.308 -5.332 -4.224 5.693 7.111 -3.38 -3.584 9.739 1.966 -5.11 5.965 -5.562 -6.101 2.| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... + .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... .. .. .. .. .. ..$ : chr [1:50] "PC_1" "PC_2" "PC_3" "PC_4" "PC_5" "PC_6" "PC_7" "PC_8" "PC_9" "PC_10" "PC_11" "PC_12" "PC_13" "PC_14" "PC_15" "PC_16" "PC_17" "PC_18" "PC_19" "PC_20" ... - .. .. .. ..@ feature.loadings : num [1:980, 1:50] 0.13431 0.01258 -0.03888 0.04552 0.00198 -0.00964 0.00266 0.10811 -0.0543 0.11255 0.00351 0.00195 0.07028 0.08814| __truncated__ ... + .. .. .. ..@ feature.loadings : num [1:970, 1:50] 0.133181 0.011875 -0.038007 -0.008902 0.048151 -0.054306 0.112794 0.071946 0.000191 0.109294 0.001923 0.087876 0.| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:980] "S100A12" "CAVIN2" "FCRL5" "CRIP1" "TREML1" "CLIC3" "TMEM40" "FKBP5" "CD8B" "LILRA5" "ITGA2B" "ALPL" "TMEM176B" "CCR2" "KCNQ1OT1" "TRIM58" "TRBV6-2" "PPM1N" "CNST" "C3AR1" ... + .. .. .. .. .. ..$ : chr [1:970] "S100A12" "CAVIN2" "FCRL5" "CLIC3" "CRIP1" "CD8B" "LILRA5" "TMEM176B" "TREML1" "FKBP5" "ALPL" "CCR2" "TMEM40" "TRBV6-2" "PPM1N" "ITGA2B" "C3AR1" "ZNF605" "KCNQ1OT1" "KIF11" ... .. .. .. .. .. ..$ : chr [1:50] "PC_1" "PC_2" "PC_3" "PC_4" "PC_5" "PC_6" "PC_7" "PC_8" "PC_9" "PC_10" "PC_11" "PC_12" "PC_13" "PC_14" "PC_15" "PC_16" "PC_17" "PC_18" "PC_19" "PC_20" ... .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] .. .. .. ..@ assay.used : chr "RNA" .. .. .. ..@ global : logi FALSE - .. .. .. ..@ stdev : num [1:50] 5.5 2.83 2.73 2.53 2.45 2.37 2.16 2.14 2.1 2.07 2.04 2.02 2.02 2.01 1.99 1.99 1.98 1.98 1.96 1.96 1.95 1.94 1.93 1.92 1.92 ... + .. .. .. ..@ stdev : num [1:50] 5.49 2.84 2.71 2.54 2.4 2.33 2.17 2.16 2.11 2.09 2.07 2.04 2.04 2.03 2.01 2.01 2.01 2 1.98 1.97 1.97 1.96 1.95 1.95 1.94 ... .. .. .. ..@ key : chr "PC_" .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] @@ -7209,42 +7207,45 @@ .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] .. .. .. ..@ misc :List of 1 - .. .. .. .. ..$ total.variance: num 781 - .. ..$ harmony:Formal class 'DimReduc' [package "SeuratObject"] with 9 slots - .. .. .. ..@ cell.embeddings : num [1:608, 1:50] -4.77 -5.04 -5.15 6.68 -4.16 -4.9 -3.41 6.08 8.89 -2.85 10.24 -3.7 11.4 4.2 -4.98 8.16 -5.09 -5.88 4.33 -3.49 -3.| __truncated__ ... - .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. .. .. .. .. ..$ : chr [1:50] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... - .. .. .. ..@ feature.loadings : num [1:980, 1:50] -391.5 -310.5 -48.1 -218.8 -635.5 67.1 275.7 236.5 -36.3 252.5 31 1125.9 -19.2 100 785.4 -107.4 -56.1 856 10.3 40| __truncated__ ... + .. .. .. .. ..$ total.variance: num 779 + .. ..$ pca_for_harmony:Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:584, 1:30] 5.237 5.301 5.619 -5.121 4.308 5.332 4.224 -5.693 -7.111 3.38 3.584 -9.739 -1.966 5.11 -5.965 5.562 6.101 -2.482 | __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:980] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... - .. .. .. .. .. ..$ : chr [1:50] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... - .. .. .. ..@ feature.loadings.projected: num [1:980, 1:50] -391.5 -310.5 -48.1 -218.8 -635.5 67.1 275.7 236.5 -36.3 252.5 31 1125.9 -19.2 100 785.4 -107.4 -56.1 856 10.3 40| __truncated__ ... + .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. .. .. .. .. ..$ : chr [1:30] "PCh_1" "PCh_2" "PCh_3" "PCh_4" "PCh_5" "PCh_6" "PCh_7" "PCh_8" "PCh_9" "PCh_10" "PCh_11" "PCh_12" "PCh_13" "PCh_14" "PCh_15" "PCh_16" "PCh_17" "PCh_18" "PCh_19" "PCh_20" ... + .. .. .. ..@ feature.loadings : num [1:970, 1:30] -0.133181 -0.011875 0.038007 0.008902 -0.048151 0.054306 -0.112794 -0.071946 -0.000191 -0.109294 -0.001923 -0.087| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:980] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... - .. .. .. .. .. ..$ : chr [1:50] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... + .. .. .. .. .. ..$ : chr [1:970] "S100A12" "CAVIN2" "FCRL5" "CLIC3" "CRIP1" "CD8B" "LILRA5" "TMEM176B" "TREML1" "FKBP5" "ALPL" "CCR2" "TMEM40" "TRBV6-2" "PPM1N" "ITGA2B" "C3AR1" "ZNF605" "KCNQ1OT1" "KIF11" ... + .. .. .. .. .. ..$ : chr [1:30] "PCh_1" "PCh_2" "PCh_3" "PCh_4" "PCh_5" "PCh_6" "PCh_7" "PCh_8" "PCh_9" "PCh_10" "PCh_11" "PCh_12" "PCh_13" "PCh_14" "PCh_15" "PCh_16" "PCh_17" "PCh_18" "PCh_19" "PCh_20" ... + .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] .. .. .. ..@ assay.used : chr "RNA" .. .. .. ..@ global : logi FALSE - .. .. .. ..@ stdev : num [1:50] 5.41 2.74 2.56 2.4 2.21 2.15 1.9 2.05 2.05 2.01 2.02 1.95 1.98 1.97 1.96 1.95 1.92 1.91 1.92 1.9 1.91 1.9 1.91 1.89 1.88 ... - .. .. .. ..@ key : chr "harmony_" + .. .. .. ..@ stdev : num [1:30] 5.49 2.84 2.71 2.54 2.4 2.33 2.17 2.16 2.11 2.09 2.07 2.04 2.04 2.03 2.01 2.01 2.01 2 1.98 1.97 1.97 1.96 1.95 1.95 1.94 ... + .. .. .. ..@ key : chr "PCh_" .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] - .. .. .. ..@ misc : list() - .. ..$ umap :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots - .. .. .. ..@ cell.embeddings : num [1:608, 1:2] -6.24 -3.69 -5.89 8.15 -3.09 -7.16 -5.02 7.06 9.85 -6.09 8.44 -8.32 9.07 9.46 -3.94 9.24 -5.76 -3.96 8.75 -7.11 -| __truncated__ ... - .. .. .. .. ..- attr(*, "scaled:center")= num [1:2] -1.64 -3.79 + .. .. .. ..@ misc :List of 1 + .. .. .. .. ..$ total.variance: num 779 + .. ..$ harmony :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:584, 1:30] 4.838 4.967 5.148 -7.386 4.133 4.839 3.334 -6.072 -7.458 2.412 2.61 -12.117 -4.254 4.803 -8.102 5.111 5.762 -4.75| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. .. .. .. .. ..$ : chr [1:2] "UMAP_1" "UMAP_2" - .. .. .. ..@ feature.loadings : num[0 , 0 ] - .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] + .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. .. .. .. .. ..$ : chr [1:30] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... + .. .. .. ..@ feature.loadings : num [1:970, 1:30] 371.13 301.5 48.43 219.98 607.9 -64.65 -259.19 -257.95 35.78 -233.64 -25.87 -1092.49 63.73 -84.32 -791.32 159.95 | __truncated__ ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:970] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... + .. .. .. .. .. ..$ : chr [1:30] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... + .. .. .. ..@ feature.loadings.projected: num [1:970, 1:30] 371.13 301.5 48.43 219.98 607.9 -64.65 -259.19 -257.95 35.78 -233.64 -25.87 -1092.49 63.73 -84.32 -791.32 159.95 | __truncated__ ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:970] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... + .. .. .. .. .. ..$ : chr [1:30] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ global : logi TRUE - .. .. .. ..@ stdev : num(0) - .. .. .. ..@ key : chr "UMAP_" + .. .. .. ..@ global : logi FALSE + .. .. .. ..@ stdev : num [1:30] 5.38 2.74 2.57 2.4 2.11 2.11 2.11 1.91 2.03 2.04 2.03 1.98 2.03 2.01 1.99 1.97 1.91 1.97 1.95 1.94 1.93 1.93 1.92 1.94 1.88 ... + .. .. .. ..@ key : chr "harmony_" .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] @@ -7262,22 +7263,22 @@ .. ..$ experimentId : chr "mock_experiment_id" .. ..$ color_pool : chr [1:383] "#77aadd" "#ee8866" "#eedd88" "#ffaabb" "#99ddff" "#44bb99" "#bbcc33" "#999900" "#bc9cc9" "#295a8b" "#b14d2c" "#c2aa36" "#d4788a" "#3e8ab1" "#158364" "#737a38" "#4e4e00" "#835794" "#edf761" "#4d8cc4" ... .. ..$ ingestionDate : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. ..$ active.reduction: chr "harmony" .. ..$ gene_dispersion :'data.frame': 2000 obs. of 5 variables: - .. .. ..$ mean : num [1:2000] 0.01974 0 0 0 0 0.02467 0.00164 0 0 0.00658 0 0 0 0 0.07895 0 0.09211 0 0 1.12171 0.05263 0 0.00164 0.00822 0.00329 ... - .. .. ..$ variance : num [1:2000] 0.01938 0 0 0 0 0.03069 0.00164 0 0 0.00655 0 0 0 0 0.09919 0 0.09035 0 0 1.32948 0.10266 0 0.00164 0.00817 0.00328 ... - .. .. ..$ variance.standardized: num [1:2000] 0.839 0 0 0 0 1.08 1.001 0 0 0.912 0 0 0 0 1.072 0 0.836 0 0 0.563 1.675 0 1.001 0.913 0.92 ... + .. .. ..$ mean : num [1:2000] 0.01884 0 0 0 0 0.02397 0.00171 0 0 0.00685 0 0 0 0 0.08562 0 0.09075 0 0 1.12158 0.05308 0 0.00171 0.00856 0.00342 ... + .. .. ..$ variance : num [1:2000] 0.01851 0 0 0 0 0.0303 0.00171 0 0 0.00681 0 0 0 0 0.11616 0 0.08952 0 0 1.32482 0.10524 0 0.00171 0.0085 0.00342 ... + .. .. ..$ variance.standardized: num [1:2000] 0.837 0 0 0 0 1.078 1 0 0 0.932 0 0 0 0 1.152 0 0.833 0 0 0.558 1.771 0 1 0.922 0.935 ... .. .. ..$ SYMBOL : chr [1:2000] "CERNA1" "IGKV2-18" "LUADT1" "AL133297.2" "AL021937.1" "GPR174" "DCLK2" "C16orf90" "PCSK6-AS1" "AC001226.2" "POU6F2" "AC080129.2" "AC015908.3" "CYP2A6" "PAX5" "COL6A5" "SMG6" "AL645634.1" "LINC02372" "EDF1" ... .. .. ..$ ENSEMBL : chr [1:2000] "CERNA1" "IGKV2-18" "LUADT1" "AL133297.2" "AL021937.1" "GPR174" "DCLK2" "C16orf90" "PCSK6-AS1" "AC001226.2" "POU6F2" "AC080129.2" "AC015908.3" "CYP2A6" "PAX5" "COL6A5" "SMG6" "AL645634.1" "LINC02372" "EDF1" ... - .. ..$ active.reduction: chr "harmony" - .. ..$ numPCs : int 30 + .. ..$ numPCs : num 30 ..@ version :Classes 'package_version', 'numeric_version' hidden list of 1 .. ..$ : int [1:3] 4 1 0 - ..@ commands :List of 6 + ..@ commands :List of 5 .. ..$ NormalizeData.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots .. .. .. ..@ name : chr "NormalizeData.RNA" .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr [1:2] "NormalizeData(scdata, normalization.method = normalization_method, " " verbose = FALSE)" + .. .. .. ..@ call.string: chr [1:2] "NormalizeData(scdata, normalization.method = normalization, " " verbose = FALSE)" .. .. .. ..@ params :List of 5 .. .. .. .. ..$ assay : chr "RNA" .. .. .. .. ..$ normalization.method: chr "LogNormalize" @@ -7288,7 +7289,7 @@ .. .. .. ..@ name : chr "FindVariableFeatures.RNA" .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr [1:2] "FindVariableFeatures(scdata, assay = \"RNA\", nfeatures = nfeatures, " " verbose = FALSE)" + .. .. .. ..@ call.string: chr [1:2] "FindVariableFeatures(Seurat::NormalizeData(scdata, normalization.method = normalization, " " verbose = FALSE), nfeatures = nfeatures, verbose = FALSE)" .. .. .. ..@ params :List of 12 .. .. .. .. ..$ assay : chr "RNA" .. .. .. .. ..$ selection.method : chr "vst" @@ -7306,9 +7307,9 @@ .. .. .. ..@ name : chr "ScaleData.RNA" .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr "ScaleData(scdata, verbose = FALSE)" + .. .. .. ..@ call.string: chr [1:3] "ScaleData(Seurat::FindVariableFeatures(Seurat::NormalizeData(scdata, " " normalization.method = normalization, verbose = FALSE), nfeatures = nfeatures, " " verbose = FALSE), verbose = FALSE)" .. .. .. ..@ params :List of 10 - .. .. .. .. ..$ features : chr [1:980] "S100A12" "CAVIN2" "FCRL5" "CRIP1" "TREML1" "CLIC3" "TMEM40" "FKBP5" "CD8B" "LILRA5" "ITGA2B" "ALPL" "TMEM176B" "CCR2" "KCNQ1OT1" "TRIM58" "TRBV6-2" "PPM1N" "CNST" "C3AR1" ... + .. .. .. .. ..$ features : chr [1:970] "S100A12" "CAVIN2" "FCRL5" "CLIC3" "CRIP1" "CD8B" "LILRA5" "TMEM176B" "TREML1" "FKBP5" "ALPL" "CCR2" "TMEM40" "TRBV6-2" "PPM1N" "ITGA2B" "C3AR1" "ZNF605" "KCNQ1OT1" "KIF11" ... .. .. .. .. ..$ assay : chr "RNA" .. .. .. .. ..$ model.use : chr "linear" .. .. .. .. ..$ use.umi : logi FALSE @@ -7316,23 +7317,23 @@ .. .. .. .. ..$ do.center : logi TRUE .. .. .. .. ..$ scale.max : num 10 .. .. .. .. ..$ block.size : num 1000 - .. .. .. .. ..$ min.cells.to.block: num 608 + .. .. .. .. ..$ min.cells.to.block: num 584 .. .. .. .. ..$ verbose : logi FALSE .. ..$ RunPCA.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots .. .. .. ..@ name : chr "RunPCA.RNA" .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr "RunPCA(scdata, verbose = FALSE)" + .. .. .. ..@ call.string: chr [1:2] "RunPCA(scdata, npcs = npcs, verbose = FALSE, reduction.name = \"pca_for_harmony\", " " reduction.key = \"PCh_\")" .. .. .. ..@ params :List of 10 .. .. .. .. ..$ assay : chr "RNA" - .. .. .. .. ..$ npcs : num 50 + .. .. .. .. ..$ npcs : num 30 .. .. .. .. ..$ rev.pca : logi FALSE .. .. .. .. ..$ weight.by.var : logi TRUE .. .. .. .. ..$ verbose : logi FALSE .. .. .. .. ..$ ndims.print : int [1:5] 1 2 3 4 5 .. .. .. .. ..$ nfeatures.print: num 30 - .. .. .. .. ..$ reduction.name : chr "pca" - .. .. .. .. ..$ reduction.key : chr "PC_" + .. .. .. .. ..$ reduction.name : chr "pca_for_harmony" + .. .. .. .. ..$ reduction.key : chr "PCh_" .. .. .. .. ..$ seed.use : num 42 .. ..$ Seurat..ProjectDim.RNA.harmony:Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots .. .. .. ..@ name : chr "Seurat::ProjectDim.RNA.harmony" @@ -7347,38 +7348,6 @@ .. .. .. .. ..$ overwrite : logi TRUE .. .. .. .. ..$ do.center : logi FALSE .. .. .. .. ..$ verbose : logi FALSE - .. ..$ RunUMAP.RNA.harmony :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots - .. .. .. ..@ name : chr "RunUMAP.RNA.harmony" - .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" - .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr [1:2] "RunUMAP(scdata, reduction = scdata@misc[[\"active.reduction\"]], " " dims = 1:npcs, verbose = FALSE)" - .. .. .. ..@ params :List of 26 - .. .. .. .. ..$ dims : int [1:30] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 - .. .. .. .. ..$ reduction : chr "harmony" - .. .. .. .. ..$ assay : chr "RNA" - .. .. .. .. ..$ slot : chr "data" - .. .. .. .. ..$ umap.method : chr "uwot" - .. .. .. .. ..$ return.model : logi FALSE - .. .. .. .. ..$ n.neighbors : int 30 - .. .. .. .. ..$ n.components : int 2 - .. .. .. .. ..$ metric : chr "cosine" - .. .. .. .. ..$ learning.rate : num 1 - .. .. .. .. ..$ min.dist : num 0.3 - .. .. .. .. ..$ spread : num 1 - .. .. .. .. ..$ set.op.mix.ratio : num 1 - .. .. .. .. ..$ local.connectivity : int 1 - .. .. .. .. ..$ repulsion.strength : num 1 - .. .. .. .. ..$ negative.sample.rate: int 5 - .. .. .. .. ..$ uwot.sgd : logi FALSE - .. .. .. .. ..$ seed.use : int 42 - .. .. .. .. ..$ angular.rp.forest : logi FALSE - .. .. .. .. ..$ densmap : logi FALSE - .. .. .. .. ..$ dens.lambda : num 2 - .. .. .. .. ..$ dens.frac : num 0.3 - .. .. .. .. ..$ dens.var.shift : num 0.1 - .. .. .. .. ..$ verbose : logi FALSE - .. .. .. .. ..$ reduction.name : chr "umap" - .. .. .. .. ..$ reduction.key : chr "UMAP_" ..@ tools : list() --- @@ -7390,13 +7359,13 @@ Code rlang::hash(snap_list$new_ids) Output - [1] "78ee5501ea5959a9c91d91a1ddaa125d" + [1] "a76a0147c9d141fb0e4585448a87c4e5" Code str(snap_list$new_ids, vec.len = 20) Output List of 2 - $ mock_sample_2_id: int [1:338] 1 9 11 13 15 19 21 22 25 26 32 34 36 39 40 41 44 48 52 53 58 59 62 72 73 75 77 79 81 85 86 90 93 96 97 99 104 106| __truncated__ ... - $ mock_sample_1_id: int [1:270] 0 3 5 10 12 14 16 20 27 28 29 31 33 37 42 50 54 55 63 65 68 70 71 74 78 80 82 91 94 95 98 105 117 119 121 124 128| __truncated__ ... + $ mock_sample_2_id: int [1:319] 1 9 11 13 15 19 21 22 25 26 34 36 39 40 41 44 48 52 53 58 59 62 72 75 77 79 81 85 86 90 93 96 97 99 104 106 108 1| __truncated__ ... + $ mock_sample_1_id: int [1:265] 0 3 5 10 12 14 16 20 27 28 29 31 33 37 42 50 54 55 63 65 68 70 71 74 78 80 82 91 94 95 105 117 119 121 124 128 13| __truncated__ ... --- @@ -7407,110 +7376,110 @@ Code rlang::hash(snap_list$guidata) Output - [1] "3ad270cab49b2ccab299d8939445fccb" + [1] "73c43ae03e7c42b9460bd303f65b2808" Code str(snap_list$guidata, vec.len = 20) Output List of 2 $ dataIntegration-0: list() $ dataIntegration-1:List of 50 - ..$ : Named num [1:2] 1 0.135 + ..$ : Named num [1:2] 1 0.133 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 2 0.0358 + ..$ : Named num [1:2] 2 0.0357 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 3 0.0333 + ..$ : Named num [1:2] 3 0.0324 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 4 0.0285 + ..$ : Named num [1:2] 4 0.0284 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 5 0.0268 + ..$ : Named num [1:2] 5 0.0254 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 6 0.0251 + ..$ : Named num [1:2] 6 0.024 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 7 0.0209 + ..$ : Named num [1:2] 7 0.0208 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" ..$ : Named num [1:2] 8 0.0205 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" ..$ : Named num [1:2] 9 0.0196 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 10 0.019 + ..$ : Named num [1:2] 10 0.0192 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 11 0.0186 + ..$ : Named num [1:2] 11 0.0188 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 12 0.0183 + ..$ : Named num [1:2] 12 0.0184 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 13 0.0181 + ..$ : Named num [1:2] 13 0.0183 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 14 0.0179 + ..$ : Named num [1:2] 14 0.0182 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 15 0.0177 + ..$ : Named num [1:2] 15 0.0178 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 16 0.0176 + ..$ : Named num [1:2] 16 0.0178 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 17 0.0175 + ..$ : Named num [1:2] 17 0.0177 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 18 0.0174 + ..$ : Named num [1:2] 18 0.0176 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 19 0.0172 + ..$ : Named num [1:2] 19 0.0173 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 20 0.0171 + ..$ : Named num [1:2] 20 0.0172 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 21 0.0169 + ..$ : Named num [1:2] 21 0.0171 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 22 0.0168 + ..$ : Named num [1:2] 22 0.0169 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 23 0.0166 + ..$ : Named num [1:2] 23 0.0168 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 24 0.0165 + ..$ : Named num [1:2] 24 0.0167 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 25 0.0164 + ..$ : Named num [1:2] 25 0.0167 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 26 0.0163 + ..$ : Named num [1:2] 26 0.0164 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 27 0.0162 + ..$ : Named num [1:2] 27 0.0163 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 28 0.016 + ..$ : Named num [1:2] 28 0.0162 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 29 0.016 + ..$ : Named num [1:2] 29 0.0161 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 30 0.0158 + ..$ : Named num [1:2] 30 0.0159 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" ..$ : Named num [1:2] 31 0.0157 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 32 0.0156 + ..$ : Named num [1:2] 32 0.0155 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" ..$ : Named num [1:2] 33 0.0155 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 34 0.0153 + ..$ : Named num [1:2] 34 0.0154 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 35 0.0152 + ..$ : Named num [1:2] 35 0.0154 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 36 0.0152 + ..$ : Named num [1:2] 36 0.0153 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" ..$ : Named num [1:2] 37 0.0151 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" ..$ : Named num [1:2] 38 0.015 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 39 0.0149 + ..$ : Named num [1:2] 39 0.015 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" ..$ : Named num [1:2] 40 0.0148 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 41 0.0145 + ..$ : Named num [1:2] 41 0.0148 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 42 0.0145 + ..$ : Named num [1:2] 42 0.0147 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 43 0.0144 + ..$ : Named num [1:2] 43 0.0146 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 44 0.0144 + ..$ : Named num [1:2] 44 0.0145 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 45 0.0142 + ..$ : Named num [1:2] 45 0.0144 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 46 0.0142 + ..$ : Named num [1:2] 46 0.0144 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 47 0.0141 + ..$ : Named num [1:2] 47 0.0143 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 48 0.0141 + ..$ : Named num [1:2] 48 0.0142 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" - ..$ : Named num [1:2] 49 0.014 + ..$ : Named num [1:2] 49 0.0141 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" ..$ : Named num [1:2] 50 0.014 .. ..- attr(*, "names")= chr [1:2] "PC" "percentVariance" @@ -7524,7 +7493,7 @@ Code rlang::hash(snap_list$data) Output - [1] "3ac58d3d8c9518741b0e3064c2a456b0" + [1] "6a4475546557490ee2b612312dc66290" Code str(snap_list$data, vec.len = 20) Output @@ -7532,74 +7501,72 @@ ..@ assays :List of 1 .. ..$ RNA:Formal class 'Assay' [package "SeuratObject"] with 8 slots .. .. .. ..@ counts :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots - .. .. .. .. .. ..@ i : int [1:56416] 19 117 128 133 175 224 255 277 284 294 307 309 327 345 414 440 447 468 556 605 657 686 706 718 810 838 894 907 93| __truncated__ ... - .. .. .. .. .. ..@ p : int [1:609] 0 66 113 167 276 348 408 468 626 759 840 996 1084 1247 1333 1376 1493 1542 1581 1666 1731 1811 1887 1945 2040 213| __truncated__ ... - .. .. .. .. .. ..@ Dim : int [1:2] 2000 608 + .. .. .. .. .. ..@ i : int [1:53873] 19 117 128 133 175 224 255 277 284 294 307 309 327 345 414 440 447 468 556 605 657 686 706 718 810 838 894 907 93| __truncated__ ... + .. .. .. .. .. ..@ p : int [1:585] 0 66 113 167 276 348 408 468 626 759 840 928 1091 1177 1220 1337 1386 1425 1510 1575 1655 1731 1789 1884 1939 199| __truncated__ ... + .. .. .. .. .. ..@ Dim : int [1:2] 2000 584 .. .. .. .. .. ..@ Dimnames:List of 2 .. .. .. .. .. .. ..$ : chr [1:2000] "CERNA1" "IGKV2-18" "LUADT1" "AL133297.2" "AL021937.1" "GPR174" "DCLK2" "C16orf90" "PCSK6-AS1" "AC001226.2" "POU6F2" "AC080129.2" "AC015908.3" "CYP2A6" "PAX5" "COL6A5" "SMG6" "AL645634.1" "LINC02372" "EDF1" ... - .. .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. .. .. .. .. ..@ x : num [1:56416] 3 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 3 1 1 4 1 1 1 1 3 2 1 4 1 1 2 1 1 2 3 1 2 1 21 2 1 ... + .. .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. .. .. .. .. ..@ x : num [1:53873] 3 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 3 1 1 4 1 1 1 1 3 2 1 4 1 1 2 1 1 2 3 1 2 1 21 2 1 ... .. .. .. .. .. ..@ factors : list() .. .. .. ..@ data :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots - .. .. .. .. .. ..@ i : int [1:56416] 19 117 128 133 175 224 255 277 284 294 307 309 327 345 414 440 447 468 556 605 657 686 706 718 810 838 894 907 93| __truncated__ ... - .. .. .. .. .. ..@ p : int [1:609] 0 66 113 167 276 348 408 468 626 759 840 996 1084 1247 1333 1376 1493 1542 1581 1666 1731 1811 1887 1945 2040 213| __truncated__ ... - .. .. .. .. .. ..@ Dim : int [1:2] 2000 608 + .. .. .. .. .. ..@ i : int [1:53873] 19 117 128 133 175 224 255 277 284 294 307 309 327 345 414 440 447 468 556 605 657 686 706 718 810 838 894 907 93| __truncated__ ... + .. .. .. .. .. ..@ p : int [1:585] 0 66 113 167 276 348 408 468 626 759 840 928 1091 1177 1220 1337 1386 1425 1510 1575 1655 1731 1789 1884 1939 199| __truncated__ ... + .. .. .. .. .. ..@ Dim : int [1:2] 2000 584 .. .. .. .. .. ..@ Dimnames:List of 2 .. .. .. .. .. .. ..$ : chr [1:2000] "CERNA1" "IGKV2-18" "LUADT1" "AL133297.2" "AL021937.1" "GPR174" "DCLK2" "C16orf90" "PCSK6-AS1" "AC001226.2" "POU6F2" "AC080129.2" "AC015908.3" "CYP2A6" "PAX5" "COL6A5" "SMG6" "AL645634.1" "LINC02372" "EDF1" ... - .. .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. .. .. .. .. ..@ x : num [1:56416] 4.82 3.74 3.74 3.74 3.74 3.74 4.42 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 4.42 ... + .. .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. .. .. .. .. ..@ x : num [1:53873] 4.82 3.74 3.74 3.74 3.74 3.74 4.42 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 3.74 4.42 ... .. .. .. .. .. ..@ factors : list() - .. .. .. ..@ scale.data : num [1:980, 1:608] -0.1412 -0.1466 -0.0406 -0.0811 -0.2665 -0.3092 1.1719 -0.2011 -0.0406 -0.0899 -0.0564 -0.5275 -0.0701 -0.0898 -0| __truncated__ ... + .. .. .. ..@ scale.data : num [1:970, 1:584] -0.1381 -0.1438 -0.0414 -0.0828 -0.2724 -0.3064 1.1631 -0.2008 -0.0414 -0.0917 -0.0575 -0.5258 -0.0583 -0.0917 -0| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:980] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... - .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... + .. .. .. .. .. ..$ : chr [1:970] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... + .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... .. .. .. ..@ key : Named chr "rna_" .. .. .. .. ..- attr(*, "names")= chr "" .. .. .. ..@ assay.orig : NULL - .. .. .. ..@ var.features : chr [1:980] "S100A12" "CAVIN2" "FCRL5" "CRIP1" "TREML1" "CLIC3" "TMEM40" "FKBP5" "CD8B" "LILRA5" "ITGA2B" "ALPL" "TMEM176B" "CCR2" "KCNQ1OT1" "TRIM58" "TRBV6-2" "PPM1N" "CNST" "C3AR1" ... + .. .. .. ..@ var.features : chr [1:970] "S100A12" "CAVIN2" "FCRL5" "CLIC3" "CRIP1" "CD8B" "LILRA5" "TMEM176B" "TREML1" "FKBP5" "ALPL" "CCR2" "TMEM40" "TRBV6-2" "PPM1N" "ITGA2B" "C3AR1" "ZNF605" "KCNQ1OT1" "KIF11" ... .. .. .. ..@ meta.features:'data.frame': 2000 obs. of 5 variables: - .. .. .. .. ..$ vst.mean : num [1:2000] 0.01974 0 0 0 0 0.02467 0.00164 0 0 0.00658 0 0 0 0 0.07895 0 0.09211 0 0 1.12171 0.05263 0 0.00164 0.00822 0.00329 ... - .. .. .. .. ..$ vst.variance : num [1:2000] 0.01938 0 0 0 0 0.03069 0.00164 0 0 0.00655 0 0 0 0 0.09919 0 0.09035 0 0 1.32948 0.10266 0 0.00164 0.00817 0.00328 ... - .. .. .. .. ..$ vst.variance.expected : num [1:2000] 0.02309 0 0 0 0 0.02843 0.00164 0 0 0.00718 0 0 0 0 0.0925 0 0.10811 0 0 2.36272 0.06129 0 0.00164 0.00895 0.00357 ... - .. .. .. .. ..$ vst.variance.standardized: num [1:2000] 0.839 0 0 0 0 1.08 1.001 0 0 0.912 0 0 0 0 1.072 0 0.836 0 0 0.563 1.675 0 1.001 0.913 0.92 ... + .. .. .. .. ..$ vst.mean : num [1:2000] 0.01884 0 0 0 0 0.02397 0.00171 0 0 0.00685 0 0 0 0 0.08562 0 0.09075 0 0 1.12158 0.05308 0 0.00171 0.00856 0.00342 ... + .. .. .. .. ..$ vst.variance : num [1:2000] 0.01851 0 0 0 0 0.0303 0.00171 0 0 0.00681 0 0 0 0 0.11616 0 0.08952 0 0 1.32482 0.10524 0 0.00171 0.0085 0.00342 ... + .. .. .. .. ..$ vst.variance.expected : num [1:2000] 0.02211 0 0 0 0 0.02811 0.00171 0 0 0.00731 0 0 0 0 0.10087 0 0.10753 0 0 2.37221 0.05941 0 0.00171 0.00923 0.00366 ... + .. .. .. .. ..$ vst.variance.standardized: num [1:2000] 0.837 0 0 0 0 1.078 1 0 0 0.932 0 0 0 0 1.152 0 0.833 0 0 0.558 1.771 0 1 0.922 0.935 ... .. .. .. .. ..$ vst.variable : logi [1:2000] TRUE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE | __truncated__ ... .. .. .. ..@ misc : list() - ..@ meta.data :'data.frame': 608 obs. of 16 variables: - .. ..$ barcode : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. ..$ orig.ident : chr [1:608] "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" ... - .. ..$ nCount_RNA : num [1:608] 243 144 183 339 232 289 111 523 380 243 497 230 462 220 117 310 258 101 219 202 272 226 176 271 263 103 131 198 2| __truncated__ ... - .. ..$ nFeature_RNA : int [1:608] 66 47 54 109 72 60 60 158 133 81 156 88 163 86 43 117 49 39 85 65 80 76 58 95 95 55 59 69 90 68 70 76 151 79 46 6| __truncated__ ... - .. ..$ samples : chr [1:608] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... - .. ..$ percent.mt : num [1:608] 9.88 19.44 8.74 24.19 18.1 13.15 27.03 24.47 23.42 19.75 24.55 16.52 23.38 20 21.37 26.45 22.48 20.79 30.59 14.85| __truncated__ ... - .. ..$ doublet_scores : num [1:608] 0.4846 NA NA 0.2453 0.2906 0.0879 NA 0.4754 0.0775 0.2295 0.9476 0.0617 0.2948 0.0481 NA 0.0433 0.4524 NA 0.3023 | __truncated__ ... - .. ..$ doublet_class : chr [1:608] "singlet" NA NA "singlet" "singlet" "singlet" NA "singlet" "singlet" "singlet" "singlet" "singlet" "singlet" "singlet" NA "singlet" "singlet" NA "singlet" "singlet" ... - .. ..$ emptyDrops_Total : int [1:608] 243 144 183 339 232 289 111 523 380 243 497 230 462 220 117 310 258 101 219 202 272 226 176 271 263 103 131 198 2| __truncated__ ... - .. ..$ emptyDrops_LogProb: num [1:608] -316 -210 -252 -451 -328 -297 -280 -675 -563 -352 -660 -385 -685 -355 -184 -486 -233 -172 -345 -283 -342 -308 -254 -403 -404 ... - .. ..$ emptyDrops_PValue : num [1:608] 0.0001 0.0006 0.0002 0.0001 0.0001 0.0003 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.002 0.0001 0.| __truncated__ ... - .. ..$ emptyDrops_Limited: logi [1:608] TRUE FALSE FALSE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TR| __truncated__ ... - .. ..$ emptyDrops_FDR : num [1:608] 0 0.000685 0.000239 0 0 0 0.000124 0 0 0 0 0 0 0 0.002223 0 0 0.001789 0 0 0 0 0.000124 0 0 ... - .. ..$ cells_id : int [1:608] 1 9 11 13 15 19 21 22 25 26 32 34 36 39 40 41 44 48 52 53 58 59 62 72 73 75 77 79 81 85 86 90 93 96 97 99 104 106| __truncated__ ... - .. ..$ color_active_ident: chr [1:608] "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" "#77aadd" ... - .. ..$ color_samples : chr [1:608] "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" "#ee8866" ... + ..@ meta.data :'data.frame': 584 obs. of 14 variables: + .. ..$ barcode : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. ..$ orig.ident : chr [1:584] "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" "mock_experiment" ... + .. ..$ nCount_RNA : num [1:584] 243 144 183 339 232 289 111 523 380 243 230 462 220 117 310 258 101 219 202 272 226 176 271 103 131 198 223 190 2| __truncated__ ... + .. ..$ nFeature_RNA : int [1:584] 66 47 54 109 72 60 60 158 133 81 88 163 86 43 117 49 39 85 65 80 76 58 95 55 59 69 90 68 70 76 151 79 46 65 52 10| __truncated__ ... + .. ..$ samples : chr [1:584] "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" "mock_sample_2_id" ... + .. ..$ percent.mt : num [1:584] 9.88 19.44 8.74 24.19 18.1 13.15 27.03 24.47 23.42 19.75 16.52 23.38 20 21.37 26.45 22.48 20.79 30.59 14.85 17.65| __truncated__ ... + .. ..$ doublet_scores : num [1:584] 0.3233 NA NA 0.4433 0.2716 0.0643 NA 0.594 0.1193 0.1881 0.2128 0.4774 0.1875 NA 0.0411 0.4751 NA 0.3653 0.087 0.| __truncated__ ... + .. ..$ doublet_class : chr [1:584] "singlet" NA NA "singlet" "singlet" "singlet" NA "singlet" "singlet" "singlet" "singlet" "singlet" "singlet" NA "singlet" "singlet" NA "singlet" "singlet" "singlet" ... + .. ..$ emptyDrops_Total : int [1:584] 243 144 183 339 232 289 111 523 380 243 230 462 220 117 310 258 101 219 202 272 226 176 271 103 131 198 223 190 2| __truncated__ ... + .. ..$ emptyDrops_LogProb: num [1:584] -316 -210 -252 -451 -328 -297 -280 -675 -563 -352 -385 -685 -355 -184 -486 -233 -172 -345 -283 -342 -308 -254 -403 -231 -251 ... + .. ..$ emptyDrops_PValue : num [1:584] 0.0001 0.0006 0.0002 0.0001 0.0001 0.0003 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.0001 0.002 0.0001 0.0686 0.| __truncated__ ... + .. ..$ emptyDrops_Limited: logi [1:584] TRUE FALSE FALSE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE TR| __truncated__ ... + .. ..$ emptyDrops_FDR : num [1:584] 0 0.000685 0.000239 0 0 0 0.000124 0 0 0 0 0 0 0.002223 0 0 0.001789 0 0 0 0 0.000124 0 0.000124 0.000124 ... + .. ..$ cells_id : int [1:584] 1 9 11 13 15 19 21 22 25 26 34 36 39 40 41 44 48 52 53 58 59 62 72 75 77 79 81 85 86 90 93 96 97 99 104 106 108 1| __truncated__ ... ..@ active.assay: chr "RNA" ..@ active.ident: Factor w/ 1 level "mock_experiment": 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 ... - .. ..- attr(*, "names")= chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... + .. ..- attr(*, "names")= chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... ..@ graphs : list() ..@ neighbors : list() ..@ reductions :List of 3 - .. ..$ pca :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots - .. .. .. ..@ cell.embeddings : num [1:608, 1:50] -5.26 -5.28 -5.64 5.07 -4.33 -5.33 -4.17 5.69 7.1 -3.42 8.54 -3.69 9.72 1.93 -5.19 5.94 -5.55 -6.15 2.46 -3.71 -3| __truncated__ ... + .. ..$ pca :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:584, 1:50] -5.237 -5.301 -5.619 5.121 -4.308 -5.332 -4.224 5.693 7.111 -3.38 -3.584 9.739 1.966 -5.11 5.965 -5.562 -6.101 2.| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... + .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... .. .. .. .. .. ..$ : chr [1:50] "PC_1" "PC_2" "PC_3" "PC_4" "PC_5" "PC_6" "PC_7" "PC_8" "PC_9" "PC_10" "PC_11" "PC_12" "PC_13" "PC_14" "PC_15" "PC_16" "PC_17" "PC_18" "PC_19" "PC_20" ... - .. .. .. ..@ feature.loadings : num [1:980, 1:50] 0.13431 0.01258 -0.03888 0.04552 0.00198 -0.00964 0.00266 0.10811 -0.0543 0.11255 0.00351 0.00195 0.07028 0.08814| __truncated__ ... + .. .. .. ..@ feature.loadings : num [1:970, 1:50] 0.133181 0.011875 -0.038007 -0.008902 0.048151 -0.054306 0.112794 0.071946 0.000191 0.109294 0.001923 0.087876 0.| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:980] "S100A12" "CAVIN2" "FCRL5" "CRIP1" "TREML1" "CLIC3" "TMEM40" "FKBP5" "CD8B" "LILRA5" "ITGA2B" "ALPL" "TMEM176B" "CCR2" "KCNQ1OT1" "TRIM58" "TRBV6-2" "PPM1N" "CNST" "C3AR1" ... + .. .. .. .. .. ..$ : chr [1:970] "S100A12" "CAVIN2" "FCRL5" "CLIC3" "CRIP1" "CD8B" "LILRA5" "TMEM176B" "TREML1" "FKBP5" "ALPL" "CCR2" "TMEM40" "TRBV6-2" "PPM1N" "ITGA2B" "C3AR1" "ZNF605" "KCNQ1OT1" "KIF11" ... .. .. .. .. .. ..$ : chr [1:50] "PC_1" "PC_2" "PC_3" "PC_4" "PC_5" "PC_6" "PC_7" "PC_8" "PC_9" "PC_10" "PC_11" "PC_12" "PC_13" "PC_14" "PC_15" "PC_16" "PC_17" "PC_18" "PC_19" "PC_20" ... .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] .. .. .. ..@ assay.used : chr "RNA" .. .. .. ..@ global : logi FALSE - .. .. .. ..@ stdev : num [1:50] 5.5 2.83 2.73 2.53 2.45 2.37 2.16 2.14 2.1 2.07 2.04 2.02 2.02 2.01 1.99 1.99 1.98 1.98 1.96 1.96 1.95 1.94 1.93 1.92 1.92 ... + .. .. .. ..@ stdev : num [1:50] 5.49 2.84 2.71 2.54 2.4 2.33 2.17 2.16 2.11 2.09 2.07 2.04 2.04 2.03 2.01 2.01 2.01 2 1.98 1.97 1.97 1.96 1.95 1.95 1.94 ... .. .. .. ..@ key : chr "PC_" .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] @@ -7607,42 +7574,45 @@ .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] .. .. .. ..@ misc :List of 1 - .. .. .. .. ..$ total.variance: num 781 - .. ..$ harmony:Formal class 'DimReduc' [package "SeuratObject"] with 9 slots - .. .. .. ..@ cell.embeddings : num [1:608, 1:50] -4.77 -5.04 -5.15 6.68 -4.16 -4.9 -3.41 6.08 8.89 -2.85 10.24 -3.7 11.4 4.2 -4.98 8.16 -5.09 -5.88 4.33 -3.49 -3.| __truncated__ ... + .. .. .. .. ..$ total.variance: num 779 + .. ..$ pca_for_harmony:Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:584, 1:30] 5.237 5.301 5.619 -5.121 4.308 5.332 4.224 -5.693 -7.111 3.38 3.584 -9.739 -1.966 5.11 -5.965 5.562 6.101 -2.482 | __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. .. .. .. .. ..$ : chr [1:50] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... - .. .. .. ..@ feature.loadings : num [1:980, 1:50] -391.5 -310.5 -48.1 -218.8 -635.5 67.1 275.7 236.5 -36.3 252.5 31 1125.9 -19.2 100 785.4 -107.4 -56.1 856 10.3 40| __truncated__ ... + .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. .. .. .. .. ..$ : chr [1:30] "PCh_1" "PCh_2" "PCh_3" "PCh_4" "PCh_5" "PCh_6" "PCh_7" "PCh_8" "PCh_9" "PCh_10" "PCh_11" "PCh_12" "PCh_13" "PCh_14" "PCh_15" "PCh_16" "PCh_17" "PCh_18" "PCh_19" "PCh_20" ... + .. .. .. ..@ feature.loadings : num [1:970, 1:30] -0.133181 -0.011875 0.038007 0.008902 -0.048151 0.054306 -0.112794 -0.071946 -0.000191 -0.109294 -0.001923 -0.087| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:980] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... - .. .. .. .. .. ..$ : chr [1:50] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... - .. .. .. ..@ feature.loadings.projected: num [1:980, 1:50] -391.5 -310.5 -48.1 -218.8 -635.5 67.1 275.7 236.5 -36.3 252.5 31 1125.9 -19.2 100 785.4 -107.4 -56.1 856 10.3 40| __truncated__ ... - .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:980] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... - .. .. .. .. .. ..$ : chr [1:50] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... + .. .. .. .. .. ..$ : chr [1:970] "S100A12" "CAVIN2" "FCRL5" "CLIC3" "CRIP1" "CD8B" "LILRA5" "TMEM176B" "TREML1" "FKBP5" "ALPL" "CCR2" "TMEM40" "TRBV6-2" "PPM1N" "ITGA2B" "C3AR1" "ZNF605" "KCNQ1OT1" "KIF11" ... + .. .. .. .. .. ..$ : chr [1:30] "PCh_1" "PCh_2" "PCh_3" "PCh_4" "PCh_5" "PCh_6" "PCh_7" "PCh_8" "PCh_9" "PCh_10" "PCh_11" "PCh_12" "PCh_13" "PCh_14" "PCh_15" "PCh_16" "PCh_17" "PCh_18" "PCh_19" "PCh_20" ... + .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] .. .. .. ..@ assay.used : chr "RNA" .. .. .. ..@ global : logi FALSE - .. .. .. ..@ stdev : num [1:50] 5.41 2.74 2.56 2.4 2.21 2.15 1.9 2.05 2.05 2.01 2.02 1.95 1.98 1.97 1.96 1.95 1.92 1.91 1.92 1.9 1.91 1.9 1.91 1.89 1.88 ... - .. .. .. ..@ key : chr "harmony_" + .. .. .. ..@ stdev : num [1:30] 5.49 2.84 2.71 2.54 2.4 2.33 2.17 2.16 2.11 2.09 2.07 2.04 2.04 2.03 2.01 2.01 2.01 2 1.98 1.97 1.97 1.96 1.95 1.95 1.94 ... + .. .. .. ..@ key : chr "PCh_" .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] .. .. .. .. .. ..@ empirical.p.values.full: num[0 , 0 ] .. .. .. .. .. ..@ overall.p.values : num[0 , 0 ] - .. .. .. ..@ misc : list() - .. ..$ umap :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots - .. .. .. ..@ cell.embeddings : num [1:608, 1:2] -6.24 -3.69 -5.89 8.15 -3.09 -7.16 -5.02 7.06 9.85 -6.09 8.44 -8.32 9.07 9.46 -3.94 9.24 -5.76 -3.96 8.75 -7.11 -| __truncated__ ... - .. .. .. .. ..- attr(*, "scaled:center")= num [1:2] -1.64 -3.79 + .. .. .. ..@ misc :List of 1 + .. .. .. .. ..$ total.variance: num 779 + .. ..$ harmony :Formal class 'DimReduc' [package "SeuratObject"] with 9 slots + .. .. .. ..@ cell.embeddings : num [1:584, 1:30] 4.838 4.967 5.148 -7.386 4.133 4.839 3.334 -6.072 -7.458 2.412 2.61 -12.117 -4.254 4.803 -8.102 5.111 5.762 -4.75| __truncated__ ... .. .. .. .. ..- attr(*, "dimnames")=List of 2 - .. .. .. .. .. ..$ : chr [1:608] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "AGTTCCCCATACACCA-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" ... - .. .. .. .. .. ..$ : chr [1:2] "UMAP_1" "UMAP_2" - .. .. .. ..@ feature.loadings : num[0 , 0 ] - .. .. .. ..@ feature.loadings.projected: num[0 , 0 ] + .. .. .. .. .. ..$ : chr [1:584] "CGATGGCAGACTCGAG-1" "ACCGTTCGTGGTCAAG-1" "CATCCGTGTCAGTCCG-1" "GTTGCTCAGTAGCCAG-1" "CATGCTCTCTCTCGCA-1" "GGAGATGGTCTCAGAT-1" "GCAGCCATCCTGCCAT-1" "GACTCTCAGATACATG-1" "CTGGCAGGTTGCCAAT-1" "AGTAGTCAGGTGATAT-1" "TTACCGCCAACCCGCA-1" "GACTCAAAGAAGTCCG-1" "TTCACGCGTCTCGGGT-1" "ATCAGGTAGACTAAGT-1" "AACGAAAAGGAACGAA-1" "ATCCGTCGTGGCTACC-1" "TCGTGGGTCGTGTCAA-1" "GGGAGATCAGTTCACA-1" "TATCCTAAGACATACA-1" "CATCAAGTCAAAGGTA-1" ... + .. .. .. .. .. ..$ : chr [1:30] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... + .. .. .. ..@ feature.loadings : num [1:970, 1:30] 371.13 301.5 48.43 219.98 607.9 -64.65 -259.19 -257.95 35.78 -233.64 -25.87 -1092.49 63.73 -84.32 -791.32 159.95 | __truncated__ ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:970] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... + .. .. .. .. .. ..$ : chr [1:30] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... + .. .. .. ..@ feature.loadings.projected: num [1:970, 1:30] 371.13 301.5 48.43 219.98 607.9 -64.65 -259.19 -257.95 35.78 -233.64 -25.87 -1092.49 63.73 -84.32 -791.32 159.95 | __truncated__ ... + .. .. .. .. ..- attr(*, "dimnames")=List of 2 + .. .. .. .. .. ..$ : chr [1:970] "CERNA1" "GPR174" "DCLK2" "AC001226.2" "PAX5" "SMG6" "EDF1" "ZNF605" "LINC02413" "ACTR3B" "AC004067.1" "HSD17B4" "AC007881.3" "KCNAB3" "PSMA3" "LIPE" "FOXJ1" "PTX3" "DCBLD1" "FUNDC1" ... + .. .. .. .. .. ..$ : chr [1:30] "harmony_1" "harmony_2" "harmony_3" "harmony_4" "harmony_5" "harmony_6" "harmony_7" "harmony_8" "harmony_9" "harmony_10" "harmony_11" "harmony_12" "harmony_13" "harmony_14" "harmony_15" "harmony_16" "harmony_17" "harmony_18" "harmony_19" "harmony_20" ... .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ global : logi TRUE - .. .. .. ..@ stdev : num(0) - .. .. .. ..@ key : chr "UMAP_" + .. .. .. ..@ global : logi FALSE + .. .. .. ..@ stdev : num [1:30] 5.38 2.74 2.57 2.4 2.11 2.11 2.11 1.91 2.03 2.04 2.03 1.98 2.03 2.01 1.99 1.97 1.91 1.97 1.95 1.94 1.93 1.93 1.92 1.94 1.88 ... + .. .. .. ..@ key : chr "harmony_" .. .. .. ..@ jackstraw :Formal class 'JackStrawData' [package "SeuratObject"] with 4 slots .. .. .. .. .. ..@ empirical.p.values : num[0 , 0 ] .. .. .. .. .. ..@ fake.reduction.scores : num[0 , 0 ] @@ -7660,22 +7630,22 @@ .. ..$ experimentId : chr "mock_experiment_id" .. ..$ color_pool : chr [1:383] "#77aadd" "#ee8866" "#eedd88" "#ffaabb" "#99ddff" "#44bb99" "#bbcc33" "#999900" "#bc9cc9" "#295a8b" "#b14d2c" "#c2aa36" "#d4788a" "#3e8ab1" "#158364" "#737a38" "#4e4e00" "#835794" "#edf761" "#4d8cc4" ... .. ..$ ingestionDate : POSIXct[1:1], format: "1991-12-19 05:23:00" + .. ..$ active.reduction: chr "harmony" .. ..$ gene_dispersion :'data.frame': 2000 obs. of 5 variables: - .. .. ..$ mean : num [1:2000] 0.01974 0 0 0 0 0.02467 0.00164 0 0 0.00658 0 0 0 0 0.07895 0 0.09211 0 0 1.12171 0.05263 0 0.00164 0.00822 0.00329 ... - .. .. ..$ variance : num [1:2000] 0.01938 0 0 0 0 0.03069 0.00164 0 0 0.00655 0 0 0 0 0.09919 0 0.09035 0 0 1.32948 0.10266 0 0.00164 0.00817 0.00328 ... - .. .. ..$ variance.standardized: num [1:2000] 0.839 0 0 0 0 1.08 1.001 0 0 0.912 0 0 0 0 1.072 0 0.836 0 0 0.563 1.675 0 1.001 0.913 0.92 ... + .. .. ..$ mean : num [1:2000] 0.01884 0 0 0 0 0.02397 0.00171 0 0 0.00685 0 0 0 0 0.08562 0 0.09075 0 0 1.12158 0.05308 0 0.00171 0.00856 0.00342 ... + .. .. ..$ variance : num [1:2000] 0.01851 0 0 0 0 0.0303 0.00171 0 0 0.00681 0 0 0 0 0.11616 0 0.08952 0 0 1.32482 0.10524 0 0.00171 0.0085 0.00342 ... + .. .. ..$ variance.standardized: num [1:2000] 0.837 0 0 0 0 1.078 1 0 0 0.932 0 0 0 0 1.152 0 0.833 0 0 0.558 1.771 0 1 0.922 0.935 ... .. .. ..$ SYMBOL : chr [1:2000] "CERNA1" "IGKV2-18" "LUADT1" "AL133297.2" "AL021937.1" "GPR174" "DCLK2" "C16orf90" "PCSK6-AS1" "AC001226.2" "POU6F2" "AC080129.2" "AC015908.3" "CYP2A6" "PAX5" "COL6A5" "SMG6" "AL645634.1" "LINC02372" "EDF1" ... .. .. ..$ ENSEMBL : chr [1:2000] "CERNA1" "IGKV2-18" "LUADT1" "AL133297.2" "AL021937.1" "GPR174" "DCLK2" "C16orf90" "PCSK6-AS1" "AC001226.2" "POU6F2" "AC080129.2" "AC015908.3" "CYP2A6" "PAX5" "COL6A5" "SMG6" "AL645634.1" "LINC02372" "EDF1" ... - .. ..$ active.reduction: chr "harmony" - .. ..$ numPCs : int 30 + .. ..$ numPCs : num 30 ..@ version :Classes 'package_version', 'numeric_version' hidden list of 1 .. ..$ : int [1:3] 4 1 0 - ..@ commands :List of 6 + ..@ commands :List of 5 .. ..$ NormalizeData.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots .. .. .. ..@ name : chr "NormalizeData.RNA" .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr [1:2] "NormalizeData(scdata, normalization.method = normalization_method, " " verbose = FALSE)" + .. .. .. ..@ call.string: chr [1:2] "NormalizeData(scdata, normalization.method = normalization, " " verbose = FALSE)" .. .. .. ..@ params :List of 5 .. .. .. .. ..$ assay : chr "RNA" .. .. .. .. ..$ normalization.method: chr "LogNormalize" @@ -7686,7 +7656,7 @@ .. .. .. ..@ name : chr "FindVariableFeatures.RNA" .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr [1:2] "FindVariableFeatures(scdata, assay = \"RNA\", nfeatures = nfeatures, " " verbose = FALSE)" + .. .. .. ..@ call.string: chr [1:2] "FindVariableFeatures(Seurat::NormalizeData(scdata, normalization.method = normalization, " " verbose = FALSE), nfeatures = nfeatures, verbose = FALSE)" .. .. .. ..@ params :List of 12 .. .. .. .. ..$ assay : chr "RNA" .. .. .. .. ..$ selection.method : chr "vst" @@ -7704,9 +7674,9 @@ .. .. .. ..@ name : chr "ScaleData.RNA" .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr "ScaleData(scdata, verbose = FALSE)" + .. .. .. ..@ call.string: chr [1:3] "ScaleData(Seurat::FindVariableFeatures(Seurat::NormalizeData(scdata, " " normalization.method = normalization, verbose = FALSE), nfeatures = nfeatures, " " verbose = FALSE), verbose = FALSE)" .. .. .. ..@ params :List of 10 - .. .. .. .. ..$ features : chr [1:980] "S100A12" "CAVIN2" "FCRL5" "CRIP1" "TREML1" "CLIC3" "TMEM40" "FKBP5" "CD8B" "LILRA5" "ITGA2B" "ALPL" "TMEM176B" "CCR2" "KCNQ1OT1" "TRIM58" "TRBV6-2" "PPM1N" "CNST" "C3AR1" ... + .. .. .. .. ..$ features : chr [1:970] "S100A12" "CAVIN2" "FCRL5" "CLIC3" "CRIP1" "CD8B" "LILRA5" "TMEM176B" "TREML1" "FKBP5" "ALPL" "CCR2" "TMEM40" "TRBV6-2" "PPM1N" "ITGA2B" "C3AR1" "ZNF605" "KCNQ1OT1" "KIF11" ... .. .. .. .. ..$ assay : chr "RNA" .. .. .. .. ..$ model.use : chr "linear" .. .. .. .. ..$ use.umi : logi FALSE @@ -7714,23 +7684,23 @@ .. .. .. .. ..$ do.center : logi TRUE .. .. .. .. ..$ scale.max : num 10 .. .. .. .. ..$ block.size : num 1000 - .. .. .. .. ..$ min.cells.to.block: num 608 + .. .. .. .. ..$ min.cells.to.block: num 584 .. .. .. .. ..$ verbose : logi FALSE .. ..$ RunPCA.RNA :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots .. .. .. ..@ name : chr "RunPCA.RNA" .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr "RunPCA(scdata, verbose = FALSE)" + .. .. .. ..@ call.string: chr [1:2] "RunPCA(scdata, npcs = npcs, verbose = FALSE, reduction.name = \"pca_for_harmony\", " " reduction.key = \"PCh_\")" .. .. .. ..@ params :List of 10 .. .. .. .. ..$ assay : chr "RNA" - .. .. .. .. ..$ npcs : num 50 + .. .. .. .. ..$ npcs : num 30 .. .. .. .. ..$ rev.pca : logi FALSE .. .. .. .. ..$ weight.by.var : logi TRUE .. .. .. .. ..$ verbose : logi FALSE .. .. .. .. ..$ ndims.print : int [1:5] 1 2 3 4 5 .. .. .. .. ..$ nfeatures.print: num 30 - .. .. .. .. ..$ reduction.name : chr "pca" - .. .. .. .. ..$ reduction.key : chr "PC_" + .. .. .. .. ..$ reduction.name : chr "pca_for_harmony" + .. .. .. .. ..$ reduction.key : chr "PCh_" .. .. .. .. ..$ seed.use : num 42 .. ..$ Seurat..ProjectDim.RNA.harmony:Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots .. .. .. ..@ name : chr "Seurat::ProjectDim.RNA.harmony" @@ -7745,38 +7715,6 @@ .. .. .. .. ..$ overwrite : logi TRUE .. .. .. .. ..$ do.center : logi FALSE .. .. .. .. ..$ verbose : logi FALSE - .. ..$ RunUMAP.RNA.harmony :Formal class 'SeuratCommand' [package "SeuratObject"] with 5 slots - .. .. .. ..@ name : chr "RunUMAP.RNA.harmony" - .. .. .. ..@ time.stamp : POSIXct[1:1], format: "1991-12-19 05:23:00" - .. .. .. ..@ assay.used : chr "RNA" - .. .. .. ..@ call.string: chr [1:2] "RunUMAP(scdata, reduction = scdata@misc[[\"active.reduction\"]], " " dims = 1:npcs, verbose = FALSE)" - .. .. .. ..@ params :List of 26 - .. .. .. .. ..$ dims : int [1:30] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 - .. .. .. .. ..$ reduction : chr "harmony" - .. .. .. .. ..$ assay : chr "RNA" - .. .. .. .. ..$ slot : chr "data" - .. .. .. .. ..$ umap.method : chr "uwot" - .. .. .. .. ..$ return.model : logi FALSE - .. .. .. .. ..$ n.neighbors : int 30 - .. .. .. .. ..$ n.components : int 2 - .. .. .. .. ..$ metric : chr "cosine" - .. .. .. .. ..$ learning.rate : num 1 - .. .. .. .. ..$ min.dist : num 0.3 - .. .. .. .. ..$ spread : num 1 - .. .. .. .. ..$ set.op.mix.ratio : num 1 - .. .. .. .. ..$ local.connectivity : int 1 - .. .. .. .. ..$ repulsion.strength : num 1 - .. .. .. .. ..$ negative.sample.rate: int 5 - .. .. .. .. ..$ uwot.sgd : logi FALSE - .. .. .. .. ..$ seed.use : int 42 - .. .. .. .. ..$ angular.rp.forest : logi FALSE - .. .. .. .. ..$ densmap : logi FALSE - .. .. .. .. ..$ dens.lambda : num 2 - .. .. .. .. ..$ dens.frac : num 0.3 - .. .. .. .. ..$ dens.var.shift : num 0.1 - .. .. .. .. ..$ verbose : logi FALSE - .. .. .. .. ..$ reduction.name : chr "umap" - .. .. .. .. ..$ reduction.key : chr "UMAP_" ..@ tools : list() --- @@ -7788,13 +7726,13 @@ Code rlang::hash(snap_list$new_ids) Output - [1] "78ee5501ea5959a9c91d91a1ddaa125d" + [1] "a76a0147c9d141fb0e4585448a87c4e5" Code str(snap_list$new_ids, vec.len = 20) Output List of 2 - $ mock_sample_2_id: int [1:338] 1 9 11 13 15 19 21 22 25 26 32 34 36 39 40 41 44 48 52 53 58 59 62 72 73 75 77 79 81 85 86 90 93 96 97 99 104 106| __truncated__ ... - $ mock_sample_1_id: int [1:270] 0 3 5 10 12 14 16 20 27 28 29 31 33 37 42 50 54 55 63 65 68 70 71 74 78 80 82 91 94 95 98 105 117 119 121 124 128| __truncated__ ... + $ mock_sample_2_id: int [1:319] 1 9 11 13 15 19 21 22 25 26 34 36 39 40 41 44 48 52 53 58 59 62 72 75 77 79 81 85 86 90 93 96 97 99 104 106 108 1| __truncated__ ... + $ mock_sample_1_id: int [1:265] 0 3 5 10 12 14 16 20 27 28 29 31 33 37 42 50 54 55 63 65 68 70 71 74 78 80 82 91 94 95 105 117 119 121 124 128 13| __truncated__ ... --- diff --git a/pipeline-runner/tests/testthat/_snaps/qc/cluster_cell_sets.json b/pipeline-runner/tests/testthat/_snaps/qc/cluster_cell_sets.json index c390218e..73ede988 100644 --- a/pipeline-runner/tests/testthat/_snaps/qc/cluster_cell_sets.json +++ b/pipeline-runner/tests/testthat/_snaps/qc/cluster_cell_sets.json @@ -10,7 +10,7 @@ "rootNode": false, "type": "cellSets", "color": "#77aadd", -"cellIds": [ 1, 11, 19, 34, 44, 53, 62, 90, 96, 97, 109, 111, 112, 114, 134, 146, 149, 152, 172, 181, 186, 213, 223, 225, 227, 242, 246, 254, 257, 278, 284, 286, 287, 295, 300, 311, 312, 320, 345, 348, 353, 356, 359, 361, 365, 375, 377, 400, 405, 420, 463, 482, 488, 490, 492, 503, 507, 525, 555, 570, 580, 583, 596, 603, 607, 618, 625, 633, 638, 649, 651, 656, 668, 670, 687, 688, 691, 701, 726, 740, 753, 760, 764, 768, 770, 774, 805, 838, 853, 864, 868, 869, 873, 888, 890, 892, 893, 20, 29, 63, 70, 80, 91, 94, 95, 124, 128, 144, 150, 160, 165, 174, 204, 214, 221, 274, 294, 304, 350, 352, 393, 398, 430, 431, 442, 453, 455, 471, 476, 483, 508, 509, 518, 520, 523, 526, 527, 608, 616, 658, 683, 727, 738, 747, 752, 755, 798, 811, 813, 831, 836, 858, 863, 875, 883 ] +"cellIds": [ 13, 25, 36, 39, 41, 52, 81, 93, 106, 116, 120, 123, 125, 129, 138, 148, 191, 192, 194, 201, 207, 224, 236, 247, 249, 250, 252, 258, 261, 268, 272, 307, 310, 336, 347, 364, 373, 403, 404, 408, 426, 437, 462, 470, 479, 511, 516, 528, 539, 540, 543, 544, 545, 546, 577, 595, 602, 606, 613, 619, 634, 657, 667, 673, 677, 705, 720, 733, 743, 746, 759, 765, 788, 807, 810, 817, 833, 840, 843, 852, 856, 859, 866, 876, 882, 16, 68, 71, 74, 153, 166, 184, 185, 220, 222, 256, 259, 263, 270, 275, 321, 343, 351, 360, 362, 396, 410, 411, 418, 434, 438, 446, 450, 469, 475, 477, 481, 494, 498, 501, 522, 530, 534, 547, 548, 550, 559, 563, 567, 571, 574, 579, 587, 590, 592, 610, 611, 645, 650, 653, 654, 672, 695, 709, 710, 724, 734, 771, 773, 778, 823, 894 ] }, { "key": "louvain-1", @@ -18,7 +18,7 @@ "rootNode": false, "type": "cellSets", "color": "#ee8866", -"cellIds": [ 13, 25, 32, 36, 39, 41, 52, 73, 81, 93, 106, 116, 120, 123, 125, 129, 138, 178, 191, 192, 194, 201, 207, 224, 226, 236, 247, 249, 250, 252, 258, 261, 268, 272, 296, 307, 310, 336, 347, 364, 373, 403, 404, 408, 422, 426, 437, 462, 470, 479, 511, 528, 539, 540, 543, 544, 545, 546, 577, 595, 600, 602, 604, 619, 622, 634, 642, 657, 667, 673, 677, 720, 733, 746, 759, 765, 788, 807, 810, 817, 833, 835, 840, 843, 852, 856, 859, 866, 876, 882, 16, 68, 74, 98, 153, 166, 184, 185, 220, 256, 259, 263, 270, 321, 343, 351, 360, 362, 382, 396, 410, 411, 418, 434, 438, 446, 450, 469, 475, 477, 481, 494, 498, 501, 522, 530, 534, 547, 548, 550, 559, 563, 567, 571, 574, 579, 587, 590, 592, 610, 611, 645, 650, 653, 654, 692, 695, 709, 710, 724, 771, 773, 778, 894 ] +"cellIds": [ 1, 11, 19, 44, 62, 86, 90, 96, 97, 109, 111, 112, 114, 134, 146, 149, 152, 172, 186, 213, 225, 227, 242, 246, 254, 257, 278, 284, 286, 287, 295, 300, 311, 312, 320, 345, 348, 353, 356, 361, 365, 375, 377, 400, 405, 420, 463, 482, 488, 490, 492, 503, 507, 525, 555, 570, 580, 583, 603, 607, 618, 625, 638, 641, 649, 651, 656, 668, 687, 688, 689, 691, 701, 711, 726, 740, 753, 760, 764, 768, 770, 774, 805, 838, 853, 864, 868, 873, 874, 888, 890, 892, 893, 20, 29, 63, 70, 80, 91, 94, 95, 124, 128, 144, 150, 160, 165, 174, 204, 214, 221, 274, 294, 304, 350, 352, 388, 393, 430, 431, 439, 442, 453, 455, 464, 471, 476, 483, 508, 509, 518, 520, 523, 526, 527, 608, 658, 683, 747, 752, 755, 798, 803, 811, 813, 831, 836, 858, 863, 875, 883 ] }, { "key": "louvain-2", @@ -26,7 +26,7 @@ "rootNode": false, "type": "cellSets", "color": "#eedd88", -"cellIds": [ 9, 15, 40, 48, 58, 59, 77, 85, 99, 108, 115, 122, 127, 130, 131, 140, 143, 147, 157, 158, 164, 169, 173, 183, 205, 239, 244, 255, 266, 273, 279, 283, 297, 303, 308, 334, 354, 357, 366, 389, 394, 417, 428, 445, 468, 472, 473, 474, 500, 505, 531, 536, 541, 553, 554, 562, 568, 593, 605, 620, 629, 639, 663, 680, 693, 717, 744, 762, 766, 772, 775, 776, 780, 784, 786, 795, 799, 804, 808, 819, 845, 848, 860, 862, 865, 872, 895, 31, 42, 54, 82, 105, 121, 132, 136, 139, 176, 203, 288, 306, 318, 319, 326, 349, 370, 391, 451, 452, 461, 497, 502, 504, 557, 578, 581, 584, 585, 589, 609, 617, 636, 671, 679, 684, 700, 714, 728, 736, 748, 751, 756, 800, 815, 832, 839, 842, 849 ] +"cellIds": [ 9, 15, 40, 48, 58, 59, 77, 85, 99, 108, 115, 122, 127, 130, 131, 140, 143, 147, 157, 158, 164, 169, 173, 205, 239, 244, 266, 273, 279, 283, 297, 308, 334, 354, 357, 366, 389, 394, 417, 428, 445, 468, 472, 473, 474, 500, 505, 536, 541, 553, 554, 562, 568, 593, 605, 620, 629, 639, 663, 680, 693, 697, 713, 717, 744, 762, 766, 772, 775, 780, 784, 786, 795, 799, 804, 808, 845, 848, 860, 862, 865, 872, 895, 31, 42, 54, 82, 105, 121, 136, 139, 176, 203, 288, 306, 319, 326, 349, 370, 391, 451, 452, 454, 461, 497, 502, 504, 557, 578, 581, 584, 585, 589, 609, 617, 636, 671, 679, 684, 700, 714, 728, 736, 748, 751, 756, 800, 815, 832, 839, 842 ] }, { "key": "louvain-3", @@ -34,7 +34,7 @@ "rootNode": false, "type": "cellSets", "color": "#ffaabb", -"cellIds": [ 21, 75, 104, 148, 155, 180, 363, 409, 424, 441, 457, 487, 495, 516, 538, 549, 566, 606, 613, 635, 662, 697, 711, 716, 719, 731, 743, 789, 812, 830, 855, 874, 891, 0, 5, 50, 119, 142, 189, 195, 290, 299, 387, 416, 419, 429, 433, 436, 491, 532, 551, 573, 648, 652, 674, 675, 781, 782, 791, 823, 857 ] +"cellIds": [ 22, 75, 155, 162, 178, 226, 363, 374, 390, 409, 422, 440, 441, 457, 487, 495, 538, 549, 566, 621, 622, 635, 642, 662, 716, 719, 731, 754, 812, 835, 855, 871, 891, 10, 12, 14, 27, 28, 50, 78, 117, 119, 177, 199, 240, 289, 299, 309, 315, 317, 330, 332, 387, 402, 415, 416, 421, 429, 436, 466, 493, 499, 542, 551, 561, 612, 643, 646, 648, 675, 678, 741, 781, 791, 794, 806, 814, 818, 841, 851 ] }, { "key": "louvain-4", @@ -42,15 +42,7 @@ "rootNode": false, "type": "cellSets", "color": "#99ddff", -"cellIds": [ 26, 72, 79, 86, 126, 135, 161, 170, 211, 280, 324, 371, 456, 489, 513, 586, 641, 689, 713, 749, 820, 3, 33, 37, 55, 65, 175, 219, 228, 245, 271, 305, 333, 335, 346, 372, 388, 395, 427, 439, 460, 486, 506, 519, 591, 718, 725, 730, 767, 793, 837, 854 ] -}, -{ - "key": "louvain-5", -"name": "Cluster 5", -"rootNode": false, -"type": "cellSets", -"color": "#44bb99", -"cellIds": [ 22, 162, 316, 374, 390, 440, 621, 705, 754, 871, 10, 12, 14, 27, 28, 71, 78, 117, 177, 199, 240, 275, 289, 309, 315, 317, 330, 332, 402, 415, 421, 466, 493, 499, 542, 561, 612, 643, 646, 672, 678, 734, 741, 794, 806, 814, 818, 841, 851 ] +"cellIds": [ 21, 26, 34, 53, 72, 79, 104, 126, 135, 180, 211, 223, 280, 324, 371, 424, 456, 489, 513, 586, 749, 789, 820, 830, 869, 0, 3, 5, 33, 37, 55, 65, 142, 175, 189, 195, 219, 228, 245, 271, 290, 305, 333, 335, 346, 372, 395, 398, 419, 427, 460, 486, 491, 506, 519, 532, 573, 591, 616, 652, 674, 718, 730, 738, 767, 782, 793, 837, 854, 857 ] } ] } diff --git a/pipeline-runner/tests/testthat/_snaps/qc/mock_experiment_id-integrated_scdata.R b/pipeline-runner/tests/testthat/_snaps/qc/mock_experiment_id-integrated_scdata.R index 58f74cb8..154c86b5 100644 --- a/pipeline-runner/tests/testthat/_snaps/qc/mock_experiment_id-integrated_scdata.R +++ b/pipeline-runner/tests/testthat/_snaps/qc/mock_experiment_id-integrated_scdata.R @@ -89,593 +89,525 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1388L, 1395L, 1398L, 1430L, 1482L, 1515L, 1543L, 1569L, 1574L, 1597L, 1605L, 1616L, 1620L, 1662L, 1694L, 1745L, 1755L, 1770L, 1824L, 1855L, 1871L, 1886L, 1944L, 1952L, 1955L, 1964L, 1981L, - 19L, 25L, 37L, 39L, 55L, 70L, 75L, 112L, 117L, 120L, 121L, - 145L, 146L, 151L, 153L, 155L, 177L, 189L, 203L, 213L, 215L, - 243L, 255L, 277L, 281L, 290L, 299L, 307L, 314L, 378L, 395L, - 419L, 447L, 451L, 460L, 468L, 506L, 508L, 511L, 512L, 528L, - 555L, 569L, 575L, 583L, 663L, 672L, 674L, 678L, 698L, 706L, - 742L, 762L, 764L, 789L, 790L, 810L, 813L, 828L, 834L, 838L, - 840L, 845L, 861L, 877L, 888L, 899L, 912L, 934L, 937L, 947L, - 980L, 1002L, 1011L, 1039L, 1044L, 1058L, 1091L, 1102L, 1103L, - 1112L, 1114L, 1118L, 1124L, 1138L, 1144L, 1145L, 1162L, 1180L, - 1192L, 1196L, 1201L, 1208L, 1232L, 1236L, 1250L, 1268L, 1269L, - 1270L, 1271L, 1284L, 1293L, 1298L, 1329L, 1330L, 1342L, 1358L, - 1367L, 1369L, 1388L, 1395L, 1405L, 1434L, 1448L, 1452L, 1459L, - 1474L, 1482L, 1507L, 1513L, 1515L, 1524L, 1549L, 1569L, 1587L, - 1597L, 1598L, 1613L, 1616L, 1627L, 1640L, 1662L, 1694L, 1696L, - 1703L, 1709L, 1721L, 1745L, 1770L, 1777L, 1794L, 1798L, 1814L, - 1823L, 1824L, 1871L, 1880L, 1900L, 1911L, 1919L, 1921L, 1942L, - 1955L, 1964L, 1978L, 1980L, 19L, 28L, 110L, 151L, 177L, 215L, - 243L, 268L, 365L, 378L, 419L, 451L, 462L, 485L, 508L, 512L, - 528L, 552L, 583L, 605L, 657L, 658L, 674L, 706L, 756L, 812L, - 821L, 828L, 829L, 838L, 873L, 937L, 947L, 952L, 966L, 978L, - 991L, 1016L, 1098L, 1102L, 1103L, 1115L, 1117L, 1129L, 1138L, - 1144L, 1180L, 1196L, 1250L, 1255L, 1272L, 1329L, 1331L, 1336L, - 1395L, 1408L, 1426L, 1430L, 1432L, 1448L, 1460L, 1475L, 1482L, - 1503L, 1530L, 1569L, 1605L, 1608L, 1613L, 1627L, 1631L, 1642L, - 1662L, 1676L, 1694L, 1719L, 1755L, 1778L, 1794L, 1798L, 1871L, - 1880L, 1919L, 1921L, 1955L, 1964L, 1978L, 1981L, 19L, 25L, - 33L, 43L, 55L, 70L, 75L, 86L, 117L, 120L, 121L, 125L, 145L, - 146L, 148L, 151L, 177L, 189L, 213L, 216L, 255L, 277L, 281L, - 290L, 294L, 295L, 299L, 306L, 314L, 328L, 345L, 351L, 359L, - 369L, 378L, 383L, 386L, 395L, 401L, 404L, 414L, 417L, 440L, - 447L, 454L, 457L, 506L, 511L, 512L, 535L, 555L, 556L, 575L, - 581L, 608L, 639L, 670L, 671L, 674L, 678L, 686L, 706L, 731L, - 747L, 758L, 762L, 764L, 771L, 792L, 801L, 810L, 813L, 819L, - 822L, 838L, 862L, 894L, 908L, 934L, 937L, 965L, 969L, 978L, - 982L, 991L, 1003L, 1012L, 1014L, 1042L, 1050L, 1058L, 1069L, - 1071L, 1103L, 1104L, 1112L, 1116L, 1118L, 1124L, 1129L, 1138L, - 1144L, 1145L, 1166L, 1196L, 1208L, 1233L, 1250L, 1268L, 1270L, - 1271L, 1293L, 1298L, 1322L, 1330L, 1334L, 1342L, 1344L, 1389L, - 1395L, 1431L, 1434L, 1435L, 1448L, 1513L, 1517L, 1523L, 1555L, - 1563L, 1565L, 1569L, 1579L, 1587L, 1597L, 1613L, 1616L, 1623L, - 1662L, 1665L, 1676L, 1679L, 1694L, 1709L, 1745L, 1770L, 1798L, - 1809L, 1824L, 1855L, 1871L, 1879L, 1886L, 1911L, 1919L, 1944L, - 1955L, 1959L, 1964L, 1969L, 1978L, 1980L, 1981L, 1995L, 28L, - 55L, 70L, 75L, 121L, 145L, 151L, 177L, 215L, 255L, 277L, - 281L, 294L, 299L, 312L, 327L, 353L, 359L, 451L, 454L, 550L, - 555L, 569L, 583L, 586L, 605L, 618L, 627L, 666L, 674L, 732L, - 810L, 828L, 829L, 834L, 838L, 852L, 908L, 965L, 980L, 981L, - 1058L, 1065L, 1091L, 1103L, 1118L, 1144L, 1162L, 1164L, 1250L, - 1269L, 1281L, 1284L, 1294L, 1298L, 1340L, 1369L, 1395L, 1448L, - 1473L, 1513L, 1565L, 1569L, 1571L, 1573L, 1574L, 1579L, 1583L, - 1662L, 1676L, 1694L, 1709L, 1770L, 1798L, 1809L, 1824L, 1871L, - 1879L, 1880L, 1900L, 1911L, 1955L, 1964L, 1969L, 1981L, 1997L, - 125L, 243L, 255L, 281L, 312L, 366L, 403L, 618L, 674L, 762L, - 776L, 810L, 822L, 829L, 838L, 937L, 991L, 1029L, 1118L, 1129L, - 1138L, 1180L, 1250L, 1300L, 1302L, 1315L, 1317L, 1358L, 1395L, - 1565L, 1569L, 1608L, 1662L, 1694L, 1703L, 1818L, 1871L, 1875L, - 1930L, 1955L, 1964L, 1969L, 1981L, 19L, 20L, 25L, 28L, 55L, - 70L, 75L, 90L, 117L, 121L, 145L, 148L, 151L, 215L, 255L, - 299L, 369L, 394L, 419L, 440L, 447L, 498L, 555L, 569L, 575L, - 583L, 590L, 605L, 627L, 657L, 666L, 672L, 674L, 686L, 706L, - 742L, 743L, 747L, 758L, 762L, 774L, 791L, 801L, 810L, 834L, - 838L, 912L, 943L, 952L, 966L, 980L, 1002L, 1016L, 1042L, - 1058L, 1069L, 1071L, 1091L, 1103L, 1109L, 1114L, 1124L, 1142L, - 1144L, 1145L, 1159L, 1162L, 1196L, 1233L, 1250L, 1271L, 1284L, - 1298L, 1302L, 1322L, 1329L, 1342L, 1358L, 1367L, 1369L, 1388L, - 1395L, 1432L, 1441L, 1470L, 1489L, 1513L, 1524L, 1565L, 1569L, - 1597L, 1608L, 1609L, 1627L, 1662L, 1694L, 1696L, 1709L, 1761L, - 1770L, 1786L, 1798L, 1809L, 1823L, 1824L, 1826L, 1871L, 1886L, - 1909L, 1911L, 1931L, 1944L, 1955L, 1964L, 1969L, 1981L, 1995L, - 70L, 75L, 117L, 177L, 215L, 277L, 299L, 314L, 321L, 327L, - 378L, 550L, 555L, 581L, 609L, 706L, 762L, 810L, 829L, 838L, - 861L, 888L, 937L, 991L, 1014L, 1103L, 1105L, 1117L, 1129L, - 1250L, 1255L, 1271L, 1329L, 1358L, 1439L, 1448L, 1460L, 1569L, - 1597L, 1662L, 1694L, 1703L, 1719L, 1794L, 1798L, 1871L, 1955L, - 1964L, 1981L, 57L, 117L, 120L, 121L, 148L, 213L, 216L, 255L, - 277L, 281L, 307L, 327L, 451L, 490L, 567L, 583L, 640L, 762L, - 991L, 1196L, 1288L, 1329L, 1470L, 1517L, 1569L, 1579L, 1597L, - 1605L, 1662L, 1694L, 1755L, 1778L, 1798L, 1841L, 1871L, 1913L, - 1955L, 1964L, 1981L, 43L, 55L, 70L, 75L, 117L, 145L, 149L, - 213L, 216L, 255L, 299L, 322L, 383L, 419L, 447L, 467L, 512L, - 539L, 555L, 556L, 560L, 583L, 586L, 627L, 643L, 657L, 663L, - 672L, 674L, 743L, 776L, 828L, 838L, 861L, 908L, 937L, 978L, - 982L, 991L, 1042L, 1058L, 1071L, 1102L, 1103L, 1129L, 1142L, - 1144L, 1145L, 1166L, 1222L, 1250L, 1338L, 1369L, 1388L, 1395L, - 1398L, 1401L, 1438L, 1474L, 1507L, 1517L, 1565L, 1569L, 1575L, - 1579L, 1597L, 1609L, 1626L, 1627L, 1662L, 1694L, 1745L, 1770L, - 1798L, 1809L, 1814L, 1824L, 1871L, 1879L, 1909L, 1911L, 1921L, - 1955L, 1964L, 1981L, 19L, 68L, 70L, 117L, 121L, 151L, 203L, - 277L, 306L, 322L, 327L, 366L, 403L, 419L, 512L, 547L, 575L, - 672L, 774L, 776L, 810L, 828L, 838L, 861L, 873L, 877L, 952L, - 965L, 1012L, 1039L, 1103L, 1117L, 1196L, 1200L, 1250L, 1271L, - 1281L, 1298L, 1329L, 1338L, 1340L, 1342L, 1395L, 1398L, 1408L, - 1430L, 1448L, 1470L, 1513L, 1569L, 1579L, 1628L, 1662L, 1694L, - 1719L, 1755L, 1795L, 1809L, 1871L, 1880L, 1919L, 1942L, 1955L, - 1964L, 1981L, 19L, 20L, 59L, 112L, 117L, 120L, 149L, 151L, - 164L, 194L, 213L, 216L, 224L, 255L, 266L, 277L, 281L, 284L, - 290L, 299L, 331L, 378L, 419L, 451L, 512L, 552L, 609L, 618L, - 666L, 671L, 674L, 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1869L, 1871L, 1955L, 1964L, 19L, 25L, 28L, @@ -908,84 +840,72 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1138L, 1142L, 1148L, 1196L, 1250L, 1315L, 1358L, 1410L, 1432L, 1448L, 1487L, 1510L, 1518L, 1565L, 1569L, 1597L, 1613L, 1631L, 1662L, 1665L, 1694L, 1705L, 1715L, 1755L, 1787L, 1871L, 1886L, - 1942L, 1955L, 1964L, 16L, 19L, 25L, 59L, 75L, 117L, 146L, - 175L, 203L, 255L, 281L, 290L, 294L, 314L, 322L, 327L, 341L, - 363L, 377L, 383L, 419L, 435L, 443L, 451L, 455L, 485L, 510L, - 512L, 532L, 562L, 569L, 575L, 583L, 586L, 620L, 630L, 632L, - 640L, 644L, 671L, 706L, 747L, 762L, 794L, 810L, 813L, 822L, - 826L, 829L, 838L, 921L, 935L, 937L, 952L, 965L, 980L, 991L, - 1029L, 1042L, 1058L, 1067L, 1105L, 1129L, 1138L, 1208L, 1250L, - 1269L, 1291L, 1302L, 1317L, 1322L, 1329L, 1344L, 1376L, 1395L, - 1400L, 1401L, 1410L, 1426L, 1439L, 1448L, 1473L, 1482L, 1488L, - 1513L, 1525L, 1530L, 1569L, 1573L, 1575L, 1662L, 1694L, 1698L, - 1715L, 1738L, 1745L, 1755L, 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1115L, 1129L, 1138L, 1144L, 1162L, 1163L, 1180L, 1196L, + 1201L, 1205L, 1250L, 1270L, 1293L, 1367L, 1395L, 1398L, 1410L, + 1432L, 1452L, 1513L, 1523L, 1565L, 1569L, 1573L, 1579L, 1597L, + 1613L, 1623L, 1662L, 1694L, 1744L, 1745L, 1770L, 1798L, 1809L, + 1849L, 1871L, 1886L, 1909L, 1911L, 1919L, 1942L, 1955L, 1964L, + 1969L, 1980L, 1981L, 1995L, 19L, 39L, 46L, 70L, 75L, 117L, + 145L, 146L, 148L, 149L, 151L, 153L, 189L, 194L, 203L, 213L, + 224L, 255L, 265L, 277L, 281L, 290L, 299L, 314L, 322L, 345L, + 359L, 383L, 394L, 395L, 412L, 419L, 432L, 447L, 451L, 467L, + 498L, 506L, 547L, 555L, 562L, 569L, 575L, 583L, 590L, 592L, + 608L, 666L, 672L, 674L, 716L, 742L, 747L, 762L, 774L, 776L, + 791L, 792L, 794L, 810L, 821L, 826L, 828L, 830L, 834L, 838L, + 895L, 908L, 965L, 980L, 981L, 1016L, 1022L, 1036L, 1042L, + 1058L, 1102L, 1103L, 1129L, 1144L, 1145L, 1148L, 1164L, 1193L, + 1196L, 1236L, 1250L, 1268L, 1269L, 1271L, 1286L, 1293L, 1322L, + 1329L, 1342L, 1350L, 1358L, 1369L, 1398L, 1434L, 1446L, 1448L, + 1482L, 1507L, 1513L, 1523L, 1527L, 1555L, 1567L, 1569L, 1597L, + 1605L, 1613L, 1655L, 1662L, 1680L, 1694L, 1696L, 1709L, 1745L, + 1760L, 1798L, 1809L, 1814L, 1823L, 1849L, 1871L, 1875L, 1879L, + 1911L, 1919L, 1955L, 1964L, 1968L, 1969L, 1970L, 1981L, 1995L, + 0L, 14L, 19L, 25L, 50L, 117L, 203L, 224L, 255L, 281L, 290L, + 299L, 307L, 322L, 344L, 353L, 443L, 467L, 674L, 758L, 762L, + 810L, 813L, 822L, 838L, 937L, 982L, 991L, 1016L, 1029L, 1098L, 1144L, 1179L, 1196L, 1250L, 1282L, 1288L, 1291L, 1338L, 1358L, 1448L, 1513L, 1517L, 1569L, 1662L, 1676L, 1694L, 1698L, 1709L, 1755L, 1770L, 1794L, 1841L, 1871L, 1886L, 1919L, 1955L, 1964L, @@ -1045,23 +965,7 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1329L, 1388L, 1395L, 1398L, 1434L, 1448L, 1482L, 1487L, 1550L, 1555L, 1569L, 1608L, 1627L, 1631L, 1662L, 1664L, 1694L, 1715L, 1738L, 1755L, 1770L, 1798L, 1826L, 1871L, 1880L, 1901L, 1919L, - 1942L, 1955L, 1964L, 1981L, 19L, 25L, 39L, 43L, 57L, 66L, - 70L, 75L, 117L, 123L, 145L, 151L, 162L, 199L, 203L, 213L, - 255L, 277L, 281L, 290L, 299L, 314L, 321L, 322L, 342L, 366L, - 376L, 377L, 399L, 401L, 414L, 419L, 432L, 447L, 451L, 506L, - 509L, 512L, 517L, 528L, 555L, 556L, 575L, 583L, 618L, 663L, - 670L, 674L, 678L, 698L, 706L, 743L, 758L, 762L, 776L, 792L, - 810L, 813L, 819L, 838L, 861L, 879L, 895L, 911L, 921L, 937L, - 946L, 947L, 965L, 991L, 1022L, 1058L, 1091L, 1102L, 1103L, - 1112L, 1114L, 1116L, 1138L, 1139L, 1144L, 1145L, 1162L, 1196L, - 1207L, 1232L, 1238L, 1250L, 1254L, 1268L, 1269L, 1271L, 1279L, - 1284L, 1297L, 1300L, 1322L, 1342L, 1358L, 1367L, 1369L, 1388L, - 1395L, 1398L, 1403L, 1410L, 1432L, 1448L, 1475L, 1482L, 1507L, - 1513L, 1515L, 1523L, 1527L, 1555L, 1563L, 1569L, 1597L, 1605L, - 1613L, 1616L, 1627L, 1640L, 1648L, 1662L, 1665L, 1669L, 1680L, - 1694L, 1709L, 1745L, 1770L, 1809L, 1813L, 1824L, 1849L, 1871L, - 1879L, 1880L, 1900L, 1911L, 1919L, 1942L, 1944L, 1955L, 1964L, - 1967L, 1969L, 1981L, 1995L, 14L, 19L, 37L, 50L, 109L, 121L, + 1942L, 1955L, 1964L, 1981L, 14L, 19L, 37L, 50L, 109L, 121L, 122L, 146L, 151L, 153L, 177L, 194L, 216L, 255L, 277L, 281L, 299L, 309L, 395L, 431L, 506L, 512L, 555L, 581L, 598L, 620L, 627L, 657L, 663L, 670L, 674L, 736L, 758L, 762L, 791L, 810L, @@ -1075,123 +979,107 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 952L, 982L, 991L, 1196L, 1250L, 1272L, 1329L, 1342L, 1395L, 1503L, 1513L, 1550L, 1565L, 1569L, 1576L, 1627L, 1662L, 1676L, 1694L, 1698L, 1703L, 1755L, 1871L, 1880L, 1884L, 1913L, 1919L, - 1955L, 1964L, 1969L, 1981L, 117L, 122L, 151L, 177L, 203L, - 216L, 255L, 281L, 299L, 322L, 351L, 407L, 417L, 451L, 473L, - 506L, 512L, 554L, 569L, 605L, 643L, 674L, 706L, 736L, 758L, - 762L, 810L, 821L, 838L, 840L, 937L, 946L, 991L, 1065L, 1067L, - 1071L, 1091L, 1138L, 1165L, 1236L, 1250L, 1271L, 1317L, 1329L, - 1395L, 1446L, 1569L, 1597L, 1605L, 1662L, 1694L, 1755L, 1759L, - 1798L, 1871L, 1880L, 1909L, 1919L, 1942L, 1955L, 1964L, 1981L, - 19L, 20L, 25L, 57L, 70L, 75L, 117L, 120L, 123L, 145L, 149L, - 151L, 153L, 177L, 194L, 203L, 204L, 213L, 216L, 243L, 255L, - 277L, 294L, 299L, 306L, 314L, 322L, 329L, 341L, 371L, 377L, - 378L, 412L, 414L, 443L, 447L, 451L, 467L, 485L, 506L, 512L, - 517L, 528L, 547L, 555L, 573L, 574L, 583L, 605L, 608L, 669L, - 670L, 672L, 674L, 698L, 706L, 718L, 742L, 762L, 776L, 778L, - 785L, 792L, 810L, 812L, 813L, 826L, 828L, 834L, 839L, 845L, - 861L, 862L, 894L, 899L, 911L, 937L, 946L, 947L, 952L, 966L, - 978L, 982L, 991L, 1012L, 1016L, 1050L, 1058L, 1091L, 1102L, - 1103L, 1114L, 1115L, 1116L, 1138L, 1144L, 1159L, 1162L, 1164L, - 1180L, 1196L, 1213L, 1227L, 1233L, 1248L, 1250L, 1269L, 1286L, - 1315L, 1330L, 1342L, 1358L, 1369L, 1388L, 1395L, 1398L, 1423L, - 1432L, 1434L, 1446L, 1448L, 1474L, 1510L, 1527L, 1563L, 1565L, - 1569L, 1573L, 1596L, 1597L, 1616L, 1626L, 1627L, 1629L, 1636L, - 1655L, 1662L, 1694L, 1696L, 1703L, 1709L, 1715L, 1745L, 1770L, - 1787L, 1798L, 1809L, 1813L, 1824L, 1855L, 1871L, 1879L, 1880L, 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177L, 243L, 414L, 440L, 473L, 547L, 583L, 605L, + 609L, 618L, 666L, 672L, 674L, 762L, 801L, 810L, 838L, 876L, + 937L, 946L, 952L, 982L, 984L, 991L, 1022L, 1035L, 1042L, 1086L, 1103L, 1104L, 1109L, 1117L, 1129L, 1144L, 1148L, 1250L, 1271L, 1298L, 1322L, 1342L, 1405L, 1410L, 1432L, 1434L, 1452L, 1517L, 1530L, 1550L, 1565L, 1569L, 1629L, 1662L, 1694L, 1703L, @@ -5372,26 +5142,7 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1662L, 1665L, 1676L, 1694L, 1695L, 1703L, 1709L, 1713L, 1719L, 1737L, 1745L, 1770L, 1798L, 1813L, 1818L, 1849L, 1869L, 1871L, 1879L, 1909L, 1911L, 1912L, 1919L, 1942L, 1944L, 1952L, 1955L, - 1964L, 1969L, 1978L, 20L, 46L, 70L, 75L, 76L, 117L, 121L, - 122L, 145L, 148L, 151L, 153L, 162L, 174L, 177L, 203L, 224L, - 255L, 277L, 281L, 290L, 294L, 299L, 309L, 311L, 314L, 322L, - 370L, 377L, 378L, 383L, 395L, 407L, 412L, 414L, 419L, 435L, - 447L, 454L, 467L, 468L, 498L, 506L, 511L, 555L, 569L, 573L, - 575L, 577L, 583L, 609L, 636L, 657L, 663L, 666L, 671L, 674L, - 680L, 685L, 702L, 706L, 731L, 764L, 781L, 794L, 810L, 813L, - 819L, 821L, 822L, 828L, 834L, 838L, 839L, 861L, 879L, 889L, - 894L, 908L, 911L, 934L, 937L, 947L, 961L, 966L, 980L, 981L, - 991L, 1012L, 1019L, 1022L, 1050L, 1058L, 1065L, 1071L, 1103L, - 1109L, 1112L, 1114L, 1115L, 1116L, 1124L, 1129L, 1142L, 1144L, - 1145L, 1162L, 1164L, 1196L, 1208L, 1213L, 1238L, 1250L, 1268L, - 1270L, 1271L, 1281L, 1284L, 1302L, 1315L, 1329L, 1346L, 1367L, - 1369L, 1388L, 1395L, 1400L, 1410L, 1448L, 1451L, 1452L, 1475L, - 1489L, 1493L, 1513L, 1555L, 1565L, 1567L, 1569L, 1579L, 1597L, - 1598L, 1605L, 1611L, 1616L, 1628L, 1643L, 1662L, 1676L, 1680L, - 1694L, 1696L, 1703L, 1709L, 1745L, 1770L, 1787L, 1793L, 1798L, - 1809L, 1813L, 1823L, 1824L, 1836L, 1849L, 1871L, 1875L, 1879L, - 1886L, 1909L, 1911L, 1919L, 1951L, 1955L, 1964L, 1965L, 1967L, - 1968L, 1970L, 1995L, 19L, 39L, 46L, 70L, 75L, 90L, 117L, + 1964L, 1969L, 1978L, 19L, 39L, 46L, 70L, 75L, 90L, 117L, 121L, 145L, 149L, 151L, 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44618L, 44699L, 44868L, 44917L, 45103L, + 45164L, 45269L, 45358L, 45437L, 45492L, 45648L, 45757L, 45944L, + 46015L, 46101L, 46285L, 46484L, 46590L, 46658L, 46749L, 46835L, + 46987L, 47157L, 47283L, 47345L, 47534L, 47588L, 47768L, 47964L, + 48064L, 48111L, 48232L, 48284L, 48330L, 48410L, 48503L, 48572L, + 48718L, 48865L, 48921L, 49115L, 49283L, 49355L, 49427L, 49590L, + 49717L, 49791L, 49922L, 49997L, 50058L, 50186L, 50265L, 50307L, + 50377L, 50454L, 50519L, 50567L, 50671L, 50844L, 51031L, 51183L, + 51273L, 51334L, 51400L, 51528L, 51673L, 51741L, 51846L, 51956L, + 52034L, 52095L, 52158L, 52292L, 52399L, 52469L, 52564L, 52626L, + 52690L, 52771L, 52851L, 52938L, 53099L, 53163L, 53314L, 53405L, + 53473L, 53529L, 53612L, 53672L, 53735L, 53873L), Dim = c(2000L, + 584L), Dimnames = list(c("CERNA1", "IGKV2-18", "LUADT1", + "AL133297.2", "AL021937.1", "GPR174", "DCLK2", "C16orf90", + "PCSK6-AS1", "AC001226.2", "POU6F2", "AC080129.2", "AC015908.3", + "CYP2A6", "PAX5", "COL6A5", "SMG6", "AL645634.1", "LINC02372", + "EDF1", "ZNF605", "ANKS4B", "LINC02413", "ACTR3B", "AC004067.1", + "HSD17B4", "AC007881.3", "KCNAB3", "PSMA3", "TMSB15A", "LIPE", + "FOXJ1", "GUCA2A", "PTX3", "LINC02559", "DCBLD1", "WFDC10B", + "FUNDC1", "ACADL", "KCNE1", "CLIC3", "FAM83D", "OSER1-DT", + "MAD1L1", "PLCL1", "SRPX2", "TOP3A", "PDX1", "LINC00407", + "AC138894.2", "CDK14", "U62317.4", "AC006013.1", "AC138969.3", + "PNMA5", "CELF1", "CCDC110", "MSL2", "ANO2", "PIBF1", "TREML4", + "KRTAP10-5", "EXO1", "FASTKD3", "AL035665.1", "TSSK1B", "PDZD11", + "AC233724.20", "PIGX", "CACNG2", "BIN2", "BTBD9-AS1", "HTR1B", + "LINC02012", "AL590428.1", "BRI3", "AP5Z1", "FAM81A", "AC008897.2", + "SCGB3A1", "USP17L8", "C5orf49", "HCFC2", "LINC00575", "AC117473.1", + "CHAF1A", "AARS", "PCOLCE", "SUSD2", "SYT16", "CMAS", "AC145212.1", + "IGHV3-21", "TXNDC5", "GRM1", "IGFALS", "OR4C13", "LINC02532", + "AC092675.1", "TBC1D3F", "COLCA1", "GPC1", "AC008991.1", + "AC131009.2", "TPCN2", "LINC01862", "C8orf89", "KRT39", "AC245060.2", + "RCL1", "SNX24", "C21orf62", "AP1G2", "LINC01489", "AC244517.10", + "CCDC129", "AF099810.1", "EIF3K", "AKAP3", "LINC02148", "DEF8", + "CIR1", "DNMT3A", "WASHC2C", "AC015936.1", "RBM43", "LINC01544", + "TBX18-AS1", "MRPS9", "ZNF781", "TCF4-AS1", "NOTCH4", "MT1X", + "ZNF250", "L3MBTL4-AS1", "AL356130.2", "AL118516.1", "AL513320.1", "NADK2", "TEAD3", "AC005329.2", "C1GALT1C1L", "PODNL1", "AC004870.3", "AC078881.1", "S100A12", "NUMA1", "AL392172.1", "NHLRC3", "HECTD4", "AC104066.2", "AKAP13", "OR4F15", "CPSF3", "LINC02100", @@ -6391,30 +6118,28 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TENT4A", "MASP2", "TMPRSS15"), c("CGATGGCAGACTCGAG-1", "ACCGTTCGTGGTCAAG-1", "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", "CATGCTCTCTCTCGCA-1", "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", "GACTCTCAGATACATG-1", - "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", "AGTTCCCCATACACCA-1", - "TTACCGCCAACCCGCA-1", "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", - "ATCAGGTAGACTAAGT-1", "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", - "TCGTGGGTCGTGTCAA-1", "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", - "CATCAAGTCAAAGGTA-1", "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", - "CGAGAAGTCAGACCGC-1", "GGACGTCCACTGCTTC-1", "GGTAATCTCGAGCCAC-1", - "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", "GGTTCTCAGGACTATA-1", - "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", "GGCACGTAGACTTCCA-1", - "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", "ATCACAGTCAGCTTGA-1", - "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", "AGGTTACAGGATTTCC-1", - "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", "CAGTTCCTCTCAACCC-1", - "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", "AGGTTACGTTGACTAC-1", - "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", "ACAAAGAGTTAGGCCC-1", - "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", "CTACAGACACATACTG-1", - "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", "TGTCCACAGGCATCTT-1", - "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", "GTTCTATTCCCTCGTA-1", - "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", "CTACCTGTCCACGTAA-1", - "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", "TACCCGTCAACGGCTC-1", - "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", "TCTTTGAAGTGCAACG-1", - "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", "TTGCCTGCAGATCCTA-1", + "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", "TTACCGCCAACCCGCA-1", + "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", + "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", + "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", + "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", + "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", + "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", + "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", + "ATCACAGTCAGCTTGA-1", "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", + "AGGTTACAGGATTTCC-1", "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", + "CAGTTCCTCTCAACCC-1", "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", + "AGGTTACGTTGACTAC-1", "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", + "ACAAAGAGTTAGGCCC-1", "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", + "CTACAGACACATACTG-1", "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", + "TGTCCACAGGCATCTT-1", "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", + "GTTCTATTCCCTCGTA-1", "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", + "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", + "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", + "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", "CCGGTGATCCTACCGT-1", - "TCCACCACAAAGGCGT-1", "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", - "AGCGCCACATAGTCGT-1", "CGATGCGCATCTGTTT-1", "CACTGGGCAACCAACT-1", - "ATCGTGATCAGCGTCG-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", + "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", + "CGATGCGCATCTGTTT-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", "TCACACCAGCAGCCCT-1", "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", "TCGGGACGTAACATGA-1", "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", "TGTGATGAGGACCCAA-1", @@ -6422,38 +6147,36 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", "AGTAACCTCATGAGGG-1", "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", "TCATGTTGTCATACCA-1", "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", "GCTTGGGAGCCAAGTG-1", - "CCGGACAGTCGTGGAA-1", "ACCACAAGTCAGGTGA-1", "GTGAGCCCATGGGAAC-1", - "TCGTAGAGTGAGTCAG-1", "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", - "GCCAACGAGCTGACTT-1", "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", - "AGACAAAGTGTCCTAA-1", "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", - "TGGCGTGTCAGACCCG-1", "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", - "TAGGGTTTCGTGCGAC-1", "ACACAGTTCCACCTGT-1", "CAAGGGACAGAGCGTA-1", - "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", "AGTAACCGTAGACACG-1", + "CCGGACAGTCGTGGAA-1", "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", + "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", + "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", + "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", + "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", + "ACACAGTTCCACCTGT-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", "CCTAACCTCTGCCCTA-1", - "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", "TCAAGTGAGGATAATC-1", - "TACGGGCGTTATAGCC-1", "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", - "CTACAGAGTCGCCACA-1", "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", - "GTGTGATAGCCTGTGC-1", "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", - "TGCTCGTCACGGATCC-1", "CTCATGCTCCACGGGT-1", "AGAAGTATCGAGTCCG-1", - "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", "TGAGGGACAAGCTGTT-1", - "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", "ACCATTTGTTCTCCCA-1", - "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", "CGAGTTAAGAAGGATG-1", - "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", "GGTGTCGTCCCATGGG-1", - "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", "TCGCACTCAATCGCCG-1", - "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", "ATGAGTCTCTTTGATC-1", - "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", "TACCGAAGTCCTGTCT-1", - "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", "TGGTTAGTCCGAGAAG-1", - "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", "CCTTTGGGTGATTCTG-1", - "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", "ACTGTGACATTCTTCA-1", - "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", "GAGGGTACAAACCACT-1", - "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", "GTAAGTCGTACCTAAC-1", - "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", "TATCTGTCATAACTCG-1", - "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", "TTCTGTACAACGCCCA-1", - "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", "CTATCTAAGACATAAC-1", - "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", "TTTGACTAGTCATACC-1", - "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", "CGGAATTAGTAGGGTC-1", - "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", "GATCAGTCACCAGCTG-1", - "CGATGCGTCGATTCCC-1", "TGACAGTAGGCATGCA-1", "TTCAATCCACTTCAGA-1", + "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", "TACGGGCGTTATAGCC-1", + "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", + "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", + "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", + "CTCATGCTCCACGGGT-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", + "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", + "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", + "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", + "GGTGTCGTCCCATGGG-1", "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", + "TCGCACTCAATCGCCG-1", "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", + "ATGAGTCTCTTTGATC-1", "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", + "TACCGAAGTCCTGTCT-1", "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", + "TGGTTAGTCCGAGAAG-1", "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", + "CCTTTGGGTGATTCTG-1", "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", + "ACTGTGACATTCTTCA-1", "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", + "GAGGGTACAAACCACT-1", "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", + "GTAAGTCGTACCTAAC-1", "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", + "TATCTGTCATAACTCG-1", "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", + "TTCTGTACAACGCCCA-1", "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", + "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", + "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", + "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", + "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TTCAATCCACTTCAGA-1", "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", "AGATCCAGTAACAGGC-1", "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", "TTCTGTAAGCCTTGAT-1", "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", "TTGCCTGGTATACGGG-1", @@ -6461,59 +6184,56 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", "TGAATCGGTGGTTCTA-1", "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", "GCACTAACATTGACAC-1", "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", "AGATCGTCACTTACAG-1", - "AGGGAGTGTTTACACG-1", "CAAGAGGAGGCAGGTT-1", "GGTGGCTAGAAGCCTG-1", - "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", "GCAACATGTCCTACAA-1", + "AGGGAGTGTTTACACG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", "GTTTGGAGTTTCGACA-1", "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", "TAGATCGAGTTAGTAG-1", "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", "ATGACCATCCCGTTCA-1", - "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", "CAGCGTGGTACGATCT-1", - "AGATGAACACACCTTC-1", "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", - "TGAGGAGCATGGAAGC-1", "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", - "GTGTAACCAGTAACCT-1", "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", - "AGTAACCGTATTTCCT-1", "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", - "AGAGAATTCTATCGCC-1", "TATTCCAGTTTGGAAA-1", "TGGCGTGTCCTCTCGA-1", - "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", "CCACGTTTCATTGGTG-1", - "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", "GGAAGTGCAAGTTCGT-1", - "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", "GATGACTTCTTTCCAA-1", - "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", "TCTGCCATCTGTGCTC-1", - "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", "TAATTCCAGCACTTTG-1", - "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", "ACGGGTCAGCGACTGA-1", - "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", "TCAAGACAGCTTTGTG-1", - "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", "CTCCATGAGCCGGATA-1", - "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", "AACGGGAGTGCAATGG-1", - "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", "GAGAAATGTCGCGTCA-1", - "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", "TGGATCAAGCGACTGA-1", - "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", "TCACTATTCACTTATC-1", - "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", "TGAATCGCACGCTGAC-1", + "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", "AGATGAACACACCTTC-1", + "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", + "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", + "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", + "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", + "TATTCCAGTTTGGAAA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", + "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", + "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", + "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", + "TCTGCCATCTGTGCTC-1", "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", + "TAATTCCAGCACTTTG-1", "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", + "ACGGGTCAGCGACTGA-1", "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", + "TCAAGACAGCTTTGTG-1", "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", + "CTCCATGAGCCGGATA-1", "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", + "AACGGGAGTGCAATGG-1", "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", + "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", + "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", + "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", "ATATCCTAGGGATCAC-1", "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", "ATCATTCTCACGTCCT-1", "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", "AGAAATGTCTGTAAGC-1", "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", "AACCTGATCACTGGTA-1", - "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", "AAGTTCGAGAGAACCC-1", - "TCGACCTAGACGACTG-1", "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", - "CACGTTCTCGACCTAA-1", "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", - "CCCTTAGAGACGCATG-1", "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", - "TCTCTGGTCTTGCGCT-1", "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", - "TCTCAGCTCTTGATTC-1", "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", - "GTGTAACCATTAGGCT-1", "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", - "ACGGTTATCTGTGTGA-1", "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", - "CTCTCGACAGCTGTGC-1", "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", - "AAAGGGCTCTGTACAG-1", "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", - "TTTGGAGCAAAGCGTG-1", "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", - "GGGCTCATCATTGTTC-1", "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", - "GAGTTACTCCCGTTGT-1", "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", - "AGATGCTTCGTTGCCT-1", "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", - "CTACCTGCAATGTTGC-1", "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", - "TTCTTCCAGGACATCG-1", "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", - "GTGCTTCCAAATCGTC-1", "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", - "GTAATGCTCGTTTACT-1", "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", - "AGAGCAGTCTCCCATG-1", "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", - "CTTTCAAAGGATTCCT-1", "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", - "AGATCCAGTGACTAAA-1", "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", - "GTTCGCTAGTAATCCC-1", "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", - "TTCCTTCCATGACTAC-1", "GCGTGCATCTATACGG-1", "AACAGGGAGAGCGACT-1", - "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", "AAAGAACGTAGGCAGT-1", - "CAGATACAGTAGAGTT-1", "TGGATGTAGTTTGTCG-1", "TCAGGGCCACTTCATT-1", + "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", "TCGACCTAGACGACTG-1", + "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", + "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", + "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", + "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", + "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", + "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", + "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", + "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", + "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", + "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", + "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", + "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", + "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", + "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", + "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", + "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", + "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", + "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", + "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", + "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", + "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", "GCGTGCATCTATACGG-1", + "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", + "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TCAGGGCCACTTCATT-1", "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", "GTAATCGAGAATACAC-1", "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", "AGGACTTAGGGCTTCC-1", "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", "TTGTTGTGTCTACGAT-1", @@ -6521,31 +6241,31 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", "TGACGCGAGCCTCTTC-1", "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", "ACCCTTGGTTACCGTA-1", "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", "CGCGTGAAGGCTTCCG-1", - "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", "GTCACGGGTTATTCCT-1", - "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", "TGAGTCAAGACTCTTG-1", - "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", "TGCGATATCGTAGTCA-1", - "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", "ATCGGCGTCACAAGAA-1", - "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", "CATCGCTTCCTTCTAA-1", - "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", "CGGGCATTCATTTGTC-1", - "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", "GGGACCTAGCCTTGAT-1", - "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", "CTATCTAGTATGTGTC-1", + "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", "CACATGATCTATTCGT-1", + "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", + "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", + "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", + "ATCGGCGTCACAAGAA-1", "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", + "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", + "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", + "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", "CCTAACCGTGCCTACG-1", "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", "GAGGGTAGTGGTTTAC-1", "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", "ACCTGTCCAGGACTAG-1", "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", "CCGTTCACAACGGCTC-1", "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", "GCTACCTAGCCGAACA-1", - "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", "TCATTGTGTATACCTG-1", - "GTTCATTAGTGGATTA-1", "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", - "CTTCTAACATCGTTCC-1", "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", - "GTAGCTACACCAGTTA-1", "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", - "AGCGCTGTCAGTCATG-1", "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", - "GTGAGTTAGCAAGCCA-1", "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", - "ACAGCCGGTGATGTAA-1", "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", - "ACTTATCCAATCGCCG-1", "AATTCCTCAAGACCTT-1", "GTATTGGCATGGGTCC-1", - "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", "GTTGTCCCAGGCCCTA-1", - "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", "GCACGTGGTGGAAGTC-1", - "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", "GGATCTACACTTGACA-1", - "CTCCAACGTGATTAGA-1", "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", + "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", "GTTCATTAGTGGATTA-1", + "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", + "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", + "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", + "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", + "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", + "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", + "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", + "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", + "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", + "GGATCTACACTTGACA-1", "TTCCGGTCAACACACT-1", "CTCCAACGTGATTAGA-1", + "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", "TGCTTGCCATGTCAGT-1", "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", "TCCCATGCAGTCGGTC-1", "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", "AGGTTACTCCTAACAG-1", "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", "ATCCGTCTCAGCGGAA-1", @@ -6572,10 +6292,9 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", "TCAGTGACAGGCTATT-1", "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", "CTTCTAACAGCTTCCT-1", "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", "CGGAGAAGTCACCGCA-1", - "GTGATGTCAAATGATG-1", "CACGTGGGTTAGTTCG-1", "GAAGGGTGTGAAGCTG-1", - "ATCACAGGTCTAGGCC-1", "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", - "AGCCAGCTCTACCAGA-1", "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", - "GCTTGGGTCTACCCAC-1", "TATCCTAGTGATACTC-1", "GCACGTGGTGGTTTAC-1", + "GTGATGTCAAATGATG-1", "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", + "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", + "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", "GCACGTGGTGGTTTAC-1", "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", "GTTGTAGAGTAACCGG-1", "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", "GCGTTTCTCCACGAAT-1", "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", "AACAGGGAGAAGCGGG-1", @@ -6583,12 +6302,12 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", "GTAGGTTCACGGAAGT-1", "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", "TTTAGTCGTACAGCGA-1", "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", "CAGTTCCGTCGTGTTA-1", - "CGAGTTATCCCAATAG-1", "ACCGTTCTCGCTGTCT-1", "TTTATGCTCTTGTTAC-1", - "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", "ATTTACCCAGATGCGA-1", - "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", "GGGTCTGCAAAGGCTG-1", - "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", "AAGTACCTCCCGAATA-1", - "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", "TCGCTCAGTCTACACA-1", - "GATCGTAGTCACTCGG-1", "TACCTCGTCGACCCAG-1", "TAGAGTCGTTGTTGAC-1", + "CGAGTTATCCCAATAG-1", "GTAGAAACAGACCTAT-1", "ACCGTTCTCGCTGTCT-1", + "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", + "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", + "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", + "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", + "TCGCTCAGTCTACACA-1", "TACCTCGTCGACCCAG-1", "TAGAGTCGTTGTTGAC-1", "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", "GACTGATTCAAGGAGC-1", "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", "GGTCACGAGTGAGCCA-1" )), x = c(3, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, @@ -6635,182 +6354,169 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1, 1, 1, 2, 2, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 6, 1, 2, 1, 1, 1, 2, 1, 1, 2, 4, 1, 19, 1, 1, 1, 1, 1, - 31, 48, 1, 1, 1, 2, 1, 11, 1, 1, 1, 10, 28, 1, 3, 2, 1, 1, - 1, 4, 5, 1, 4, 1, 1, 8, 2, 2, 1, 1, 2, 3, 1, 2, 1, 1, 8, - 7, 3, 2, 3, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 3, 1, - 1, 3, 1, 1, 2, 1, 3, 1, 1, 2, 3, 1, 1, 1, 2, 2, 2, 4, 4, - 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 2, 2, 3, - 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 3, 1, 1, 1, 1, 1, 2, 3, 1, - 2, 1, 1, 1, 1, 1, 3, 1, 2, 1, 1, 7, 2, 1, 3, 1, 1, 3, 2, - 1, 2, 1, 1, 3, 14, 2, 3, 1, 1, 1, 1, 1, 32, 122, 1, 2, 1, - 1, 1, 4, 1, 1, 1, 1, 1, 1, 33, 1, 1, 2, 3, 1, 1, 9, 22, 1, - 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 3, 1, 1, - 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 3, - 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 2, 3, 1, 1, 1, 1, 1, 2, 1, - 1, 1, 3, 2, 1, 2, 1, 1, 1, 9, 1, 1, 1, 1, 2, 1, 15, 1, 38, - 2, 7, 1, 1, 1, 13, 2, 1, 1, 6, 27, 1, 8, 2, 2, 1, 1, 1, 1, - 9, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 4, 3, 7, 2, 2, 2, 1, - 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 5, 1, 1, 1, 2, 1, 1, - 1, 2, 6, 1, 3, 1, 4, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, - 1, 2, 4, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 3, 1, 1, - 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 3, 3, 1, 1, 1, 1, 3, 2, 1, - 5, 1, 1, 2, 2, 1, 6, 3, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, - 1, 1, 1, 3, 1, 1, 3, 1, 1, 3, 9, 1, 1, 1, 1, 2, 1, 16, 2, - 1, 1, 108, 1, 1, 1, 1, 5, 2, 1, 22, 2, 3, 1, 2, 1, 9, 1, - 30, 2, 2, 1, 5, 3, 1, 1, 4, 4, 2, 3, 2, 2, 1, 4, 1, 2, 1, - 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, - 4, 1, 5, 1, 1, 1, 1, 1, 1, 1, 2, 1, 3, 1, 1, 1, 2, 4, 1, - 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 11, 1, 1, 1, 1, 1, 23, 1, - 44, 1, 1, 1, 1, 2, 5, 1, 1, 1, 1, 4, 15, 1, 2, 1, 1, 2, 1, - 3, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 2, 2, 7, 1, 11, 25, 1, 1, 7, 2, 1, 3, 19, - 1, 1, 1, 1, 1, 1, 4, 1, 2, 1, 3, 1, 5, 1, 4, 1, 3, 2, 1, - 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 8, 1, 2, 1, - 1, 1, 1, 3, 1, 1, 1, 2, 4, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, - 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 5, 2, 2, 1, 1, - 1, 1, 1, 1, 1, 2, 2, 4, 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1, 1, + 1, 1, 1, 1, 29, 1, 64, 2, 1, 1, 2, 7, 1, 2, 1, 1, 1, 17, 1, 2, 1, 14, 48, 1, 13, 1, 1, 2, 1, 1, 1, 1, 6, 2, 1, 1, 1, 1, 1, 3, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 5, 1, 2, 19, 16, 1, 1, 12, 1, 2, 7, 1, 1, 1, 1, 1, @@ -6878,197 +6584,170 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 2, 1, 1, 1, 2, 1, 2, 2, 3, 1, 5, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 2, 1, 1, 10, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 2, 1, 1, 1, 1, 19, 1, 2, 1, 45, 1, 129, 2, 1, 1, 2, 1, 2, - 32, 1, 2, 2, 1, 1, 7, 1, 33, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, - 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 4, - 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 2, 1, 4, 4, - 1, 1, 5, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 3, - 2, 3, 1, 3, 1, 6, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 5, 3, - 1, 1, 1, 21, 1, 1, 3, 1, 40, 112, 2, 1, 4, 1, 1, 1, 1, 2, - 1, 19, 1, 1, 1, 8, 59, 4, 2, 2, 1, 1, 2, 2, 2, 4, 1, 1, 1, - 5, 2, 2, 1, 2, 1, 1, 1, 1, 1, 3, 1, 1, 2, 2, 1, 1, 1, 1, - 1, 3, 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1, 2, 1, 24, - 1, 1, 1, 1, 8, 18, 1, 2, 1, 2, 3, 1, 1, 1, 1, 3, 1, 1, 1, - 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 3, 1, 1, 5, 3, 1, 1, 2, - 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 12, 1, 1, - 27, 60, 2, 1, 1, 23, 1, 1, 4, 1, 7, 18, 2, 1, 1, 2, 1, 5, - 8, 2, 1, 1, 12, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 12, 2, 1, 1, - 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1, 8, 2, 1, 1, - 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 5, 1, 1, 1, 1, 4, 2, 1, 1, - 1, 1, 1, 2, 1, 1, 3, 1, 1, 2, 1, 1, 1, 3, 2, 2, 1, 2, 1, - 2, 1, 1, 1, 1, 3, 3, 1, 1, 6, 1, 1, 2, 1, 5, 1, 1, 1, 1, - 2, 1, 1, 1, 1, 6, 1, 2, 1, 1, 1, 1, 3, 2, 6, 2, 1, 1, 1, - 1, 3, 1, 1, 2, 1, 2, 17, 1, 1, 1, 1, 1, 1, 1, 1, 2, 38, 67, - 1, 2, 3, 1, 2, 2, 1, 4, 1, 1, 5, 1, 27, 2, 1, 1, 1, 1, 5, - 1, 2, 1, 1, 1, 2, 6, 23, 3, 1, 13, 5, 1, 1, 5, 2, 1, 2, 1, - 2, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, - 1, 1, 1, 1, 1, 1, 1, 6, 1, 19, 1, 42, 2, 1, 1, 1, 1, 9, 2, - 7, 4, 1, 1, 2, 1, 2, 3, 1, 2, 1, 1, 5, 1, 3, 1, 1, 2, 2, - 1, 1, 1, 1, 1, 1, 1, 1, 3, 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1, 1, 1, 2, 3, 1, 1, 1, 2, 2, + 1, 1, 2, 4, 1, 1, 1, 1, 31, 2, 1, 86, 1, 57, 2, 1, 1, 4, + 2, 1, 2, 34, 1, 13, 21, 1, 1, 1, 1, 3, 2, 2, 1, 1, 2, 1, + 1, 1, 1, 1, 1, 6, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 2, + 1, 1, 3, 2, 1, 2, 1, 3, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, + 1, 1, 1, 1, 1, 1, 2, 2, 4, 1, 2, 1, 1, 1, 1, 2, 2, 4, 1, + 1, 1, 1, 9, 1, 1, 1, 1, 2, 1, 1, 1, 13, 1, 1, 1, 13, 2, 154, + 4, 1, 1, 2, 1, 1, 14, 1, 2, 1, 1, 1, 1, 7, 1, 30, 1, 1, 1, + 2, 1, 4, 1, 6, 2, 1, 2, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 2, + 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 4, 3, 7, 1, 1, 1, 2, 1, + 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 3, 1, 6, 2, 1, 3, 2, 1, + 2, 1, 1, 4, 3, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 6, 1, 4, + 1, 1, 2, 1, 1, 1, 15, 1, 1, 117, 1, 1, 2, 1, 13, 1, 1, 2, + 9, 29, 1, 1, 1, 24, 1, 1, 1, 1, 2, 5, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, + 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 3, 1, 1, 2, 1, 1, 2, + 2, 1, 1, 24, 1, 1, 1, 75, 57, 1, 2, 1, 1, 28, 1, 1, 12, 19, 1, 1, 1, 2, 3, 2, 9, 2, 1, 2, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 6, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 3, 1, 2, 1, 1, 1, 1, 4, 1, 1, @@ -7442,872 +7102,814 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 1, 4, 1, 1, 4, 1, 1, 3, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 5, 3, 1, 3, 1, 1, 1, 2, 1, 1, 1, 1, 1, 8, 1, 81, 2, 2, 1, 2, 1, 15, 3, 3, 10, - 1, 1, 1, 11, 1, 2, 1, 4, 2, 1, 2, 5, 1, 10, 1, 1, 1, 2, 1, - 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 6, 3, 1, 1, 2, 3, 1, 1, 4, - 1, 1, 1, 1, 1, 2, 1, 3, 1, 1, 1, 1, 12, 1, 1, 1, 1, 3, 2, - 1, 4, 1, 1, 1, 1, 1, 22, 2, 1, 1, 1, 68, 1, 1, 93, 1, 1, - 4, 1, 1, 39, 12, 4, 1, 17, 19, 1, 1, 1, 1, 1, 1, 14, 1, 5, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 5, 1, 1, 2, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, - 3, 1, 1, 1, 2, 1, 1, 1, 16, 1, 1, 53, 1, 1, 69, 1, 1, 1, - 32, 4, 1, 1, 1, 1, 4, 24, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, - 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 11, 63, 1, 1, 9, 1, 1, - 4, 8, 1, 1, 1, 1, 3, 1, 4, 2, 1, 2, 1, 1, 1, 1, 1, 5, 1, - 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 2, - 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 4, 1, 1, - 1, 1, 2, 1, 4, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 4, 1, 1, - 1, 3, 1, 1, 2, 1, 1, 11, 1, 1, 96, 3, 2, 1, 2, 1, 1, 14, - 1, 1, 1, 3, 22, 6, 2, 1, 1, 1, 1, 1, 1, 3, 1, 21, 1, 2, 1, - 1, 3, 1, 6, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 6, 1, 1, 2, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 1, 2, 4, - 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 3, 1, 3, 2, 1, - 3, 2, 1, 1, 3, 1, 1, 1, 5, 2, 1, 1, 1, 3, 1, 1, 7, 1, 106, - 1, 1, 1, 2, 1, 2, 1, 3, 1, 1, 7, 14, 1, 1, 5, 2, 1, 1, 1, - 1, 2, 2, 1, 1, 1, 1, 1, 5, 4, 1, 1, 1, 2, 1, 1, 1, 1, 1, - 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 3, 4, 1, 1, 1, 1, 3, 2, 1, - 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 16, 2, 1, 49, 1, 1, 1, 120, 3, 2, 1, - 1, 35, 1, 2, 1, 1, 17, 10, 3, 2, 2, 1, 1, 4, 4, 6, 1, 8, - 3, 6, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, - 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 4, 2, 1, 1, 6, 2, 1, 1, - 1, 2, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 2, 1, - 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 5, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 4, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, - 8, 1, 1, 1, 1, 2, 1, 1, 1, 28, 1, 102, 1, 1, 1, 1, 2, 1, - 1, 15, 1, 2, 1, 1, 11, 37, 2, 6, 2, 3, 2, 1, 2, 1, 1, 1, - 2, 1, 1, 1, 1, 1, 1, 7, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, - 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 3, 2, 2, 3, 2, 2, - 1, 1, 2, 1, 4, 1, 1, 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 2, - 1, 2, 1, 3, 1, 5, 2, 1, 1, 3, 1, 1, 1, 1, 8, 1, 2, 1, 1, - 1, 1, 1, 1, 3, 1, 1, 1, 2, 2, 1, 1, 2, 4, 1, 1, 1, 10, 1, - 1, 1, 19, 1, 93, 1, 1, 2, 1, 1, 1, 2, 1, 2, 8, 1, 4, 1, 2, - 1, 3, 26, 1, 1, 3, 1, 1, 1, 1, 1, 3, 7, 1, 5, 3, 1, 1, 1, - 2, 4, 1, 1, 3, 2, 2, 1, 1, 12, 2, 3, 2, 1, 1, 1, 1, 1, 1, - 1, 6, 1, 1, 1, 2, 1, 5, 1, 2, 1, 2, 1, 1, 3, 1, 2, 3, 1, - 1, 3, 2, 3, 1, 6, 4, 1, 1, 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 5, 1, 3, 1, 1, 1, 1, 1, 2, 1, 2, 1, - 1, 2, 2, 1, 2, 1, 1, 3, 7, 1, 3, 1, 1, 1, 1, 1, 2, 2, 1, - 1, 1, 1, 3, 10, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 25, 1, 105, - 1, 2, 1, 1, 3, 1, 1, 1, 28, 1, 1, 2, 3, 1, 1, 1, 9, 20, 1, - 13, 2, 1, 4, 3, 1, 4, 1, 1, 1, 1, 1, 1, 4, 1, 2, 1, 2, 1, - 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 4, 2, 1, - 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 3, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 18, 1, 3, 51, 2, 2, 2, - 1, 6, 4, 11, 1, 1, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 1, 2, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, - 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, - 1, 2, 2, 1, 5, 72, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 10, 1, - 1, 1, 1, 1, 2, 1, 2, 6, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, - 4, 1, 1, 4, 1, 1, 1, 9, 1, 1, 1, 1, 9, 1, 28, 29, 1, 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1, 1, 2, 1, 1, 1, 1, - 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 2, - 1, 2, 1, 1, 1, 2, 1, 3, 1, 2, 1, 1, 1, 1, 2, 21, 1, 1, 1, - 60, 1, 48, 1, 5, 1, 23, 2, 1, 16, 21, 2, 3, 1, 1, 2, 1, 1, - 1, 1, 5, 1, 1, 1, 1, 1, 5, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 3, 1, 1, 1, 1, - 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, - 2, 1, 1, 1, 1, 1, 1, 2, 1, 3, 1, 1, 1, 1, 4, 2, 13, 1, 131, - 1, 1, 1, 2, 1, 1, 1, 9, 1, 1, 6, 1, 1, 8, 16, 1, 1, 1, 2, - 1, 1, 1, 3, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 2, 1, 1, 1, 1, 1, 5, 1, 1, 1, 4, 2, 2, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 29, 1, 1, 1, 59, - 1, 34, 1, 2, 1, 25, 1, 11, 26, 1, 2, 1, 2, 2, 1, 1, 3, 1, - 1, 2, 2, 2, 1, 1, 1, 1, 1, 4, 1, 1, 2, 2, 1, 2, 1, 1, 2, - 1, 4, 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, - 1, 2, 1, 1, 3, 1, 1, 22, 1, 1, 3, 96, 61, 1, 1, 4, 1, 2, - 49, 1, 18, 22, 1, 1, 4, 1, 1, 1, 1, 2, 3, 1, 2, 1, 1, 2, - 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 3, 1, 1, 4, 1, 1, 1, 1, 2, - 3, 3, 3, 2, 1, 1, 1, 6, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 11, 1, 1, 1, 1, 2, 1, 1, 3, 3, 2, 1, 2, - 4, 1, 1, 3, 1, 4, 1, 1, 1, 3, 2, 1, 2, 1, 1, 2, 1, 1, 1, - 7, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 3, - 1, 1, 1, 3, 1, 1, 3, 1, 16, 1, 1, 1, 1, 1, 2, 40, 2, 124, - 2, 2, 2, 1, 3, 1, 1, 1, 21, 1, 1, 1, 1, 1, 2, 10, 63, 2, - 3, 4, 1, 1, 1, 1, 1, 1, 1, 1, 2, 4, 1, 1, 2, 1, 1, 1, 1, - 1, 1, 3, 1, 1, 1, 1, 1, 1, 3, 1, 1, 2, 2, 2, 1, 1, 3, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 8, 1, 15, 35, 1, 1, 2, 1, 8, 1, 1, - 1, 4, 15, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 4, 1, 2, 11, 2, 1, - 2, 4, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 3, - 2, 1, 1, 4, 3, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, - 1, 3, 1, 1, 3, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 4, - 4, 1, 1, 1, 3, 1, 1, 1, 1, 5, 1, 3, 1, 1, 1, 1, 2, 2, 1, - 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 7, 2, 1, 1, - 1, 1, 19, 1, 73, 1, 2, 1, 1, 1, 3, 2, 1, 18, 1, 4, 1, 1, - 1, 3, 17, 1, 1, 7, 1, 2, 1, 1, 1, 1, 3, 2, 1, 2, 1, 1, 1, - 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 3, - 6, 3, 1, 1, 1, 1, 4, 2, 1, 2, 2, 2, 1, 1, 5, 1, 5, 1, 1, - 1, 2, 3, 5, 1, 2, 1, 1, 1, 1, 3, 1, 1, 1, 1, 3, 1, 1, 14, - 1, 1, 1, 2, 1, 1, 1, 1, 1, 4, 2, 1, 1, 1, 2, 2, 1, 23, 1, - 1, 3, 1, 1, 1, 2, 77, 1, 1, 98, 1, 4, 1, 2, 1, 36, 1, 1, - 1, 18, 45, 27, 1, 2, 1, 1, 1, 1, 4, 1, 4, 1, 1, 7, 1, 1, - 4, 3, 4, 1, 4, 1, 1, 1, 1, 1, 1, 4, 3, 1, 1, 3, 1, 1, 2, - 1, 2, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 2, 1, 1, 1, 1, - 1, 1, 1, 3, 2, 1, 3, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, - 6, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 3, 3, 1, 2, - 3, 1, 1, 14, 1, 1, 1, 1, 1, 1, 1, 30, 2, 71, 3, 1, 3, 1, - 1, 1, 19, 1, 1, 2, 1, 7, 35, 2, 1, 13, 1, 1, 1, 1, 1, 10, - 1, 2, 2, 1, 4, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 3, 3, 1, - 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 6, 2, 1, 1, 1, 1, 9, 1, 53, 1, 2, 1, 1, 1, - 5, 2, 1, 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1, 1, 1, 4, 6, 1, 1, 2, 1, 1, 1, 1, + 1, 1, 1, 5, 1, 1, 1, 1, 1, 1, 1, 5, 1, 1, 1, 1, 1, 1, 1, + 5, 12, 14, 1, 1, 1, 1, 1, 16, 3, 1, 8, 16, 1, 1, 2, 1, 1, + 3, 1, 2, 1, 6, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, + 1, 2, 1, 1, 1, 1, 2, 6, 2, 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 6, 3, 1, 4, 1, + 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 5, 1, 1, 1, + 2, 7, 1, 75, 8, 1, 6, 1, 1, 4, 1, 1, 6, 3, 1, 2, 5, 28, 1, + 1, 1, 1, 12, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, + 3, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, + 5, 1, 1, 1, 1, 24, 2, 3, 5, 2, 1, 1, 1, 15, 1, 1, 1, 1, 1, + 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 9, + 6, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 5, 1, 1, + 1, 1, 1, 2, 7, 2, 45, 1, 1, 1, 5, 1, 1, 4, 1, 3, 64, 1, 1, + 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 10, 5, 1, 1, 1, 1, 1, + 1, 1, 1, 4, 1, 1, 1, 3, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, + 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, + 1, 3, 2, 1, 1, 8, 3, 1, 2, 3, 1, 1, 1, 1, 1, 1, 20, 1, 31, + 55, 2, 2, 33, 1, 1, 2, 1, 1, 1, 13, 33, 1, 1, 1, 1, 1, 1, + 7, 2, 1, 1, 3, 2, 1, 2, 3, 1, 2, 1, 1, 1, 2, 1, 1, 1, 3, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 3, + 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 14, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 34, 1, 2, 1, 76, 33, 1, 2, 1, 1, 33, 2, 1, 1, 16, + 20, 3, 1, 2, 1, 1, 1, 2, 1, 2, 3, 3, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 2, 1, 1, 3, 1, 2, 1, 3, + 1, 1, 1, 1, 1, 2, 1, 2, 1, 5, 1, 1, 1, 1, 1, 1, 2, 1, 1, + 1, 1, 1, 1, 1, 8, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 3, 12, 1, + 1, 1, 8, 73, 2, 2, 1, 1, 1, 1, 3, 1, 13, 1, 11, 31, 3, 4, + 2, 2, 1, 1, 1, 11, 2, 2, 53, 1, 6, 1, 2, 6, 1, 1, 12, 1, + 3, 1, 1, 1, 2, 1, 5, 2, 1, 1, 1, 1, 1, 1, 2, 2, 3, 1, 2, + 2, 3, 2, 5, 1, 1, 2, 1, 6, 1, 1, 2, 1, 1, 1, 2, 2, 1, 5, + 2, 3, 1, 1, 1, 2, 6, 1, 1, 2, 3, 1, 4, 2, 3, 2, 1, 2, 1, + 1, 1, 1, 1, 1, 2, 8, 1, 1, 1, 1, 3, 1, 2, 3, 3, 1, 1, 4, + 2, 1, 1, 1, 4, 1, 1, 1, 1, 6, 1, 1, 1, 3, 1, 1, 1, 1, 8, + 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 4, 1, 2, 2, 1, 1, 1, 2, 2, + 4, 2, 1, 2, 1, 6, 3, 1, 3, 1, 4, 1, 29, 1, 2, 2, 141, 1, + 1, 3, 2, 1, 2, 1, 2, 1, 25, 1, 1, 2, 1, 18, 47, 1, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 3, 1, + 2, 1, 1, 1, 1, 1, 1, 1, 4, 2, 1, 1, 1, 1, 1, 5, 1, 1, 2, + 1, 5, 1, 2, 1, 1, 1, 1, 1, 1, 3, 5, 1, 16, 2, 34, 2, 2, 42, 1, 1, 4, 1, 1, 1, 1, 2, 14, 1, 1, 1, 10, 55, 3, 1, 1, 1, 6, 1, 3, 1, 1, 1, 1, 1, 2, 2, 1, 6, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 2, 4, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, @@ -8734,67 +8330,67 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 11, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 36, 1, 2, 1, 1, 3, 84, 1, 1, 1, 24, 1, 5, 1, 1, 1, - 24, 1, 1, 26, 17, 1, 1, 1, 8, 1, 2, 5, 1, 1, 1, 13, 2, 1, - 9, 12, 1, 4, 1, 1, 1, 1, 3, 3, 2, 34, 2, 2, 1, 2, 1, 1, 2, - 1, 1, 1, 2, 3, 1, 4, 3, 1, 1, 3, 1, 3, 2, 6, 3, 1, 2, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 6, 1, 24, 1, 5, 4, 1, - 3, 1, 2, 3, 1, 1, 12, 2, 1, 2, 1, 1, 3, 1, 1, 2, 1, 1, 1, - 7, 1, 12, 2, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 31, 8, 1, 1, 5, - 1, 5, 2, 1, 27, 1, 1, 1, 1, 1, 2, 3, 1, 1, 3, 2, 2, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 2, 1, - 1, 4, 3, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, - 4, 1, 1, 3, 3, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 3, 1, 2, 1, - 1, 1, 1, 5, 2, 9, 1, 1, 1, 1, 1, 1, 17, 2, 58, 2, 1, 2, 1, - 1, 1, 1, 8, 1, 1, 5, 1, 19, 1, 1, 1, 1, 1, 3, 1, 2, 1, 1, - 1, 2, 1, 12, 2, 1, 1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, - 9, 6, 1, 1, 5, 1, 1, 1, 2, 1, 1, 1, 14, 1, 1, 11, 1, 1, 2, - 1, 1, 3, 1, 5, 6, 2, 1, 1, 87, 4, 1, 2, 1, 1, 2, 8, 5, 1, - 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 3, 1, 1, 5, 1, 2, 1, 2, - 1, 1, 1, 2, 1, 3, 1, 1, 2, 1, 1, 1, 2, 1, 1, 4, 2, 1, 2, - 1, 5, 1, 1, 1, 1, 1, 4, 6, 1, 2, 1, 2, 1, 1, 1, 1, 1, 3, - 1, 3, 1, 1, 1, 2, 3, 6, 2, 2, 1, 1, 1, 1, 3, 1, 1, 1, 3, - 5, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 9, 1, 1, 1, 2, 3, - 6, 3, 1, 1, 3, 1, 9, 23, 1, 3, 1, 1, 3, 1, 29, 1, 1, 122, - 1, 2, 2, 2, 2, 1, 1, 2, 2, 8, 1, 29, 2, 3, 1, 10, 3, 1, 1, - 1, 11, 2, 39, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 1, - 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, - 1, 7, 1, 1, 1, 4, 1, 11, 52, 1, 1, 2, 4, 2, 1, 1, 1, 3, 42, - 1, 2, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, - 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, - 1, 1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 8, 1, 1, 1, - 11, 1, 32, 9, 1, 1, 22, 1, 1, 1, 2, 14, 1, 1, 1, 1, 3, 2, - 1, 1, 1, 1, 1, 12, 3, 1, 1, 1, 3, 1, 1, 2, 1, 1, 4, 1, 1, - 1, 2, 2, 12, 3, 5, 2, 1, 1, 3, 1, 2, 2, 1, 1, 2, 1, 1, 1, - 5, 1, 1, 3, 2, 2, 1, 1, 1, 2, 1, 3, 1, 1, 2, 1, 1, 1, 8, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 5, 1, 1, 1, 1, 1, 2, 1, 1, - 3, 1, 2, 3, 1, 2, 1, 1, 1, 2, 3, 1, 1, 1, 4, 1, 1, 1, 3, - 1, 1, 2, 1, 1, 1, 1, 4, 1, 2, 1, 1, 1, 2, 6, 1, 1, 1, 1, - 1, 2, 1, 1, 1, 1, 8, 3, 5, 1, 3, 2, 1, 1, 1, 3, 3, 3, 2, - 1, 1, 3, 2, 9, 1, 3, 1, 2, 1, 1, 2, 1, 2, 1, 1, 6, 7, 2, - 2, 1, 2, 1, 1, 1, 1, 21, 1, 124, 3, 2, 1, 3, 1, 2, 2, 1, - 3, 1, 1, 2, 3, 11, 1, 1, 1, 4, 1, 1, 1, 6, 70, 1, 2, 1, 1, - 3, 5, 1, 4, 1, 1, 4, 2, 23, 1, 4, 1, 1, 1, 4, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 2, 1, 1, 1, 5, 1, 2, 1, - 1, 1, 2, 2, 1, 1, 1, 2, 4, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, - 2, 1, 1, 1, 2, 1, 1, 2, 5, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, - 2, 1, 3, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, - 1, 1, 5, 1, 17, 2, 1, 1, 14, 3, 84, 1, 1, 2, 1, 1, 1, 19, - 1, 1, 4, 1, 1, 1, 13, 38, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, - 1, 1, 1, 1, 8, 1, 6, 1, 3, 1, 1, 1, 3, 1, 2, 2, 2, 2, 1, - 1, 2, 1, 1, 1, 1, 7, 5, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 2, - 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 13, 2, 1, 1, 1, 5, - 1, 1, 1, 2, 1, 1, 1, 1, 1, 13, 1, 1, 2, 1, 1, 1, 24, 95, - 3, 1, 2, 1, 1, 1, 2, 21, 1, 1, 5, 1, 1, 1, 5, 34, 1, 1, 1, - 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, - 6, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, - 1, 1, 11, 1, 30, 1, 25, 1, 1, 13, 1, 1, 11, 15, 1, 1, 1, - 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 4, - 1, 1, 1, 1, 1, 1, 1, 9, 2, 1, 1, 1, 1, 3, 1, 13, 1, 25, 1, - 3, 1, 1, 1, 15, 11, 17, 1, 3, 1, 1, 3, 1, 1, 1, 3, 1, 2, - 1, 3, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 2, 1, 2, 1, 3, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 4, 1, - 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 2, 21, 2, 1, 1, 44, 35, + 24, 1, 1, 26, 17, 1, 1, 1, 5, 1, 5, 2, 1, 27, 1, 1, 1, 1, + 1, 2, 3, 1, 1, 3, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 4, 1, 1, 2, 1, 1, 1, 2, 1, 1, 4, 3, 1, 1, 2, 1, 1, 1, + 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 4, 1, 1, 3, 3, 1, 1, 1, 1, + 2, 2, 1, 1, 1, 2, 3, 1, 2, 1, 1, 1, 1, 5, 2, 9, 1, 1, 1, + 1, 1, 1, 17, 2, 58, 2, 1, 2, 1, 1, 1, 1, 8, 1, 1, 5, 1, 19, + 1, 1, 1, 1, 1, 3, 1, 2, 1, 1, 1, 2, 1, 12, 2, 1, 1, 1, 1, + 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 9, 6, 1, 1, 5, 1, 1, 1, 2, + 1, 1, 1, 14, 1, 1, 11, 1, 1, 2, 1, 1, 3, 1, 5, 6, 2, 1, 1, + 87, 4, 1, 2, 1, 1, 2, 8, 5, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, + 3, 1, 3, 1, 1, 5, 1, 2, 1, 2, 1, 1, 1, 2, 1, 3, 1, 1, 2, + 1, 1, 1, 2, 1, 1, 4, 2, 1, 2, 1, 5, 1, 1, 1, 1, 1, 4, 6, + 1, 2, 1, 2, 1, 1, 1, 1, 1, 3, 1, 3, 1, 1, 1, 2, 3, 6, 2, + 2, 1, 1, 1, 1, 3, 1, 1, 1, 3, 5, 2, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 2, 2, 9, 1, 1, 1, 2, 3, 6, 3, 1, 1, 3, 1, 9, 23, 1, + 3, 1, 1, 3, 1, 29, 1, 1, 122, 1, 2, 2, 2, 2, 1, 1, 2, 2, + 8, 1, 29, 2, 3, 1, 10, 3, 1, 1, 1, 11, 2, 39, 1, 1, 4, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, + 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 2, 1, + 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 7, 1, 1, 1, 4, 1, 11, + 52, 1, 1, 2, 4, 2, 1, 1, 1, 3, 42, 1, 2, 1, 1, 1, 1, 3, 1, + 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 8, 1, 1, 1, + 1, 1, 1, 1, 2, 1, 1, 8, 1, 1, 1, 11, 1, 32, 9, 1, 1, 22, + 1, 1, 1, 2, 14, 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 12, 3, 1, + 1, 1, 3, 1, 1, 2, 1, 1, 4, 1, 1, 1, 2, 2, 12, 3, 5, 2, 1, + 1, 3, 1, 2, 2, 1, 1, 2, 1, 1, 1, 5, 1, 1, 3, 2, 2, 1, 1, + 1, 2, 1, 3, 1, 1, 2, 1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 5, 1, 1, 1, 1, 1, 2, 1, 1, 3, 1, 2, 3, 1, 2, 1, 1, + 1, 2, 3, 1, 1, 1, 4, 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 4, + 1, 2, 1, 1, 1, 2, 6, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 8, 3, + 5, 1, 3, 2, 1, 1, 1, 3, 3, 3, 2, 1, 1, 3, 2, 9, 1, 3, 1, + 2, 1, 1, 2, 1, 2, 1, 1, 6, 7, 2, 2, 1, 2, 1, 1, 1, 1, 21, + 1, 124, 3, 2, 1, 3, 1, 2, 2, 1, 3, 1, 1, 2, 3, 11, 1, 1, + 1, 4, 1, 1, 1, 6, 70, 1, 2, 1, 1, 3, 5, 1, 4, 1, 1, 4, 2, + 23, 1, 4, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, + 1, 4, 1, 2, 1, 1, 1, 5, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, + 4, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, 2, 1, 1, 2, + 5, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 3, 1, 1, 3, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 5, 1, 17, 2, 1, 1, + 14, 3, 84, 1, 1, 2, 1, 1, 1, 19, 1, 1, 4, 1, 1, 1, 13, 38, + 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 8, 1, 6, 1, + 3, 1, 1, 1, 3, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 7, 5, + 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 2, 1, 1, 3, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 13, 2, 1, 1, 1, 5, 1, 1, 1, 2, 1, 1, 1, 1, + 1, 13, 1, 1, 2, 1, 1, 1, 24, 95, 3, 1, 2, 1, 1, 1, 2, 21, + 1, 1, 5, 1, 1, 1, 5, 34, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, + 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 6, 1, 1, 1, 1, 2, 3, 1, + 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 11, 1, 30, 1, 25, + 1, 1, 13, 1, 1, 11, 15, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, + 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 9, + 2, 1, 1, 1, 1, 3, 1, 13, 1, 25, 1, 3, 1, 1, 1, 15, 11, 17, + 1, 1, 3, 3, 1, 1, 4, 1, 1, 1, 1, 1, 3, 2, 8, 2, 7, 1, 2, + 1, 1, 1, 1, 1, 3, 1, 1, 1, 2, 2, 1, 3, 1, 1, 1, 1, 1, 3, + 3, 11, 1, 5, 1, 2, 5, 1, 1, 1, 1, 1, 2, 1, 3, 2, 5, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 17, 1, 1, 1, 1, 1, 1, 3, 2, 2, + 24, 1, 1, 1, 1, 1, 1, 1, 1, 27, 1, 77, 1, 1, 2, 7, 1, 1, + 1, 37, 1, 2, 7, 2, 15, 32, 2, 3, 1, 1, 3, 1, 1, 1, 3, 1, + 2, 1, 3, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 2, 1, 2, 1, 3, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 4, + 1, 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 2, 21, 2, 1, 1, 44, 35, 1, 2, 1, 1, 1, 1, 25, 1, 16, 24, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 4, 5, 1, 1, 1, 1, 1, 1, 1, 1, @@ -8802,508 +8398,506 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 28, 1, 1, 3, 1, 2, 6, 7, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 5, 1, 1, 2, 5, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 13, 2, 1, 1, 16, 28, 2, 1, - 1, 1, 19, 1, 11, 12, 1, 2, 3, 2, 1, 5, 4, 1, 1, 2, 2, 1, - 4, 2, 1, 1, 1, 1, 1, 1, 2, 9, 8, 3, 1, 1, 1, 1, 4, 1, 1, - 1, 1, 3, 1, 1, 1, 2, 4, 1, 2, 1, 1, 1, 1, 2, 2, 3, 2, 1, - 1, 2, 1, 1, 2, 4, 1, 1, 1, 2, 1, 1, 1, 1, 4, 5, 3, 1, 1, - 2, 3, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 8, - 1, 1, 1, 1, 2, 1, 1, 1, 13, 3, 2, 1, 1, 1, 1, 1, 1, 1, 2, - 6, 1, 2, 1, 2, 2, 1, 1, 2, 3, 1, 2, 1, 9, 18, 1, 7, 1, 1, - 1, 2, 1, 27, 1, 73, 2, 3, 4, 3, 5, 2, 1, 2, 1, 1, 1, 1, 3, - 1, 21, 1, 1, 1, 1, 1, 1, 15, 86, 1, 2, 1, 2, 2, 1, 1, 1, - 2, 4, 1, 2, 1, 1, 1, 37, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, - 1, 2, 2, 1, 1, 1, 1, 4, 1, 1, 1, 1, 2, 1, 3, 1, 1, 1, 1, - 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 3, 1, 2, 2, 2, - 1, 1, 2, 1, 1, 5, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 8, - 1, 1, 1, 1, 7, 1, 1, 1, 106, 1, 3, 2, 1, 3, 6, 1, 2, 2, 1, - 1, 6, 2, 12, 1, 2, 1, 1, 3, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, - 1, 1, 2, 2, 1, 1, 1, 3, 1, 5, 1, 1, 1, 1, 1, 1, 1, 1, 13, - 1, 1, 1, 3, 30, 1, 9, 1, 1, 3, 1, 15, 1, 1, 1, 3, 13, 1, - 1, 1, 3, 3, 1, 1, 1, 2, 3, 1, 1, 1, 1, 1, 68, 1, 7, 1, 1, - 1, 1, 1, 2, 2, 12, 3, 1, 3, 3, 1, 1, 1, 2, 1, 1, 1, 1, 1, - 1, 4, 2, 1, 3, 1, 2, 2, 1, 1, 4, 3, 1, 5, 1, 2, 1, 1, 1, - 5, 1, 2, 2, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, - 2, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 2, - 4, 1, 2, 1, 1, 3, 1, 2, 1, 2, 2, 1, 1, 1, 7, 1, 1, 1, 1, - 3, 1, 1, 1, 1, 1, 1, 1, 8, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, - 2, 1, 2, 4, 2, 4, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 5, - 2, 1, 7, 8, 1, 1, 1, 1, 1, 1, 1, 2, 2, 15, 2, 1, 1, 3, 173, - 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 1, 2, 19, 1, 2, - 5, 2, 1, 5, 25, 2, 1, 5, 1, 1, 1, 2, 1, 3, 1, 2, 1, 2, 1, - 3, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 3, 1, - 5, 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 18, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 3, 24, 2, - 1, 1, 1, 2, 54, 2, 41, 1, 1, 2, 3, 6, 1, 2, 1, 1, 20, 1, - 1, 17, 29, 1, 2, 1, 3, 1, 1, 1, 1, 1, 1, 1, 34, 8, 2, 2, - 1, 1, 1, 2, 1, 1, 5, 1, 3, 1, 1, 3, 1, 2, 1, 3, 1, 2, 1, - 1, 1, 4, 1, 1, 1, 1, 2, 4, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, - 3, 1, 1, 1, 1, 2, 1, 7, 1, 1, 2, 1, 2, 2, 1, 4, 2, 2, 2, - 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 4, 1, 3, 1, 1, 3, 1, 1, - 2, 3, 3, 5, 1, 2, 1, 1, 1, 1, 5, 2, 2, 1, 1, 4, 2, 1, 10, - 2, 1, 1, 2, 1, 1, 2, 4, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 9, - 1, 3, 1, 1, 1, 1, 1, 5, 4, 1, 1, 2, 3, 1, 1, 7, 10, 1, 1, - 2, 2, 1, 1, 1, 1, 1, 1, 21, 1, 1, 220, 1, 3, 1, 1, 1, 5, - 1, 2, 3, 1, 1, 1, 1, 3, 10, 1, 1, 1, 1, 1, 2, 1, 2, 3, 37, - 1, 2, 3, 4, 5, 1, 6, 1, 2, 1, 2, 1, 1, 2, 6, 1, 2, 1, 5, - 4, 1, 20, 1, 1, 4, 3, 1, 1, 1, 1, 2, 2, 14, 1, 1, 2, 2, 1, - 2, 1, 3, 1, 1, 3, 1, 4, 1, 1, 1, 3, 1, 2, 1, 1, 1, 1, 1, - 7, 3, 5, 1, 1, 6, 2, 1, 1, 2, 1, 2, 5, 1, 2, 1, 4, 1, 2, - 1, 2, 1, 1, 4, 1, 4, 1, 4, 2, 3, 4, 1, 2, 1, 1, 2, 1, 2, - 1, 1, 1, 1, 2, 1, 3, 7, 1, 1, 1, 4, 1, 1, 1, 1, 5, 2, 1, - 3, 1, 1, 6, 3, 1, 1, 1, 1, 5, 1, 1, 8, 1, 1, 3, 4, 1, 2, - 1, 2, 3, 3, 1, 1, 3, 7, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 4, - 1, 1, 3, 1, 1, 1, 5, 1, 15, 1, 1, 1, 2, 2, 35, 1, 1, 108, - 2, 1, 4, 2, 1, 4, 3, 2, 2, 1, 5, 37, 1, 1, 3, 2, 1, 1, 15, - 56, 1, 2, 12, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, - 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 3, 1, 3, 2, 3, - 1, 1, 2, 2, 1, 1, 1, 1, 1, 7, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 18, 1, 39, 12, 1, 2, 1, 1, 21, 2, 1, 17, 17, 1, 2, 1, 1, - 1, 1, 1, 3, 1, 3, 1, 1, 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1, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 2, 1, 2, 2, 11, 1, 1, 2, 1, 13, 1, 2, 120, + 1, 1, 3, 1, 1, 1, 1, 2, 6, 1, 1, 1, 1, 17, 1, 1, 1, 1, 2, + 2, 1, 1, 9, 13, 1, 3, 2, 1, 1, 1, 3, 1, 1, 1, 21, 1, 4, 1, 1, 1, 1, 8, 1, 2, 1, 3, 3, 1, 1, 1, 1, 1, 1, 2, 1, 7, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 4, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, @@ -9349,244 +8943,234 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1, 1, 1, 1, 1, 1, 7, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 4, 2, 1, 2, 2, 2, 1, 1, 1, 23, 2, 2, 1, 1, 1, 21, 1, 166, 4, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 25, 1, 1, 4, - 1, 7, 1, 1, 3, 46, 3, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, - 1, 3, 2, 1, 4, 1, 3, 1, 2, 1, 1, 3, 1, 1, 1, 1, 2, 1, 1, - 1, 1, 2, 1, 1, 1, 4, 6, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, - 1, 1, 1, 2, 1, 4, 1, 1, 1, 2, 1, 5, 1, 1, 1, 3, 3, 1, 2, - 2, 1, 1, 2, 1, 1, 4, 3, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 3, - 1, 1, 1, 2, 1, 1, 1, 1, 1, 6, 1, 3, 2, 1, 1, 8, 1, 162, 3, - 1, 3, 12, 1, 3, 1, 1, 14, 1, 1, 1, 1, 8, 1, 5, 1, 3, 1, 1, - 1, 2, 1, 1, 1, 1, 1, 4, 2, 2, 1, 1, 2, 1, 2, 2, 1, 6, 1, - 1, 1, 2, 1, 2, 1, 1, 6, 1, 3, 1, 1, 2, 1, 1, 1, 1, 1, 1, - 1, 3, 4, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 9, 2, 1, - 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 6, 1, 1, 3, 3, 41, 1, 1, - 2, 1, 1, 2, 1, 97, 3, 36, 1, 2, 4, 1, 1, 2, 1, 66, 1, 1, - 2, 21, 1, 38, 3, 1, 4, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, - 2, 8, 1, 1, 3, 1, 1, 1, 2, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, - 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 14, 1, 3, - 2, 1, 2, 1, 3, 1, 1, 1, 1, 2, 1, 1, 2, 1, 3, 1, 1, 1, 1, - 1, 1, 2, 1, 1, 2, 12, 2, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 1, - 1, 1, 1, 2, 1, 1, 2, 1, 23, 1, 1, 2, 1, 1, 2, 27, 3, 117, - 1, 1, 3, 2, 2, 1, 2, 1, 30, 2, 2, 2, 3, 15, 60, 2, 1, 1, - 2, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, - 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 7, - 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 3, 1, 1, 7, 1, 1, 1, 1, - 1, 1, 1, 1, 10, 42, 1, 1, 2, 1, 1, 6, 2, 1, 2, 1, 20, 1, - 1, 1, 2, 7, 3, 1, 1, 1, 3, 1, 1, 1, 1, 8, 4, 6, 1, 5, 2, - 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, - 2, 1, 6, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 2, 1, 1, - 2, 1, 3, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, 2, 4, 1, 1, 6, - 2, 14, 1, 1, 3, 1, 3, 3, 1, 1, 1, 1, 1, 8, 1, 1, 2, 5, 4, - 1, 1, 1, 4, 1, 1, 1, 12, 1, 2, 1, 1, 1, 19, 1, 1, 82, 1, - 2, 2, 1, 1, 1, 1, 1, 1, 6, 1, 1, 1, 1, 6, 98, 1, 3, 1, 2, - 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, - 1, 1, 7, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 3, 1, 1, 1, 1, 2, 1, 1, 4, 1, 3, 1, 18, 1, 1, 1, 27, 1, 1, - 51, 1, 1, 1, 1, 1, 1, 1, 1, 24, 1, 2, 1, 2, 11, 25, 1, 1, - 1, 1, 1, 1, 2, 1, 3, 2, 3, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, - 1, 1, 1, 1, 3, 1, 2, 1, 1, 2, 1, 1, 4, 1, 1, 2, 1, 1, 1, - 1, 1, 2, 2, 2, 1, 2, 1, 1, 11, 46, 4, 2, 2, 1, 11, 1, 1, - 1, 1, 20, 1, 2, 1, 1, 3, 16, 1, 4, 1, 1, 5, 1, 1, 7, 1, 1, - 1, 1, 1, 4, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 6, 1, 1, 1, 1, - 2, 2, 1, 1, 3, 2, 2, 1, 1, 1, 1, 1, 2, 3, 1, 2, 1, 6, 2, - 1, 2, 5, 1, 1, 1, 1, 1, 1, 1, 1, 4, 3, 2, 2, 1, 4, 2, 3, - 2, 3, 1, 1, 2, 1, 2, 9, 7, 1, 2, 1, 3, 1, 1, 6, 2, 4, 1, - 1, 2, 1, 3, 1, 1, 1, 1, 12, 1, 2, 1, 2, 1, 3, 19, 1, 1, 94, - 1, 1, 2, 1, 1, 1, 10, 1, 1, 1, 1, 2, 1, 21, 130, 3, 1, 2, - 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 3, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1, 1, - 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 8, 1, 1, 1, 2, 1, - 2, 2, 1, 34, 1, 1, 2, 1, 78, 23, 1, 5, 1, 1, 1, 39, 2, 1, - 1, 1, 21, 21, 2, 5, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 7, 2, 1, - 1, 1, 1, 1, 1, 1, 5, 1, 1, 1, 1, 1, 1, 1, 1, 10, 1, 13, 1, - 25, 1, 1, 10, 1, 1, 5, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 4, 1, 1, 1, 2, - 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 5, 2, 1, 1, 2, 1, 1, 1, - 2, 1, 1, 1, 1, 11, 1, 1, 1, 10, 1, 37, 2, 14, 1, 1, 1, 1, - 1, 10, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, - 2, 1, 2, 1, 1, 1, 1, 1, 7, 2, 1, 2, 1, 1, 1, 1, 2, 1, 22, - 1, 3, 1, 2, 41, 1, 1, 34, 2, 1, 3, 1, 19, 1, 2, 1, 1, 1, - 1, 15, 1, 24, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, - 1, 1, 1, 10, 1, 1, 1, 1, 1, 3, 1, 16, 1, 2, 1, 1, 2, 59, - 1, 28, 1, 6, 1, 1, 19, 1, 1, 1, 2, 13, 16, 1, 1, 1, 1, 1, - 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, - 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 5, 1, 1, 12, 40, 1, - 1, 1, 11, 1, 6, 7, 1, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 2, 1, - 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 4, 1, 2, 1, 2, 1, 2, 1, 4, - 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 6, 2, 2, 2, 2, 1, 1, 1, - 3, 1, 1, 1, 1, 1, 1, 13, 2, 1, 1, 1, 1, 27, 138, 1, 1, 1, - 1, 1, 5, 1, 2, 1, 2, 1, 18, 1, 1, 1, 7, 40, 1, 2, 2, 1, 1, - 2, 1, 1, 6, 4, 5, 1, 8, 3, 1, 1, 5, 1, 3, 1, 2, 2, 2, 1, - 12, 1, 2, 5, 4, 1, 2, 1, 1, 1, 1, 1, 1, 2, 4, 1, 1, 1, 5, - 1, 1, 1, 1, 1, 4, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, - 3, 1, 2, 2, 5, 1, 1, 6, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 3, - 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 6, 2, 1, 3, 2, - 3, 8, 2, 2, 4, 2, 1, 1, 1, 3, 3, 2, 1, 1, 1, 2, 2, 1, 1, - 3, 1, 2, 1, 1, 1, 3, 1, 1, 1, 1, 4, 1, 1, 3, 4, 14, 1, 1, - 1, 1, 2, 3, 2, 1, 3, 31, 3, 120, 1, 1, 1, 1, 2, 1, 5, 4, - 1, 2, 1, 2, 18, 1, 1, 1, 1, 2, 4, 1, 2, 18, 53, 3, 1, 1, - 2, 2, 1, 1, 2, 1, 2, 10, 1, 2, 2, 10, 1, 2, 9, 1, 2, 1, 1, - 1, 1, 1, 2, 8, 1, 4, 2, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 2, 9, 2, 1, 2, 2, 5, 2, 1, 2, 2, 1, 1, 3, 1, 1, - 2, 4, 1, 1, 1, 1, 2, 1, 2, 1, 4, 1, 1, 1, 1, 2, 1, 3, 4, - 3, 6, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 3, - 7, 1, 1, 1, 2, 1, 7, 1, 1, 1, 2, 2, 2, 1, 2, 2, 9, 6, 1, - 5, 3, 1, 1, 1, 4, 1, 9, 1, 1, 4, 1, 2, 2, 4, 4, 1, 4, 1, - 1, 2, 2, 2, 9, 1, 1, 1, 1, 11, 3, 8, 2, 1, 2, 1, 2, 3, 1, - 1, 2, 2, 2, 1, 2, 2, 1, 21, 1, 219, 6, 1, 3, 1, 1, 1, 3, - 1, 4, 19, 1, 1, 1, 4, 1, 2, 1, 15, 86, 1, 1, 1, 5, 2, 1, - 1, 1, 1, 3, 3, 1, 2, 19, 8, 1, 1, 1, 7, 1, 1, 1, 2, 1, 2, - 1, 1, 2, 2, 1, 1, 3, 1, 1, 1, 2, 1, 1, 1, 3, 3, 1, 3, 1, - 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 3, 2, 3, - 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 7, 1, 1, 1, 2, 1, 5, 1, 2, 1, - 1, 1, 1, 1, 1, 1, 1, 2, 8, 1, 2, 2, 1, 2, 1, 1, 1, 1, 3, - 1, 1, 3, 10, 1, 1, 2, 1, 3, 1, 1, 15, 1, 1, 2, 2, 164, 1, - 1, 1, 1, 1, 3, 2, 1, 2, 1, 15, 2, 3, 4, 1, 1, 1, 9, 40, 1, - 2, 1, 3, 1, 2, 1, 1, 1, 6, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 5, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, - 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 7, 1, 1, - 1, 3, 1, 1, 2, 1, 4, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, - 1, 1, 3, 84, 1, 3, 1, 1, 1, 1, 3, 1, 1, 30, 1, 1, 1, 2, 1, - 1, 3, 1, 1, 1, 1, 1, 4, 2, 1, 3, 1, 2, 1, 4, 1, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1, 4, 1, - 1, 1, 2, 2, 6, 1, 1, 1, 4, 4, 2, 44, 1, 1, 7, 4, 1, 1, 19, - 1, 1, 5, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, - 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 4, 2, - 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 5, 1, 1, 7, 1, 46, 2, 2, 1, - 1, 1, 3, 1, 1, 1, 3, 15, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, - 1, 2, 1, 1, 1, 1, 4, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, - 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 2, 4, - 1, 1, 1, 1, 1, 8, 1, 1, 2, 2, 1, 1, 1, 2, 3, 1, 1, 1, 1, - 1, 3, 1, 1, 2, 1, 1, 1, 1, 1, 1, 10, 1, 1, 1, 1, 1, 1, 1, - 11, 140, 1, 1, 2, 1, 1, 1, 1, 13, 2, 1, 1, 1, 1, 1, 8, 1, - 28, 1, 1, 1, 1, 1, 1, 2, 5, 1, 1, 1, 6, 3, 1, 1, 1, 2, 1, - 1, 6, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, - 1, 2, 1, 1, 1, 2, 5, 1, 2, 1, 1, 1, 3, 4, 1, 1, 1, 2, 3, - 1, 2, 4, 1, 1, 4, 2, 1, 1, 1, 2, 7, 3, 1, 1, 1, 2, 1, 1, - 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 4, 1, 1, 2, 1, - 1, 1, 7, 3, 2, 1, 1, 1, 1, 2, 1, 1, 1, 8, 1, 3, 1, 2, 5, - 2, 1, 2, 17, 2, 1, 1, 2, 1, 1, 2, 3, 1, 1, 26, 1, 124, 1, - 5, 8, 1, 1, 1, 3, 2, 1, 1, 12, 2, 2, 1, 8, 89, 2, 1, 3, 1, - 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, - 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 9, - 2, 1, 1, 1, 1, 2, 1, 1, 1, 3, 7, 1, 23, 1, 77, 1, 1, 1, 1, - 3, 13, 1, 1, 1, 12, 23, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 4, - 2, 4, 1, 8, 1, 4, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, - 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 4, 1, - 3, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, - 8, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 2, 1, 1, 1, 1, 1, - 17, 1, 3, 2, 1, 1, 44, 57, 1, 1, 1, 1, 2, 1, 1, 30, 1, 1, - 12, 38, 1, 2, 2, 5, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, - 2, 2, 1, 1, 2, 1, 2, 8, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, - 1, 1, 1, 1, 6, 1, 3, 6, 1, 1, 62, 2, 1, 1, 1, 1, 4, 1, 1, - 5, 55, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, - 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, - 1, 3, 1, 1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, - 7, 1, 52, 1, 6, 8, 1, 5, 25, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, - 1, 1, 1, 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1, 3, 1, 3, 1, 1, 1, 1, 1, - 2, 1, 1, 7, 7, 2, 1, 2, 1, 1, 2, 2, 27, 1, 93, 3, 1, 2, 3, - 3, 5, 1, 17, 1, 1, 1, 1, 1, 1, 12, 78, 3, 1, 1, 1, 1, 1, - 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, - 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 11, 1, 1, 2, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 5, 2, 1, 1, 35, 2, 1, 1, 1, 1, 4, 1, - 12, 1, 1, 2, 1, 1, 2, 1, 1, 4, 1, 4, 2, 1, 5, 2, 1, 1, 1, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 3, 4, 1, 2, 4, 1, 1, 1, - 3, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 6, 4, 1, 1, 1, - 2, 2, 1, 2, 1, 13, 1, 1, 1, 26, 54, 1, 2, 1, 1, 40, 1, 4, - 7, 24, 1, 1, 7, 15, 1, 8, 1, 2, 2, 3, 3, 1, 1, 1, 1, 10, - 1, 1, 11, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, - 1, 1, 1, 2, 1, 1, 6, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 3, 1, - 1, 3, 1, 1, 2, 2, 7, 2, 3, 2, 1, 7, 1, 1, 5, 1, 3, 1, 1, - 1, 3, 5, 2, 4, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, - 1, 1, 10, 1, 1, 7, 15, 8, 2, 2, 1, 3, 2, 3, 1, 2, 1, 1, 1, - 2, 2, 1, 5, 1, 2, 1, 3, 3, 1, 3, 14, 3, 1, 1, 1, 37, 5, 65, - 1, 1, 1, 1, 1, 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1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 3, 1, 1, 1, 1, 1, 1, - 1, 1, 5, 3, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 3, 1, 1, - 1, 1, 2, 1, 3, 1, 1, 24, 2, 43, 1, 38, 1, 5, 1, 26, 1, 1, - 1, 10, 13, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, - 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 10, 1, 1, 2, 2, - 1, 1, 1, 1, 1, 1, 1, 8, 1, 1, 1, 1, 1, 15, 1, 3, 22, 1, 1, - 1, 3, 1, 5, 1, 1, 1, 5, 34, 1, 1, 2, 1, 4, 1, 1, 1, 26, 7, - 1, 1, 2, 1, 1, 1, 3, 5, 1, 1, 1, 1, 2, 1, 1, 1, 1, 3, 3, - 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, - 3, 1, 4, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 2, 1, - 1, 1, 1, 3, 1, 1, 4, 1, 1, 2, 1, 1, 2, 4, 1, 1, 1, 1, 2, - 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 3, 1, 1, 1, 3, 1, 1, - 1, 1, 1, 2, 3, 1, 9, 1, 1, 1, 1, 18, 107, 1, 4, 2, 2, 1, - 1, 2, 15, 2, 1, 1, 7, 1, 1, 7, 39, 1, 1, 1, 5), factors = list()), + 1, 7, 1, 1, 3, 46, 3, 1, 1, 2, 1, 4, 1, 1, 2, 2, 2, 1, 2, + 1, 1, 1, 1, 2, 2, 8, 1, 1, 3, 1, 1, 1, 2, 1, 1, 3, 1, 1, + 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 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1, 1, 1, + 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 4, 1, 2, 1, 2, 1, 2, + 1, 4, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 6, 2, 2, 2, 2, 1, + 1, 1, 3, 1, 1, 1, 1, 1, 1, 13, 2, 1, 1, 1, 1, 27, 138, 1, + 1, 1, 1, 1, 5, 1, 2, 1, 2, 1, 18, 1, 1, 1, 7, 40, 1, 2, 2, + 1, 1, 2, 1, 1, 6, 4, 5, 1, 8, 3, 1, 1, 5, 1, 3, 1, 2, 2, + 2, 1, 12, 1, 2, 5, 4, 1, 2, 1, 1, 1, 1, 1, 1, 2, 4, 1, 1, + 1, 5, 1, 1, 1, 1, 1, 4, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, + 1, 1, 3, 1, 2, 2, 5, 1, 1, 6, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 2, 3, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 6, 2, 1, + 3, 2, 3, 8, 2, 2, 4, 2, 1, 1, 1, 3, 3, 2, 1, 1, 1, 2, 2, + 1, 1, 3, 1, 2, 1, 1, 1, 3, 1, 1, 1, 1, 4, 1, 1, 3, 4, 14, + 1, 1, 1, 1, 2, 3, 2, 1, 3, 31, 3, 120, 1, 1, 1, 1, 2, 1, + 5, 4, 1, 2, 1, 2, 18, 1, 1, 1, 1, 2, 4, 1, 2, 18, 53, 3, + 1, 1, 2, 2, 1, 1, 2, 1, 2, 10, 1, 2, 2, 10, 1, 2, 9, 1, 2, + 1, 1, 1, 1, 1, 2, 8, 1, 4, 2, 1, 1, 3, 2, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 2, 9, 2, 1, 2, 2, 5, 2, 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1, 1, 1, 1, 2, 1, 1, 2, 1, 1, + 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 7, 1, + 1, 1, 3, 1, 1, 2, 1, 4, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, + 1, 1, 1, 3, 84, 1, 3, 1, 1, 1, 1, 3, 1, 1, 30, 1, 1, 1, 2, + 1, 1, 3, 1, 1, 1, 1, 1, 4, 2, 1, 3, 1, 2, 1, 4, 1, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1, 4, + 1, 1, 1, 2, 2, 6, 1, 1, 1, 4, 4, 2, 44, 1, 1, 7, 4, 1, 1, + 19, 1, 1, 5, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, + 2, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 4, + 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 5, 1, 1, 7, 1, 46, 2, 2, + 1, 1, 1, 3, 1, 1, 1, 3, 15, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, + 1, 1, 2, 1, 1, 1, 1, 4, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, + 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 2, + 4, 1, 1, 1, 1, 1, 8, 1, 1, 2, 2, 1, 1, 1, 2, 3, 1, 1, 1, + 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 1, 1, 10, 1, 1, 1, 1, 1, 1, + 1, 11, 140, 1, 1, 2, 1, 1, 1, 1, 13, 2, 1, 1, 1, 1, 1, 8, + 1, 28, 1, 1, 1, 1, 1, 1, 2, 5, 1, 1, 1, 6, 3, 1, 1, 1, 2, + 1, 1, 6, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, + 1, 1, 2, 1, 1, 1, 2, 5, 1, 2, 1, 1, 1, 3, 4, 1, 1, 1, 2, + 3, 1, 2, 4, 1, 1, 4, 2, 1, 1, 1, 2, 7, 3, 1, 1, 1, 2, 1, + 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 4, 1, 1, 2, + 1, 1, 1, 7, 3, 2, 1, 1, 1, 1, 2, 1, 1, 1, 8, 1, 3, 1, 2, + 5, 2, 1, 2, 17, 2, 1, 1, 2, 1, 1, 2, 3, 1, 1, 26, 1, 124, + 1, 5, 8, 1, 1, 1, 3, 2, 1, 1, 12, 2, 2, 1, 8, 89, 2, 1, 3, + 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, + 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 9, 2, 1, 1, 1, 1, 2, 1, 1, 1, 3, 7, 1, 23, 1, 77, 1, 1, 1, + 1, 3, 13, 1, 1, 1, 12, 23, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, + 4, 2, 4, 1, 8, 1, 4, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, + 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 4, + 1, 3, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, + 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 2, 1, 1, 1, 1, + 1, 17, 1, 3, 2, 1, 1, 44, 57, 1, 1, 1, 1, 2, 1, 1, 30, 1, + 1, 12, 38, 1, 1, 3, 1, 4, 1, 1, 1, 2, 2, 2, 2, 1, 3, 1, 2, + 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 3, 1, 1, 1, 1, + 1, 2, 1, 1, 2, 1, 1, 1, 3, 2, 1, 3, 2, 1, 4, 1, 1, 2, 1, + 2, 1, 1, 1, 1, 6, 1, 3, 1, 1, 1, 1, 1, 1, 10, 1, 1, 1, 2, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 47, 2, 2, 91, + 29, 1, 4, 1, 1, 2, 1, 61, 1, 1, 1, 2, 2, 1, 1, 20, 48, 2, + 2, 2, 2, 5, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, + 1, 1, 2, 1, 2, 8, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, + 1, 1, 6, 1, 3, 6, 1, 1, 62, 2, 1, 1, 1, 1, 4, 1, 1, 5, 55, + 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, + 2, 1, 1, 1, 2, 2, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 3, + 1, 1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 7, 1, + 52, 1, 6, 8, 1, 5, 25, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, 1, 1, 1, + 1, 1, 1, 3, 7, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 25, 2, + 1, 2, 49, 1, 2, 1, 27, 6, 1, 23, 1, 8, 14, 2, 2, 1, 1, 4, + 1, 1, 1, 2, 2, 5, 1, 1, 5, 1, 2, 3, 1, 1, 1, 6, 2, 3, 1, + 1, 1, 3, 1, 1, 3, 1, 1, 3, 3, 3, 1, 1, 1, 1, 2, 2, 1, 1, + 1, 1, 3, 3, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 1, 2, 3, 2, 1, + 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 5, 2, 1, 1, 1, 2, + 1, 1, 7, 10, 1, 1, 1, 1, 3, 1, 2, 2, 2, 1, 1, 1, 4, 1, 1, + 1, 2, 1, 1, 1, 1, 4, 1, 2, 4, 1, 1, 10, 1, 161, 10, 1, 1, + 1, 1, 2, 1, 2, 3, 3, 2, 4, 1, 1, 11, 1, 86, 1, 2, 2, 1, 2, + 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 12, 2, 9, 1, 1, + 2, 1, 1, 3, 1, 2, 2, 1, 3, 1, 1, 1, 1, 1, 4, 1, 1, 2, 1, + 10, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, + 2, 1, 1, 2, 1, 18, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 3, 2, + 1, 1, 1, 1, 1, 20, 1, 1, 1, 22, 24, 1, 1, 1, 1, 1, 1, 22, + 1, 1, 1, 1, 1, 7, 30, 1, 1, 1, 2, 1, 4, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, + 1, 1, 1, 1, 2, 3, 6, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, + 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 7, 1, 1, 57, 3, 1, 1, + 5, 4, 27, 2, 1, 1, 1, 3, 1, 1, 1, 1, 4, 1, 2, 1, 1, 1, 5, + 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 2, 1, 1, 2, 1, 1, 1, 3, 1, 1, 1, 1, 3, 2, 2, 2, 1, 2, + 1, 1, 2, 2, 2, 1, 1, 2, 5, 1, 1, 1, 4, 1, 2, 1, 1, 1, 1, + 7, 1, 1, 2, 2, 1, 2, 2, 1, 98, 1, 1, 1, 1, 1, 1, 1, 7, 2, + 1, 7, 30, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 2, 1, 2, 3, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, + 3, 6, 2, 1, 2, 1, 1, 1, 3, 1, 1, 1, 7, 2, 40, 30, 1, 1, 6, + 2, 1, 17, 1, 1, 9, 15, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, + 1, 3, 7, 1, 2, 1, 1, 1, 1, 1, 1, 1, 8, 2, 1, 1, 1, 2, 3, + 1, 1, 2, 1, 1, 5, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 16, 1, 2, + 1, 1, 1, 21, 2, 16, 3, 1, 1, 1, 1, 12, 1, 6, 11, 1, 1, 1, + 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, + 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 3, 2, 2, 3, 1, 1, 2, + 1, 1, 3, 1, 2, 1, 2, 1, 5, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, + 1, 36, 1, 1, 2, 65, 1, 27, 1, 1, 1, 6, 1, 1, 1, 46, 1, 1, + 21, 25, 1, 1, 1, 1, 1, 1, 4, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 6, 2, 1, 1, 1, + 1, 1, 1, 1, 2, 1, 3, 1, 1, 1, 1, 1, 19, 4, 5, 2, 1, 2, 1, + 1, 1, 2, 2, 1, 3, 1, 2, 1, 3, 11, 37, 3, 2, 1, 1, 2, 2, 1, + 1, 11, 1, 1, 1, 9, 30, 2, 2, 1, 3, 1, 1, 1, 9, 4, 1, 3, 1, + 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 2, + 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, + 6, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 14, 1, + 1, 12, 1, 118, 2, 1, 1, 1, 1, 18, 1, 1, 4, 2, 11, 42, 1, + 1, 1, 1, 1, 1, 1, 5, 7, 7, 4, 1, 3, 1, 1, 4, 1, 2, 1, 1, + 1, 8, 5, 3, 1, 3, 5, 1, 1, 1, 1, 2, 3, 1, 2, 1, 1, 2, 1, + 1, 2, 1, 1, 2, 1, 1, 2, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 4, 4, 1, 1, 1, 6, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, + 1, 1, 2, 4, 1, 1, 3, 1, 1, 1, 3, 1, 1, 2, 2, 1, 1, 1, 1, + 1, 1, 1, 3, 1, 1, 1, 1, 2, 1, 14, 4, 2, 3, 2, 1, 1, 1, 2, + 1, 1, 1, 1, 1, 4, 1, 2, 1, 3, 1, 3, 1, 1, 1, 1, 1, 2, 1, + 1, 7, 7, 2, 1, 2, 1, 1, 2, 2, 27, 1, 93, 3, 1, 2, 3, 3, 5, + 1, 17, 1, 1, 1, 1, 1, 1, 12, 78, 3, 1, 1, 1, 1, 1, 1, 2, + 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 11, 1, 1, 2, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 5, 2, 1, 1, 35, 2, 1, 1, 1, 1, 4, 1, 12, 1, + 1, 1, 7, 15, 1, 8, 1, 2, 2, 3, 3, 1, 1, 1, 1, 10, 1, 1, 11, + 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, + 2, 1, 1, 6, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1, 3, 1, + 1, 2, 2, 7, 2, 3, 2, 1, 7, 1, 1, 5, 1, 3, 1, 1, 1, 3, 5, + 2, 4, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 10, + 1, 1, 7, 15, 8, 2, 2, 1, 3, 2, 3, 1, 2, 1, 1, 1, 2, 2, 1, + 5, 1, 2, 1, 3, 3, 1, 3, 14, 3, 1, 1, 1, 37, 5, 65, 1, 1, + 1, 1, 1, 1, 1, 3, 1, 5, 1, 15, 1, 1, 1, 1, 17, 1, 108, 1, + 3, 1, 1, 3, 2, 2, 2, 1, 1, 3, 2, 2, 1, 2, 1, 1, 1, 1, 1, + 2, 3, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 3, 1, 1, 5, 3, 1, + 1, 6, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, + 1, 6, 1, 6, 116, 1, 1, 1, 1, 1, 10, 7, 1, 65, 1, 1, 1, 1, + 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 5, 1, 1, 1, 1, 1, + 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 3, 5, 1, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 56, 4, + 1, 1, 1, 2, 3, 1, 2, 11, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, + 1, 1, 1, 2, 1, 2, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, + 1, 2, 1, 1, 1, 1, 8, 2, 1, 2, 1, 1, 15, 1, 1, 42, 14, 5, + 1, 1, 15, 1, 1, 1, 9, 17, 1, 2, 1, 1, 1, 1, 3, 2, 1, 2, 1, + 2, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 6, 1, 1, 1, 2, 1, 2, 1, + 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, + 9, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 34, 1, 1, 1, 1, 1, + 66, 1, 30, 1, 1, 1, 1, 6, 1, 1, 31, 1, 1, 2, 16, 20, 2, 1, + 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 3, 1, 1, 1, 1, 1, 1, 1, + 1, 5, 3, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 3, 1, 1, 1, + 1, 2, 1, 3, 1, 1, 24, 2, 43, 1, 38, 1, 5, 1, 26, 1, 1, 1, + 10, 13, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, + 1, 1, 3, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 10, 1, 1, 2, 2, 1, + 1, 1, 1, 1, 1, 1, 8, 1, 1, 1, 1, 1, 15, 1, 3, 22, 1, 1, 1, + 3, 1, 5, 1, 1, 1, 5, 34, 1, 1, 2, 1, 4, 1, 1, 1, 26, 7, 1, + 1, 2, 1, 1, 1, 3, 5, 1, 1, 1, 1, 2, 1, 1, 1, 1, 3, 3, 1, + 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, + 1, 4, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 2, 1, 1, + 1, 1, 3, 1, 1, 4, 1, 1, 2, 1, 1, 2, 4, 1, 1, 1, 1, 2, 1, + 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 3, 1, 1, 1, 3, 1, 1, 1, + 1, 1, 2, 3, 1, 9, 1, 1, 1, 1, 18, 107, 1, 4, 2, 2, 1, 1, + 2, 15, 2, 1, 1, 7, 1, 1, 7, 39, 1, 1, 1, 5), factors = list()), data = new("dgCMatrix", i = c(19L, 117L, 128L, 133L, 175L, 224L, 255L, 277L, 284L, 294L, 307L, 309L, 327L, 345L, 414L, 440L, 447L, 468L, 556L, 605L, 657L, 686L, 706L, 718L, 810L, @@ -9676,501 +9260,463 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1361L, 1388L, 1395L, 1398L, 1430L, 1482L, 1515L, 1543L, 1569L, 1574L, 1597L, 1605L, 1616L, 1620L, 1662L, 1694L, 1745L, 1755L, 1770L, 1824L, 1855L, 1871L, 1886L, 1944L, 1952L, 1955L, 1964L, - 1981L, 19L, 25L, 37L, 39L, 55L, 70L, 75L, 112L, 117L, 120L, - 121L, 145L, 146L, 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1579L, 1655L, 1662L, 1665L, 1694L, 1703L, 1755L, 1770L, 1778L, + 1787L, 1798L, 1871L, 1880L, 1912L, 1919L, 1920L, 1932L, 1955L, + 1959L, 1964L, 1968L, 1981L, 55L, 75L, 76L, 104L, 117L, 120L, 145L, 151L, 177L, 216L, 224L, 255L, 277L, 281L, 294L, 314L, 322L, 331L, 417L, 419L, 432L, 451L, 498L, 506L, 512L, 528L, 569L, 637L, 652L, 706L, 762L, 810L, 826L, 828L, 834L, 861L, @@ -10200,223266 +9746,212364 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 1597L, 1613L, 1616L, 1620L, 1628L, 1662L, 1679L, 1694L, 1737L, 1745L, 1755L, 1778L, 1798L, 1818L, 1851L, 1869L, 1871L, 1875L, 1880L, 1912L, 1919L, 1937L, 1942L, 1944L, 1955L, 1964L, 1968L, - 1969L, 1981L, 16L, 25L, 43L, 70L, 76L, 90L, 117L, 151L, 175L, - 216L, 243L, 255L, 277L, 281L, 306L, 309L, 322L, 327L, 344L, - 369L, 378L, 419L, 451L, 454L, 467L, 485L, 490L, 506L, 508L, - 512L, 517L, 547L, 575L, 583L, 605L, 641L, 666L, 671L, 674L, - 716L, 731L, 762L, 774L, 810L, 828L, 829L, 834L, 838L, 908L, - 912L, 937L, 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- 758L, 801L, 810L, 829L, 830L, 838L, 840L, 876L, 908L, 937L, - 966L, 978L, 980L, 991L, 1035L, 1042L, 1103L, 1117L, 1129L, - 1196L, 1250L, 1269L, 1271L, 1289L, 1302L, 1322L, 1329L, 1355L, - 1358L, 1369L, 1388L, 1398L, 1434L, 1448L, 1482L, 1487L, 1517L, - 1530L, 1565L, 1569L, 1579L, 1662L, 1694L, 1703L, 1704L, 1798L, - 1824L, 1851L, 1871L, 1955L, 1959L, 1964L, 1965L, 1981L, 117L, - 123L, 146L, 151L, 194L, 255L, 263L, 277L, 341L, 378L, 380L, - 395L, 467L, 506L, 555L, 575L, 605L, 626L, 666L, 672L, 674L, - 709L, 747L, 758L, 774L, 829L, 840L, 861L, 877L, 908L, 917L, - 937L, 1044L, 1103L, 1117L, 1165L, 1207L, 1250L, 1255L, 1269L, - 1300L, 1329L, 1340L, 1346L, 1376L, 1398L, 1434L, 1439L, 1448L, - 1565L, 1569L, 1571L, 1597L, 1608L, 1623L, 1655L, 1662L, 1694L, - 1703L, 1755L, 1770L, 1794L, 1798L, 1871L, 1879L, 1955L, 1964L, - 1980L, 90L, 117L, 125L, 132L, 155L, 203L, 216L, 277L, 327L, - 342L, 377L, 386L, 417L, 419L, 432L, 512L, 560L, 608L, 674L, - 706L, 747L, 762L, 801L, 810L, 822L, 830L, 838L, 840L, 926L, - 934L, 937L, 1091L, 1117L, 1132L, 1145L, 1250L, 1302L, 1340L, - 1395L, 1434L, 1565L, 1569L, 1598L, 1643L, 1662L, 1694L, 1755L, - 1847L, 1869L, 1871L, 1879L, 1880L, 1901L, 1955L, 1964L, 1969L, - 43L, 70L, 117L, 146L, 151L, 175L, 177L, 203L, 224L, 253L, - 255L, 277L, 294L, 299L, 322L, 325L, 327L, 419L, 435L, 443L, - 451L, 512L, 674L, 678L, 686L, 706L, 789L, 810L, 813L, 819L, - 829L, 838L, 862L, 877L, 934L, 937L, 982L, 1011L, 1012L, 1021L, - 1042L, 1069L, 1091L, 1105L, 1117L, 1129L, 1132L, 1196L, 1250L, - 1293L, 1298L, 1315L, 1329L, 1342L, 1358L, 1376L, 1395L, 1473L, - 1482L, 1488L, 1503L, 1569L, 1587L, 1597L, 1613L, 1619L, 1627L, - 1662L, 1668L, 1694L, 1695L, 1696L, 1709L, 1715L, 1755L, 1794L, - 1798L, 1871L, 1879L, 1880L, 1911L, 1955L, 1964L, 19L, 43L, - 75L, 117L, 148L, 151L, 175L, 203L, 215L, 255L, 294L, 306L, - 467L, 512L, 555L, 575L, 583L, 593L, 605L, 678L, 706L, 762L, - 829L, 838L, 861L, 899L, 937L, 952L, 966L, 1016L, 1039L, 1105L, - 1118L, 1129L, 1180L, 1244L, 1250L, 1291L, 1330L, 1361L, 1376L, - 1395L, 1398L, 1430L, 1482L, 1565L, 1569L, 1579L, 1662L, 1680L, - 1694L, 1705L, 1755L, 1824L, 1871L, 1880L, 1911L, 1951L, 1955L, - 1964L, 19L, 132L, 255L, 263L, 290L, 314L, 351L, 403L, 419L, - 532L, 555L, 600L, 605L, 672L, 674L, 706L, 762L, 801L, 812L, - 829L, 838L, 861L, 876L, 912L, 952L, 1019L, 1105L, 1117L, - 1196L, 1213L, 1250L, 1255L, 1270L, 1291L, 1293L, 1339L, 1342L, - 1376L, 1395L, 1439L, 1515L, 1565L, 1569L, 1574L, 1616L, 1620L, - 1623L, 1627L, 1662L, 1664L, 1676L, 1694L, 1703L, 1709L, 1721L, - 1755L, 1814L, 1871L, 1879L, 1911L, 1919L, 1955L, 1964L, 19L, - 28L, 39L, 68L, 75L, 104L, 112L, 117L, 145L, 151L, 175L, 177L, - 203L, 215L, 216L, 224L, 255L, 277L, 299L, 307L, 312L, 314L, - 323L, 341L, 369L, 407L, 410L, 419L, 451L, 454L, 457L, 467L, - 485L, 490L, 498L, 506L, 508L, 556L, 575L, 583L, 618L, 663L, - 670L, 706L, 718L, 731L, 774L, 776L, 810L, 834L, 838L, 840L, - 891L, 899L, 911L, 921L, 934L, 937L, 947L, 969L, 978L, 980L, - 991L, 1016L, 1030L, 1036L, 1039L, 1042L, 1058L, 1071L, 1103L, - 1129L, 1142L, 1144L, 1146L, 1148L, 1162L, 1164L, 1169L, 1180L, - 1196L, 1200L, 1205L, 1222L, 1238L, 1250L, 1268L, 1271L, 1284L, - 1286L, 1291L, 1300L, 1315L, 1322L, 1334L, 1342L, 1369L, 1376L, - 1395L, 1405L, 1432L, 1434L, 1441L, 1451L, 1459L, 1482L, 1503L, - 1513L, 1523L, 1565L, 1567L, 1569L, 1597L, 1598L, 1628L, 1655L, - 1662L, 1694L, 1703L, 1770L, 1786L, 1809L, 1837L, 1838L, 1855L, - 1871L, 1875L, 1877L, 1880L, 1911L, 1919L, 1935L, 1955L, 1964L, - 1969L, 1980L, 1981L, 1995L), p = c(0L, 66L, 113L, 167L, 276L, - 348L, 408L, 468L, 626L, 759L, 840L, 996L, 1084L, 1247L, 1333L, - 1376L, 1493L, 1542L, 1581L, 1666L, 1731L, 1811L, 1887L, 1945L, - 2040L, 2135L, 2190L, 2249L, 2318L, 2408L, 2476L, 2546L, 2622L, - 2773L, 2852L, 2898L, 2963L, 3015L, 3115L, 3187L, 3238L, 3292L, - 3352L, 3411L, 3461L, 3608L, 3721L, 3781L, 3922L, 4044L, 4152L, - 4194L, 4310L, 4370L, 4434L, 4487L, 4557L, 4702L, 4760L, 4878L, - 4934L, 5024L, 5100L, 5158L, 5217L, 5274L, 5320L, 5411L, 5521L, - 5621L, 5696L, 5802L, 5924L, 5983L, 6040L, 6142L, 6198L, 6273L, - 6364L, 6426L, 6546L, 6695L, 6809L, 6893L, 6960L, 7110L, 7204L, - 7266L, 7345L, 7443L, 7500L, 7634L, 7685L, 7792L, 7874L, 7917L, - 8006L, 8063L, 8203L, 8286L, 8422L, 8543L, 8600L, 8711L, 8762L, - 8870L, 9009L, 9058L, 9167L, 9305L, 9365L, 9421L, 9491L, 9596L, - 9652L, 9698L, 9772L, 9819L, 9899L, 10050L, 10135L, 10183L, - 10245L, 10414L, 10461L, 10587L, 10662L, 10708L, 10799L, 10879L, - 10969L, 11032L, 11110L, 11163L, 11278L, 11346L, 11393L, 11467L, - 11537L, 11633L, 11685L, 11779L, 11839L, 11945L, 12005L, 12085L, - 12214L, 12365L, 12480L, 12543L, 12595L, 12651L, 12716L, 12762L, - 12834L, 12955L, 13057L, 13125L, 13232L, 13295L, 13352L, 13407L, - 13523L, 13585L, 13692L, 13734L, 13859L, 13950L, 14022L, 14075L, - 14169L, 14216L, 14308L, 14398L, 14466L, 14594L, 14642L, 14707L, - 14788L, 14869L, 14916L, 14984L, 15042L, 15124L, 15208L, 15267L, - 15324L, 15367L, 15446L, 15495L, 15557L, 15643L, 15751L, 15827L, - 15906L, 16012L, 16094L, 16167L, 16218L, 16334L, 16438L, 16525L, - 16658L, 16785L, 16933L, 17012L, 17083L, 17130L, 17195L, 17252L, - 17322L, 17377L, 17427L, 17489L, 17590L, 17656L, 17727L, 17873L, - 17933L, 18066L, 18177L, 18296L, 18384L, 18451L, 18615L, 18691L, - 18757L, 18805L, 18884L, 18955L, 19086L, 19167L, 19261L, 19388L, - 19453L, 19522L, 19630L, 19763L, 19821L, 19890L, 19998L, 20057L, - 20172L, 20234L, 20277L, 20347L, 20491L, 20549L, 20607L, 20722L, - 20799L, 20884L, 21006L, 21093L, 21138L, 21190L, 21263L, 21341L, - 21391L, 21450L, 21510L, 21556L, 21657L, 21744L, 21839L, 21898L, - 21981L, 22041L, 22141L, 22189L, 22267L, 22377L, 22426L, 22515L, - 22603L, 22729L, 22830L, 22884L, 23001L, 23121L, 23188L, 23228L, - 23291L, 23433L, 23494L, 23557L, 23620L, 23674L, 23711L, 23787L, - 23843L, 23890L, 23943L, 23993L, 24083L, 24139L, 24201L, 24244L, - 24286L, 24352L, 24480L, 24553L, 24676L, 24726L, 24855L, 24926L, - 25005L, 25050L, 25187L, 25298L, 25373L, 25505L, 25620L, 25679L, - 25750L, 25847L, 25893L, 25955L, 26066L, 26180L, 26241L, 26297L, - 26354L, 26403L, 26492L, 26555L, 26652L, 26710L, 26780L, 26839L, - 26892L, 27005L, 27095L, 27141L, 27223L, 27279L, 27400L, 27437L, - 27552L, 27626L, 27754L, 27814L, 27930L, 28057L, 28187L, 28422L, - 28515L, 28623L, 28736L, 28795L, 28849L, 28930L, 28993L, 29058L, - 29107L, 29181L, 29278L, 29344L, 29428L, 29633L, 29681L, 29783L, - 29976L, 30139L, 30211L, 30267L, 30333L, 30401L, 30476L, 30682L, - 30796L, 30947L, 31021L, 31072L, 31135L, 31203L, 31279L, 31384L, - 31479L, 31525L, 31587L, 31660L, 31827L, 31908L, 32017L, 32153L, - 32225L, 32301L, 32362L, 32512L, 32707L, 32930L, 32994L, 33058L, - 33156L, 33230L, 33310L, 33379L, 33479L, 33604L, 33672L, 33762L, - 33873L, 34017L, 34146L, 34350L, 34543L, 34694L, 34826L, 34890L, - 35038L, 35089L, 35246L, 35311L, 35390L, 35493L, 35550L, 35638L, - 35689L, 35822L, 35943L, 36061L, 36172L, 36272L, 36442L, 36516L, - 36703L, 36795L, 36910L, 37011L, 37145L, 37251L, 37311L, 37400L, - 37587L, 37679L, 37854L, 38036L, 38085L, 38185L, 38345L, 38397L, - 38478L, 38566L, 38648L, 38739L, 38909L, 39002L, 39118L, 39312L, - 39478L, 39611L, 39656L, 39866L, 39936L, 40065L, 40141L, 40198L, - 40265L, 40348L, 40452L, 40559L, 40605L, 40765L, 40833L, 40905L, - 41100L, 41219L, 41321L, 41377L, 41424L, 41502L, 41567L, 41628L, - 41786L, 41891L, 41942L, 42138L, 42228L, 42418L, 42608L, 42672L, - 42770L, 42841L, 42968L, 43184L, 43247L, 43446L, 43519L, 43691L, - 43750L, 43806L, 43972L, 44045L, 44112L, 44194L, 44308L, 44390L, - 44522L, 44621L, 44690L, 44761L, 44960L, 45054L, 45222L, 45362L, - 45594L, 45743L, 45914L, 45979L, 46047L, 46176L, 46281L, 46417L, - 46598L, 46794L, 46875L, 47044L, 47093L, 47279L, 47340L, 47445L, - 47534L, 47613L, 47668L, 47824L, 47933L, 48120L, 48191L, 48277L, - 48461L, 48660L, 48766L, 48834L, 48925L, 49011L, 49163L, 49333L, - 49459L, 49521L, 49710L, 49764L, 49944L, 50140L, 50240L, 50287L, - 50408L, 50460L, 50506L, 50586L, 50679L, 50748L, 50894L, 51074L, - 51221L, 51277L, 51471L, 51639L, 51711L, 51783L, 51946L, 52065L, - 52168L, 52295L, 52369L, 52500L, 52575L, 52636L, 52764L, 52843L, - 52885L, 52955L, 53032L, 53097L, 53145L, 53249L, 53422L, 53609L, - 53761L, 53851L, 53912L, 53978L, 54106L, 54251L, 54319L, 54424L, - 54502L, 54563L, 54626L, 54760L, 54867L, 54937L, 55032L, 55094L, - 55158L, 55239L, 55319L, 55406L, 55567L, 55631L, 55706L, 55857L, - 55948L, 56016L, 56072L, 56155L, 56215L, 56278L, 56416L), - Dim = c(2000L, 608L), Dimnames = list(c("CERNA1", "IGKV2-18", - "LUADT1", "AL133297.2", "AL021937.1", "GPR174", "DCLK2", - "C16orf90", "PCSK6-AS1", "AC001226.2", "POU6F2", "AC080129.2", - "AC015908.3", "CYP2A6", "PAX5", "COL6A5", "SMG6", "AL645634.1", - "LINC02372", "EDF1", "ZNF605", "ANKS4B", "LINC02413", - "ACTR3B", "AC004067.1", "HSD17B4", "AC007881.3", "KCNAB3", - "PSMA3", "TMSB15A", "LIPE", "FOXJ1", "GUCA2A", "PTX3", - "LINC02559", "DCBLD1", "WFDC10B", "FUNDC1", "ACADL", - "KCNE1", "CLIC3", "FAM83D", "OSER1-DT", "MAD1L1", "PLCL1", - "SRPX2", "TOP3A", "PDX1", "LINC00407", "AC138894.2", - "CDK14", "U62317.4", "AC006013.1", "AC138969.3", "PNMA5", - "CELF1", "CCDC110", "MSL2", "ANO2", "PIBF1", "TREML4", - "KRTAP10-5", "EXO1", "FASTKD3", "AL035665.1", "TSSK1B", - "PDZD11", "AC233724.20", "PIGX", "CACNG2", "BIN2", "BTBD9-AS1", - "HTR1B", "LINC02012", "AL590428.1", "BRI3", "AP5Z1", - "FAM81A", "AC008897.2", "SCGB3A1", "USP17L8", "C5orf49", - "HCFC2", "LINC00575", "AC117473.1", "CHAF1A", "AARS", - "PCOLCE", "SUSD2", "SYT16", "CMAS", "AC145212.1", "IGHV3-21", - "TXNDC5", "GRM1", "IGFALS", "OR4C13", "LINC02532", "AC092675.1", - "TBC1D3F", "COLCA1", "GPC1", "AC008991.1", "AC131009.2", - "TPCN2", "LINC01862", "C8orf89", "KRT39", "AC245060.2", - "RCL1", "SNX24", "C21orf62", "AP1G2", "LINC01489", "AC244517.10", - "CCDC129", "AF099810.1", "EIF3K", "AKAP3", "LINC02148", - "DEF8", "CIR1", "DNMT3A", "WASHC2C", "AC015936.1", "RBM43", - "LINC01544", "TBX18-AS1", "MRPS9", "ZNF781", "TCF4-AS1", - "NOTCH4", "MT1X", "ZNF250", "L3MBTL4-AS1", "AL356130.2", - "AL118516.1", "AL513320.1", "NADK2", "TEAD3", "AC005329.2", - "C1GALT1C1L", "PODNL1", "AC004870.3", "AC078881.1", "S100A12", - "NUMA1", "AL392172.1", "NHLRC3", "HECTD4", "AC104066.2", - "AKAP13", "OR4F15", "CPSF3", "LINC02100", "ZNHIT3", "VGLL3", - "AC004771.4", "AL162399.1", "AC010761.6", "IFNK", "ADORA2A", - "NOL4L", "AC026471.3", "SENP2", "TRAV24", "CENPBD1", - "LMO7DN", "OTX1", "AL157778.1", "PLK2", "AC090527.3", - "OR5BS1P", "POU3F3", "ERLIN1", "GIMAP7", "AC090150.2", - "TMEM219", "COL8A1", "TRBV6-2", "AC073508.2", "AC110609.1", - "GAL", "LINC01695", "NME1-NME2", "AP000311.1", "PKHD1", - "HPN-AS1", "AC012499.1", "HOMER3", "GALR2", "AC142391.1", - "AC068490.1", "AC010745.2", "KAT6B", "AL356364.1", "OOSP2", - "AC022523.3", "AC019193.3", "SMURF1", "AC084026.1", "AL132821.1", - "AL512380.1", "EIF2S3", "RNF8", "CSH2", "LINC01533", - "TREML1", "LYZL2", "LINC01348", "LINC01797", "AL138694.1", - "ZFHX2", "POGK", "PEAR1", "CARHSP1", "RC3H1", "LINC02249", - "JAM2", "LIFR-AS1", "CDY2A", "CLUL1", "LINC01588", "AL122019.1", - "OXR1", "AC087379.2", "ADCY10", "MMP15", "LINC01857", - "AC037459.1", "AL354864.1", "LINC01523", "AC069234.2", - "LIMS4", "RIMKLA", "PTPN13", "APOBEC4", "SFTA2", "AC099681.3", - "IGKV2-30", "PCDHGB6", "AL445423.1", "PGM5P4-AS1", "SEC11C", - "AL645504.1", "LINC00702", "STRADA", "VPS37C", "TNFSF9", - "PIK3C2G", "AC005323.1", "AC023389.1", "AL391863.1", - "FAM160A2", "AC020743.1", "LAPTM5", "AP000704.1", "AC233992.2", - "IGKV1OR2-108", "ZNF184", "AC044802.1", "LYPD4", "AC084876.1", - "SS18", "AC099552.3", "DYNC2H1", "PRMT3", "PHLDA3", "TYSND1", - "AC013799.1", "AP001458.1", "INSL3", "AC073323.1", "AC008429.1", - "EGFL8", "LINC00207", "AC087742.1", "TPI1", "HLA-DQB2", - "AC092142.2", "AC009950.1", "HLA-DQB1", "LINC01015", - "CAPS", "C1orf174", "AC009159.1", "N6AMT1", "CIART", - "PPL", "IGHVIII-47-1", "COPA", "LINC02438", "AC107982.2", - "IFIT3", "PSMB7", "BBS7", "RUNDC3A", "AL031709.1", "TGM6", - "TAOK3", "AC147067.2", "C17orf97", "LRP11", "KLHL11", - "AL713851.2", "ZNF76", "BANF1", "PDCD10", "AC079834.2", - "PHF2", "NAT1", "AC141586.2", "ACAT1", "ATXN2-AS", "PSTPIP1", - "SLC22A9", "AC092354.2", "AL121908.1", "PMS1", "C4BPA", - "LINC01054", "EEF2KMT", "ECHDC1", "TMEM87B", "GGPS1", - "CHORDC1", "GPR25", "HAX1", "HEG1", "SPEF2", "NKX2-1", - "YARS2", "PTGER3", "SMIM34A", "WNT7B", "KCNMA1-AS1", - "AC108463.3", "AC093831.1", "AC005550.2", "KRTAP27-1", - "AC007879.2", "STX4", "MCMBP", "AC093525.4", "KCNQ1OT1", - "EFL1", "EHD2", "Z82185.1", "C1orf146", "LINC00533", - "ANKRD62", "TGIF1", "LINC00310", "CYB5A", "CLDN11", "FAM230C", - "ZNF804A", "AL008638.2", "AP002768.1", "MED23", "LINC02432", - "CPNE5", "LY6K", "FAM229B", "AC009093.4", "TPRA1", "PIGC", - "BICD1", "AL355076.2", "METAP1", "GPR135", "NOXA1", "RPH3A", - "AL161912.2", "GDPD4", "AC021483.2", "E2F6", "FLOT1", - "USP10", "RBFOX1", "PKD1", "NR5A1", "CCDC163", "PARVB", - "PAXBP1-AS1", "GGN", "CHID1", "AL121892.1", "AC137894.1", - "LINC02403", "AC012213.4", "LNX1", "FRRS1", "LAMP5-AS1", - "SNRNP35", "PIK3AP1", "AC025188.1", "ABLIM3", "SRXN1", - "AC005726.1", "LINC01035", "CBFB", "AC139100.1", "RNF5", - "S1PR2", "AL031600.3", "AC027277.1", "GLOD4", "STAC2", - "AP002373.1", "AC009961.1", "PDZD2", "PIK3CD", "AC087164.1", - "TMEM91", "FILIP1L", "MFSD3", "ACBD3", "LINC00677", "SUB1", - "AC007998.2", "MBLAC2", "PPP2R2C", "KRTAP23-1", "LINC01953", - "TRIM58", "PDE10A", "CYP2E1", "AC092673.1", "MSRB3", - "ZBTB20-AS2", "NOC4L", "NME6", "AC099778.1", "XCL1", - "TARSL2", "AL163636.1", "MUC5B", "AC092839.1", "TCTN1", - "NUP160", "ZNF793-AS1", "CR936218.1", "TTF1", "LINC02032", - "AC098798.1", "AC078842.2", "BNIP3L", "MEIS1-AS3", "AC131956.2", - "NANOGP11", "LAMTOR1", "AL672277.1", "OR1L1", "FGD5-AS1", - "TIMELESS", "CEP192", "PCYOX1", "HMGCS2", "AC015909.1", - "COPS7B", "AC092376.1", "CXorf40B", "AL390718.1", "FSCN2", - "IGLVV-58", "DKFZP434H168", "CHD2", "ZFAND1", "AC069277.1", - "CAVIN2", "AL442647.1", "AC068389.1", "PSMB5", "AC073848.1", - "HECW1", "RBMY1A1", "AFDN-DT", "AP000439.1", "AL357153.3", - "KIR2DL3", "AC102941.1", "AC009630.3", "AC008278.2", - "AC139491.3", "DUS1L", "TBC1D26", "AC104076.1", "SLC5A7", - "RIMBP3C", "NSUN5", "PDGFRA", "AL390730.2", "CNTFR-AS1", - "JUP", "PLPP7", "AL583839.2", "TRAJ8", "SUSD1", "LINC02533", - "AC087623.1", "AC040173.1", "ENPEP", "LINC01555", "AC021382.1", - "COL5A2", "EIF3A", "AL162713.1", "GIT1", "MXD3", "AL645728.1", - "STK11IP", "HSPA8", "ATP1B2", "SLC19A3", "PNMA8A", "ABCB6", - "XPR1", "AC110275.1", "ARSI", "TARM1", "ITIH5", "GLB1L2", - "AC007563.1", "AC004982.1", "HBG1", "C8orf34", "CACTIN-AS1", - "SDF4", "APOBEC1", "KIF18B", "AL035587.1", "PLGRKT", - "AC022167.2", "AP005242.1", "CAPN10-DT", "LINC01876", - "LINC01834", "AC007493.1", "CTTNBP2NL", "AC138360.1", - "AL136115.2", "AC092625.1", "AC107982.3", "LINC01907", - "C2CD2", "NEXMIF", "SEPT11", "EDAR", "AC093722.1", "TRAF3", - "OR51G1", "ALDH5A1", "OR4S1", "S100PBP", "HADHA", "GGA1", - "CTAGE8", "KCNA5", "AL451050.2", "SMARCAD1", "SCYGR4", - "TIMM23B", "MIR99AHG", "SDK1", "LHFPL1", "PXDN", "SNHG12", - "AC021439.1", "ME2", "FRS3", "AL136295.2", "VEPH1", "MRPS22", - "ZNF12", "AC007952.4", "CABYR", "MFGE8", "CHKA", "AC111152.2", - "SLC12A2", "HDDC2", "AP002518.1", "ATP6V0E1", "CTXND2", - "AC239868.3", "C4orf33", "DNAH1", "AC105105.4", "IGHD5OR15-5B", - "DVL3", "MICALL1", "JADE3", "LINC02361", "CHI3L1", "CGA", - "PLEKHA7", "LINC01611", "DIMT1", "PRSS51", "URB2", "AL079303.1", - "LINC01496", "LINC00865", "DEFB4B", "PBXIP1", "AC019257.2", - "LINC00895", "GUSB", "ZNRD1", "LINC01763", "AL354984.2", - "OR2F1", "DCC", "AP000756.1", "LINC00462", "AC024901.1", - "AC009154.1", "RNF125", "AL606534.3", "LINC01215", "S100A3", - "INSM2", "GEMIN4", "AKAP12", "PRKAG3", "ECHDC2", "SCPEP1", - "EFEMP2", "AC093249.6", "PTCD2", "AL359317.1", "LINC00563", - "AC009097.1", "AL357375.1", "EMILIN1", "ZBTB8A", "C12orf29", - "MYRF", "SGPL1", "FAM30A", "GSDMB", "LINC01098", "FBXO21", - "SNAPC4", "AC024603.1", "CASC17", "ELAVL2", "AC010643.1", - "LINC02340", "AC008278.1", "AF130359.1", "DLEU7", "LINC02299", - "AL359764.1", "ANKRD46", "TRIM46", "SHMT2", "FKBP7", - "FAM187A", "AC067968.2", "AL354872.2", "KRTAP10-12", - "DAP", "CCNE1", "AP001043.1", "DOCK11", "POLA2", "LINC02240", - "ATRN", "MNT", "ANKHD1", "ZNF800", "AL354710.2", "SMCHD1", - "FTCD-AS1", "AL449106.1", "CTRB1", "MBTPS1", "AP006285.1", - "HPS6", "BAAT", "SLC5A9", "AC079907.1", "AP003097.2", - "BCORL1", "TCERG1", "ZNF66", "AC083906.3", "AL353626.1", - "TRBV5-4", "VANGL2", "LSM11", "AL031666.1", "GNE", "SOSTDC1", - "AC105219.3", "POM121L12", "DYM", "NR1I2", "AC083867.1", - "AC023794.1", "DNAJC27-AS1", "IL12RB2", "LINC00397", - "LINC00265", "C8orf59", "AC138230.1", "AC004754.1", "CLASP1", - "ARSD-AS1", "ERICH6", "LINC01198", "KL", "AC135178.3", - "MYF6", "SCAI", "LINC01241", "VAPB", "AC093627.7", "AP000442.2", - "AC026688.2", "ROPN1", "AC110615.1", "LRAT", "EMX1", - "SLC10A2", "AC008280.3", "CDH8", "PSMC3IP", "AC069222.1", - "TMEM192", "AC103724.3", "AC097066.1", "TACR3", "LINC00456", - "RHOBTB2", "LINC02442", "IGHV3-20", "BPIFB1", "AC022498.1", - "OR4F21", "ARHGAP24", "FXYD6", "AL391645.1", "AC084809.1", - "AC069257.1", "SLU7", "TRAV31", "AL359881.1", "CAMSAP3", - "AC017100.1", "THRSP", "AL136985.3", "NUDT8", "AC008915.2", - "ZNF263", "AP003351.1", "MTSS1", "CD207", "CES5A", "KRTAP9-4", - "CD37", "AC098859.2", "UBE2E2", "AC074143.1", "AC138028.6", - "AC008517.1", "SPATA25", "ZNF385D", "LINC02049", "MALSU1", - "AC068481.1", "LINC02267", "VPS26A", "SMIM35", "RNF13", - "TFAP2D", "LIG3", "XKR3", "RASEF", "LZTR1", "CARD14", - "HTN3", "ATP2A1", "WASL", "ZNF596", "AL050303.1", "CYP3A4", - "NTAN1", "FAM110B", "CEP170", "RPGR", "RGSL1", "COLGALT1", - "AL162742.1", "ARSE", "VAC14-AS1", "AC073863.1", "ELAC1", - "MYLK3", "GON4L", "ESM1", "IYD", "IGKV6D-41", "AL008723.2", - "LINC01259", "EDNRA", "PPIAL4A", "LYPD1", "CHCHD2", "KIF11", - "SPATA13", "PTK2B", "AP003400.1", "CDO1", "MADCAM1", - "LINC01686", "AP006748.1", "ENTPD4", "PTPRK", "C21orf91", - "SNX29", "ATL2", "LINC01537", "CT47A8", "CFAP298", "PLSCR2", - "ATP5PB", "EVL", "IGSF8", "USP17L17", "RCE1", "FAHD2A", - "AP1S2", "LINC00487", "AMOTL1", "APOC3", "OST4", "SUSD6", - "TSR2", "SLCO5A1", "AL132671.2", "HSBP1L1", "OR2B6", - "U2AF1L5", "TEX29", "LINC00940", "AL096870.1", "Z83851.1", - "IGHV1-2", "AC007179.2", "WRAP53", "OR52K2", "AL160408.3", - "ZNF574", "TRAJ9", "POTEI", "BPIFB4", "OR52I1", "CRYGS", - "IFNAR1", "MRM2", "TTC24", "KCNIP2-AS1", "ZNF296", "SYNE1-AS1", - "AC026461.4", "AP000253.1", "DYNAP", "GPRC6A", "ACTN1-AS1", - "GEMIN8", "WDR18", "AC005746.2", "AC034238.2", "ERGIC2", - "ECHS1", "PLD2", "PLCXD1", "AC005775.1", "AC112721.2", - "AC103952.1", "LINC01978", "Z99127.1", "ADIPOQ-AS1", - "AC007347.1", "AC027306.1", "SEL1L3", "VWA5A", "UGT1A10", - "FAM174A", "IGLJ6", "AL132719.1", "PAFAH1B1", "MRE11", - "DLX3", "AC010336.4", "AC009804.2", "ITPK1", "AC023932.1", - "LACTBL1", "CYP4F11", "AL589745.2", "RORC", "AL691403.2", - "AC091826.2", "TMEM218", "AP2A1", "LINC01670", "GLRA3", - "DENND5A", "HNRNPH2", "LINC01433", "AL135744.1", "AC137932.3", - "AL359853.1", "RBM4B", "SPIRE2", "AP001025.1", "AC090023.1", - "UBE4B", "AC010485.1", "LINC02473", "TPO", "UNC13C", - "IGHA1", "AC105415.1", "AL139246.1", "AC027288.1", "AC025430.1", - "SH2D5", "AC135782.2", "GP6", "YAF2", "NFYC", "AC005291.1", - "SF1", "KIAA1755", "FP236383.2", "FAM151A", "AP001574.1", - "MBIP", "MAP3K12", "AC022784.6", "TCF4-AS2", "AFG3L2", - "ALOX5AP", "AC093525.1", "OR2A4", "AC007563.2", "IQCD", - "TMEM59", "AC110296.1", "GAB4", "AC003986.2", "FAM131A", - "AC023825.2", "CACNA1C", "AL355526.1", "HAS2", "AL136309.2", - "AC005019.2", "LINC00930", "AC090696.1", "CD84", "RPF1", - "AC096576.3", "AC046158.1", "TMLHE", "JADRR", "IGHD1-7", - "AC024908.1", "SDC4", "AC010132.4", "GJB5", "AL121827.2", - "IL19", "AUP1", "HCG17", "PHPT1", "SLC35E3", "CNOT6L", - "PDZRN3", "PGBD2", "ITGAD", "AC010168.1", "RBFOX2", "SERPINA11", - "GDA", "AL391095.3", "SSR4", "LINC00485", "C1orf54", - "AL121782.1", "PSG11", "AC008011.2", "HMGCLL1", "AC018511.2", - "ARMH4", "TRAV28", "AC104758.5", "KATNBL1", "RGL1", "AC122136.1", - "CC2D1B", "TMEM220-AS1", "AC027338.1", "AC012593.1", - "AL731661.2", "AC090386.1", "PHF14", "PQLC1", "ZCCHC24", - "NDRG3", "ARHGEF15", "RASGRP2", "UNCX", "FRG1-DT", "SNTB2", - "HNRNPLL", "ALDH7A1", "BRCC3", "AC109583.3", "AC016595.1", - "AC021739.3", "SLIT3", "AL391069.3", "AC010266.2", "CD83", - "SCN1B", "CYLC2", "AL365394.1", "LINC02204", "AL122010.1", - "TRAF5", "NHSL2", "AC084024.1", "NPY4R", "TARS", "CU638689.1", - "AC245884.10", "FGD3", "AC090857.2", "NELFB", "TSPAN12", - "LINGO1-AS2", "REG3A", "AL118523.1", "AC004494.1", "CCR2", - "AC140481.2", "AC126768.1", "NRG2", "AL132796.1", "AL109954.3", - "AC018553.2", "AC104078.2", "CSGALNACT2", "PRAMEF12", - "CYREN", "ALPL", "OR4C11", "LINC02104", "AL121992.3", - "NDUFAF8", "FAM237B", "ZNF880", "NADK2-AS1", "AGAP3", - "LINC01483", "UBE2J1", "PPM1H", "AL096869.2", "STBD1", - "TRAJ34", "QRFP", "LINC01594", "LINC01612", "AC009133.6", - "AL139231.1", "AC007001.1", "CABP2", "AC090458.1", "AC114490.3", - "PI15", "LINC00513", "LINC02132", "FAM240A", "AL645922.1", - "LINC00491", "SIRT7", "MC1R", "AL589765.1", "C12orf73", - "AC124312.2", "XAGE2", "VCY1B", "ACP5", "OR10T2", "AC069114.1", - "RASAL2", "DSTYK", "IQGAP2", "RAB11FIP5", "CD8B", "AL356258.1", - "KLK6", "RGR", "DUSP12", "AC124254.1", "AL353600.1", - "FBXO11", "IGHV3-71", "CLN3", "MIGA1", "PLCB2", "SLFN5", - "STXBP3", "SEMA3F", "IGLV10-54", "AC104472.3", "AC134312.6", - "AC013472.2", "TOR1AIP2", "IL7", "PPM1N", "GREM2", "LINC02212", - "PSMC5", "ACKR2", "TNFRSF11A", "THEMIS", "ANGPTL7", "LINC02294", - "AL445685.1", "MPP3", "AL121612.1", "QARS", "UNC50", - "AC114956.1", "MYH4", "RAB35", "AC022167.1", "ANXA5", - "GNB4", "RBBP5", "ATP2B2", "CSKMT", "STRA8", "LINC01040", - "ERICH4", "CA3", "ALKBH1", "AC007285.2", "MAFF", "LINC02569", - "AL133330.2", "RFPL4A", "GALC", "AL355304.1", "MGP", - "MBOAT7", "ZNF555", "MGST1", "GBP5", "FLCN", "AC011530.1", - "HCN1", "AC087672.2", "AL139420.2", "AC011498.2", "AC100797.4", - "CCDC42", "NRAP", "CDKN2AIP", "SSX4", "PAX9", "LINC01884", - "RIC3", "LAMP2", "MIR670HG", "IRX1", "AC020612.3", "AC138207.1", - "CU633967.1", "AL355339.1", "AC079921.2", "WWTR1-AS1", - "AL359915.1", "AC022001.3", "LRCOL1", "GPD2", "MOSPD2", - "GULP1", "AC084365.1", "NDUFB1", "AC130650.1", "NECTIN1", - "SAMD7", "TIMM10B", "SNTB1", "OR6M1", "KRT86", "AOC2", - "POFUT1", "AC106882.1", "PHAX", "ETV6", "AC022148.2", - "AC015522.1", "B3GALT2", "AC013270.1", "ATF7", "ERLNC1", - "TDRD10", "LYSMD4", "GCSAM", "AC005736.3", "WDR93", "LINC01058", - "AC018462.1", "AC022098.1", "AC124276.1", "STOML1", "LINC00996", - "LINC00957", "IPO11", "AC069503.1", "IGHV3-75", "AC091488.1", - "TRIP13", "ATP10D", "STX6", "AC099792.1", "LINC01854", - "TFAM", "AC121161.2", "TEP1", "PDCD1", "LEMD1", "RFX8", - "USP17L20", "AL928921.1", "B3GAT2", "AC003982.1", "CALML3-AS1", - "SCG3", "IZUMO2", "AL121772.3", "DDX5", "NRG3", "CDHR5", - "RET", "WLS", "CD247", "TCHH", "AC009477.2", "AC138811.1", - "LINC01914", "AC078846.1", "AL161935.1", "BTBD3", "SLC38A11", - "AC012050.1", "LINC01621", "AC114488.1", "TMOD1", "LILRA5", - "CCDC88B", "MSH3", "ZFP36", "BNIP3", "AC092652.2", "IGLVIV-53", - "AC104521.1", "NNAT", "AC245033.2", "LINC01870", "MANEA", - "SULT1C2", "GIMAP8", "TADA2A", "AL160412.1", "GRINA", - "AC006435.3", "CCAR1", "SV2B", "ZBP1", "MSMO1", "MAGEA9B", - "LINC00623", "KIFC2", "SMAD2", "GSTM4", "TTC33", "LINC01233", - "LPP-AS2", "CCDC25", "CDC25C", "FBXO34", "AC138466.1", - "TGFBR2", "ZNF257", "GLYATL1B", "AP001172.1", "Z82246.1", - "AC074135.1", "LAMB2", "LINC01864", "OR4N2", "LINC02571", - "OR11L1", "LINC02207", "AC111182.1", "RNF114", "CRAT", - "BRAP", "KLK7", "SMIM18", "ZSCAN10", "IGKV6D-21", "CMIP", - "AL391335.1", "LINC02231", "SPATA4", "CFAP99", "AL512353.1", - "LINC02347", "SNRPB", "FUBP3", "DDX28", "LRRC3-DT", "AC007250.1", - "TMEM176B", "FAM131C", "TRUB1", "AL589765.5", "ZNF280D", - "LRRC45", "MIF4GD", "AL591686.1", "POLR1D", "UBE2L5", - "MPHOSPH10", "AC104260.1", "BCL9L", "AC010531.1", "CITED1", - "SGO2", "TRIM28", "AC097347.1", "POMZP3", "CDADC1", "AC010333.1", - "IWS1", "IGHJ3P", "AC083837.1", "NME3", "SP9", "RAB6B", - "MAPK8", "PRAMEF13", "AL512306.2", "LINC01750", "FADD", - "ATP12A", "SLC35E1", "CSPP1", "GLIPR2", "LINC01567", - "AL157834.1", "TM4SF4", "AC003984.1", "C9orf163", "AP002990.1", - "KDM1A", "AC015849.3", "AL139002.1", "AC105020.4", "LINC01134", - "THRIL", "AP000679.1", "AP003066.1", "PKNOX2-AS1", "AC007220.1", - "TMEM40", "LINC00572", "GOLGA7", "CTNS", "MYT1", "AL133215.3", - "AC004674.1", "CYP4F26P", "AL356275.1", "CALM2", "AC007495.2", - "AC096564.2", "THOC2", "PLA2G2A", "ADAM19", "NPIPB5", - "VSIG1", "PHYH", "ENOX1", "C3AR1", "AC073343.2", "AC023154.1", - "UMPS", "AP000282.1", "TMEM126B", "ZNF519", "LINC00529", - "AC079305.3", "FP325330.3", "FOXCUT", "TRAJ30", "NXNL2", - "KAZALD1", "AC112907.1", "OBSL1", "IGKV2D-24", "RASSF1-AS1", - "RPP30", "NR2F1", "LINC01833", "NFU1", "AL355810.1", - "RHBDD3", "UTS2R", "POLE3", "SNHG4", "LARP7", "AC062015.1", - "PPP4R3B", "SLC16A1-AS1", "AL122035.1", "AC011944.1", - "FAM72C", "SHPRH", "LINC02590", "TLR5", "SPATA21", "CFAP47", - "AC007952.3", "LINC00353", "GON7", "PWRN3", "FXYD5", - "AC006262.2", "HOXD13", "LRG1", "NUP85", "AC116351.1", - "LINC02287", "AL078459.1", "NEFL", "SEPT4-AS1", "C11orf42", - "RYBP", "UBL4A", "AP006216.2", "AC012301.1", "FRRS1L", - "RAC3", "SCN7A", "DNAH3", "LINC02431", "AC115522.1", - "TRIM39-RPP21", "AASDH", "OR10S1", "LINC00304", "TOPBP1", - "BTAF1", "PLPBP", "AC106732.1", "AP002360.3", "AC074135.2", - "ITGA2B", "LINC01751", "AL023581.1", "ICAM3", "AC091057.4", - "LRP1-AS", "GNRH2", "MFSD2A", "ZNF639", "SREBF1", "SIPA1L2", - "ADORA2B", "AC092620.3", "AP005328.2", "SMG9", "AC114341.1", - "LINC00543", "TTC3-AS1", "AQP12B", "AC002464.1", "AL354810.1", - "Z83844.2", "AL358234.1", "LINC02155", "FBXL3", "SOX18", - "CRYGD", "LINC01337", "SLC7A7", "IGKV2-24", "LHFPL4", - "C18orf21", "EMX2OS", "SYNE4", "MED13L", "DSP", "SRSF2", - "TRGVB", "CREM", "SPACA9", "SLC5A4", "C2CD6", "AL365258.1", - "AOC3", "KLF10", "PITPNM1", "DNAAF2", "FSIP1", "CTNND1", - "AC243967.2", "LINC01070", "BCL7C", "CHSY3", "MSMB", - "RAB39A", "PLEKHH2", "ZNF556", "Z82173.1", "EDN3", "AC116903.2", - "AC091096.2", "TEAD4", "AC099850.2", "PTPRQ", "KTN1-AS1", - "TRAJ23", "AP000911.1", "CDC42EP1", "PATE2", "LINC00968", - "CNST", "ZNF274", "CCDC198", "KRTAP13-3", "NDUFA4L2", - "LINC00644", "KIAA0100", "C15orf54", "TSPAN18", "PLA2G2C", - "IFIT5", "AC096736.3", "CLDN19", "LINC02301", "CCDC66", - "CPE", "FKBP5", "AP000855.1", "RNF169", "AC244197.2", - "RPS25", "PRSS35", "ZNF7", "AC087392.3", "PDPK1", "NPRL3", - "ILK", "TMEM8A", "HCAR3", "ATG4C", "TAF1D", "AC010636.1", - "GREB1", "AL355537.2", "TDRD7", "LINC02321", "CORO6", - "AC243830.3", "PABPN1", "AC007368.2", "PITX1", "LINC01999", - "GATA3-AS1", "LINC02414", "TMC7", "PAN3-AS1", "BX322562.1", - "LINC02158", "MAP1LC3B", "VAT1", "FAM227A", "AC098479.1", - "LOXHD1", "AL451164.3", "PPM1E", "AC233724.12", "BABAM1", - "TDRD15", "AC011523.1", "SDR39U1", "TMED3", "TCFL5", - "POLR3B", "AC215217.1", "TBCB", "OR52N5", "AL512622.1", - "GPR65", "LINC01525", "AL358473.2", "CFAP36", "GAB3", - "TRPM3", "LINC01115", "ARF3", "WDR91", "AC069029.1", - "NRM", "ATP5F1C", "EZH1", "ABCD3", "AC099062.1", "LEF1", - "AF067845.2", "C4orf45", "MOSPD1", "ANKDD1A", "C17orf80", - "AC004920.1", "GABRR2", "AC005034.3", "SOGA1", "ATP2B3", - "AFAP1", "CHERP", "AC246785.3", "SEMA4G", "AC125603.4", - "AL357509.1", "SERPINB2", "OR8K1", "FBXO27", "LINC02151", - "AL353572.3", "ADGRA3", "RIMS3", "DPP8", "AC098484.1", - "AC017006.1", "OSBPL7", "FMO4", "AC064807.2", "AADACL4", - "RPS12", "CLNK", "GNPDA2", "SLC3A2", "AC137579.1", "AL021392.1", - "AL121992.1", "DPM1", "SPARCL1", "HPYR1", "AL049840.1", - "AL445623.2", "AIFM3", "PIAS3", "TLK1", "KLHL30", "ACTRT3", - "PRR12", "SNX27", "AL583810.1", "AL049548.1", "AL021807.1", - "AC005808.1", "AC090115.1", "ADGRF5", "AC007639.1", "NDC80", - "FAM24B", "LHFPL6", "EPHB2", "AC044781.1", "AC074366.1", - "MT-CO1", "SOX12", "FNIP2", "LINC01440", "ZNF354B", "TAPT1-AS1", - "ZRANB3", "KCNA10", "MSLNL", "MACF1", "ANKRD6", "POLR3D", - "AC092994.1", "ADRA2C", "LINC02259", "TM9SF2", "AL157402.2", - "TMEM119", "CXXC5-AS1", "C7orf26", "OR3A2", "LDLRAP1", - "OR8B8", "AC013727.2", "PTPN5", "C12orf75", "KITLG", - "HGH1", "ST8SIA1", "AL353708.2", "AC005476.2", "SLC35E2A", - "C1QTNF4", "ZFR2", "AC145141.2", "MAATS1", "FIGNL2", - "ZSCAN1", "COL11A2", "SKIDA1", "CCDC158", "HEY1", "MIPOL1", - "UCKL1", "AC078883.3", "AQP3", "DEPDC1-AS1", "CFAP74", - "LINC01013", "TRBV5-3", "SORT1", "ZFAND5", "OR51S1", - "MORN4", "AL021937.4", "LINC02546", "AC062028.1", "AC073651.1", - "AC005703.1", "AC134772.1", "AL354771.1", "ETS1", "AL358612.1", - "AC012615.5", "LINC02514", "ANO9", "NRG1", "MRPL58", - "ST20-MTHFS", "AC005703.2", "AC009021.2", "AC051619.4", - "LYZL1", "NUDT12", "AC136352.2", "OLFML2B", "ARPC4", - "SYT10", "MAP3K20-AS1", "AC108136.1", "AC104078.1", "AC117505.1", - "AC100781.1", "FAM189B", "MIR29B2CHG", "KBTBD13", "LINC02319", - "AC004542.1", "AC066612.2", "PRR5-ARHGAP8", "ADCYAP1R1", - "OR51V1", "NGDN", "DMTF1", "AC008525.2", "AC005614.1", - "LINC02368", "AC090707.1", "GAL3ST3", "SEPT7-AS1", "SDR42E2", - "MALINC1", "KLHL32", "AC106774.5", "ATRX", "AC005772.1", - "AC130324.3", "TREH", "GRM6", "BMP8A", "KRTAP10-10", - "AC104458.1", "PRSS40A", "LINC02446", "SCYGR10", "RNF130", - "AC073257.1", "AP005264.3", "LHX2", "MYCBP", "CRK", "AC005304.1", - "AC008537.2", "AC114550.2", "SQLE", "AC107032.2", "XKR7", - "CFAP100", "PTCD1", "SIDT2", "PGAM1", "ADAMTS5", "ERMARD", - "TMIGD1", "ATP4B", "CHST3", "AC090673.2", "ANKRD65", - "IGHVII-44-2", "LINC01551", "AC009511.1", "LPAR4", "UBE2E1", - "TEX30", "PRMT9", "SH2D7", "AL133406.3", "FIGNL1", "LRRC38", - "HIST2H2AB", "JAG1", "AC027013.1", "IGLV4-3", "ZNF138", - "LINC01436", "ATL3", "LINC02247", "TLE1", "AC105942.1", - "ERVH-1", "DCBLD2", "SMIM37", "C8A", "TRBV10-3", "AC022706.1", - "BEND2", "ISL2", "ADAM23", "AC010240.3", "EHD3", "PSORS1C2", - "AC107953.2", "IGLVIV-66-1", "DISP2", "AL592430.2", "XPOT", - "ZFP1", "RPL13A", "ANO3", "AP001318.1", "LINC00972", - "EXOSC10", "AC009970.1", "TNFSF13", "ADAM11", "TMED5", - "TRAF3IP3", "AC226101.1", "OR2A42", "AC130371.1", "PVT1", - "AC113382.2", "AASDHPPT", "COL18A1-AS1", "AC020637.1", - "AC112503.2", "C1QTNF9", "CRYZ", "AL353593.1", "ANO1", - "PLAC8L1", "CRB1", "AP000785.1", "SLC7A4", "AC131902.1", - "AL161752.1", "STK38L", "CCDC34", "AL583722.4", "CLDN12", - "LINC01535", "AL162726.1", "AC011483.2", "AC091808.1", - "PRSS36", "PLEKHJ1", "AC243967.3", "IL17RA", "FCRL5", - "RBFA", "C12orf56", "LZTS1-AS1", "KLHDC1", "AC006547.3", - "GAS2L2", "SMARCA5", "COPZ2", "NPDC1", "C20orf204", "AL353807.2", - "LHX3", "C4orf19", "AL365204.1", "ZNF208", "ZNF841", - "GNAO1", "IRF2BP1", "ZNF358", "AC027307.3", "SLC6A12", - "FOXF2", "ARRDC1", "P2RY4", "MACROD2", "PLA2G4C-AS1", - "EPCAM", "ANKRD20A2", "AP001636.3", "ACADVL", "CSPG4", - "FIBP", "AL357832.1", "PDCD2L", "CES3", "TAS2R1", "AL583808.1", - "LINC01438", "USP37", "HIST1H2AL", "AC022639.1", "WDSUB1", - "RPL24", "Z84492.1", "AC018695.4", "AL591222.1", "DNAJC17", - "HID1-AS1", "AL162311.3", "AL355310.2", "FREM2", "B2M", - "HIC2", "ZKSCAN3", "SLC41A3", "ENC1", "RBX1", "AC118549.1", - "AC211486.2", "TOLLIP-AS1", "ABCA8", "SRCIN1", "TRIM49C", - "CROCC2", "AC026471.2", "CLN8", "RNASEH2B-AS1", "ANKLE2", - "CRIP1", "KCNJ14", "SPEM3", "HMGA1P4", "HSD17B6", "SIRPD", - "ZBTB12", "AD001527.1", "AL137058.1", "CACNA1C-AS4", - "AP3B2", "PCDHA13", "OR8D1", "HSD17B1", "DIAPH1", "CCL7", - "TENT4A", "MASP2", "TMPRSS15"), c("CGATGGCAGACTCGAG-1", - "ACCGTTCGTGGTCAAG-1", "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", - "CATGCTCTCTCTCGCA-1", "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", - "GACTCTCAGATACATG-1", "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", - "AGTTCCCCATACACCA-1", "TTACCGCCAACCCGCA-1", "GACTCAAAGAAGTCCG-1", - "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", "AACGAAAAGGAACGAA-1", - "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", "GGGAGATCAGTTCACA-1", - "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", "AGAACCTGTTATTCTC-1", - "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", "GGACGTCCACTGCTTC-1", - "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", - "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", - "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", - "ATCACAGTCAGCTTGA-1", "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", - "AGGTTACAGGATTTCC-1", "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", - "CAGTTCCTCTCAACCC-1", "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", - "AGGTTACGTTGACTAC-1", "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", - "ACAAAGAGTTAGGCCC-1", "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", - "CTACAGACACATACTG-1", "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", - "TGTCCACAGGCATCTT-1", "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", - "GTTCTATTCCCTCGTA-1", "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", - "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", - "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", - "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", - "TTGCCTGCAGATCCTA-1", "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", - "CCGGTGATCCTACCGT-1", "TCCACCACAAAGGCGT-1", "CTTCAATAGGGCCTCT-1", - "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", "CGATGCGCATCTGTTT-1", - "CACTGGGCAACCAACT-1", "ATCGTGATCAGCGTCG-1", "TTCCAATTCACTACTT-1", - "CTCAATTTCCAGCAAT-1", "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", - "TCACACCAGCAGCCCT-1", "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", - "TCGGGACGTAACATGA-1", "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", - "TGTGATGAGGACCCAA-1", "TGGATCAAGGGACAGG-1", "ATGAAAGGTAACATGA-1", - "GTAAGTCCACGAGAAC-1", "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", - "AGTAACCTCATGAGGG-1", "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", - "TCATGTTGTCATACCA-1", "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", - "GCTTGGGAGCCAAGTG-1", "CCGGACAGTCGTGGAA-1", "ACCACAAGTCAGGTGA-1", - "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", "TCCATCGAGTATAACG-1", - "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", "GCTTTCGGTAACGGTG-1", - "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", "AACAGGGTCACCCTCA-1", - "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", "AGTCTCCCACCTCAGG-1", - "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", "ACACAGTTCCACCTGT-1", - "CAAGGGACAGAGCGTA-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", - "AGTAACCGTAGACACG-1", "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", - "CCTAACCTCTGCCCTA-1", "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", - "TCAAGTGAGGATAATC-1", "TACGGGCGTTATAGCC-1", "CAGCAGCCAAGCAATA-1", - "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", "TTCACGCGTTGGACCC-1", - "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", "TGGGAGAGTTGTCTAG-1", - "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", "CTCATGCTCCACGGGT-1", - "AGAAGTATCGAGTCCG-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", - "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", - "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", - "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", - "GGTGTCGTCCCATGGG-1", "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", - "TCGCACTCAATCGCCG-1", "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", - "ATGAGTCTCTTTGATC-1", "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", - "TACCGAAGTCCTGTCT-1", "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", - "TGGTTAGTCCGAGAAG-1", "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", - "CCTTTGGGTGATTCTG-1", "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", - "ACTGTGACATTCTTCA-1", "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", - "GAGGGTACAAACCACT-1", "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", - "GTAAGTCGTACCTAAC-1", "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", - "TATCTGTCATAACTCG-1", "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", - "TTCTGTACAACGCCCA-1", "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", - "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", - "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", - "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", - "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TGACAGTAGGCATGCA-1", - "TTCAATCCACTTCAGA-1", "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", - "AGATCCAGTAACAGGC-1", "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", - "TTCTGTAAGCCTTGAT-1", "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", - "TTGCCTGGTATACGGG-1", "AAGACTCGTTGCCTAA-1", "GAGGCCTGTACTGCCG-1", - "CAGCCAGCATCGCCTT-1", "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", - "TGAATCGGTGGTTCTA-1", "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", - "GCACTAACATTGACAC-1", "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", - "AGATCGTCACTTACAG-1", "AGGGAGTGTTTACACG-1", "CAAGAGGAGGCAGGTT-1", - "GGTGGCTAGAAGCCTG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", - "GCAACATGTCCTACAA-1", "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", - "GTTTGGAGTTTCGACA-1", "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", - "TAGATCGAGTTAGTAG-1", "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", - "ATGACCATCCCGTTCA-1", "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", - "CAGCGTGGTACGATCT-1", "AGATGAACACACCTTC-1", "TGTTCCGTCTAGACAC-1", - "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", "ACGGGTCCAGTTGTCA-1", - "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", "TGAGGTTAGCGTCAAG-1", - "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", "GTCTTTAAGGTCGTAG-1", - "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", "TATTCCAGTTTGGAAA-1", - "TGGCGTGTCCTCTCGA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", - "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", - "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", - "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", - "TCTGCCATCTGTGCTC-1", "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", - "TAATTCCAGCACTTTG-1", "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", - "ACGGGTCAGCGACTGA-1", "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", - "TCAAGACAGCTTTGTG-1", "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", - "CTCCATGAGCCGGATA-1", "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", - "AACGGGAGTGCAATGG-1", "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", - "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", - "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", - "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", - "TGAATCGCACGCTGAC-1", "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", - "ATATCCTAGGGATCAC-1", "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", - "ATCATTCTCACGTCCT-1", "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", - "AGAAATGTCTGTAAGC-1", "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", - "AACCTGATCACTGGTA-1", "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", - "AAGTTCGAGAGAACCC-1", "TCGACCTAGACGACTG-1", "AATGCCATCTTACCAT-1", - "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", "GCAGGCTCAAACTGCT-1", - "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", "ACATTTCAGCCGTAAG-1", - "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", "TTTCACATCTTCGGTC-1", - "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", "AATGACCCAGAGTCAG-1", - "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", "AATGGCTAGTCGTCTA-1", - "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", "TATCCTAAGGGAGGGT-1", - "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", "TCAGGGCCATCTAACG-1", - "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", "TGTTGAGCACCCTAGG-1", - "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", "TCACGCTCACCGGCTA-1", - "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", "AGTAACCGTATAGCTC-1", - "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", "CCTCAACCATGGCACC-1", - "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", "ATCGTCCCACATTCGA-1", - "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", "CAGTTCCAGAATCTAG-1", - "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", "CGTGATAAGAGTAACT-1", - "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", "GTACAACGTCTTCCGT-1", - "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", "TTTACGTAGCGATCGA-1", - "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", "TCCACGTCACCTCAGG-1", - "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", "TGGTGATTCTCCATAT-1", - "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", "ATTATCCCACGCAAAG-1", - "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", "TGTTCCGGTTGCCATA-1", - "TGTCAGAAGTTCGCAT-1", "TTCCTTCCATGACTAC-1", "GCGTGCATCTATACGG-1", - "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", - "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TGGATGTAGTTTGTCG-1", - "TCAGGGCCACTTCATT-1", "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", - "GTAATCGAGAATACAC-1", "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", - "AGGACTTAGGGCTTCC-1", "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", - "TTGTTGTGTCTACGAT-1", "ATGAAAGAGGAGTACC-1", "TGGAGAGGTACGCTAT-1", - "TGCAGATAGCTATCCA-1", "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", - "TGACGCGAGCCTCTTC-1", "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", - "ACCCTTGGTTACCGTA-1", "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", - "CGCGTGAAGGCTTCCG-1", "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", - "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", - "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", - "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", - "ATCGGCGTCACAAGAA-1", "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", - "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", - "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", - "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", - "CTATCTAGTATGTGTC-1", "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", - "CCTAACCGTGCCTACG-1", "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", - "GAGGGTAGTGGTTTAC-1", "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", - "ACCTGTCCAGGACTAG-1", "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", - "CCGTTCACAACGGCTC-1", "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", - "GCTACCTAGCCGAACA-1", "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", - "TCATTGTGTATACCTG-1", "GTTCATTAGTGGATTA-1", "GTGACGCAGGTCGTGA-1", - "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", "GACACGCCATGCCATA-1", - "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", "TAGACCACAGCAAGAC-1", - "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", "TTCAGGACAGGTAGTG-1", - "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", "ACCCTTGGTGTTCGAT-1", - "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", "TCGTCCACACCAGACC-1", - "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", "AATTCCTCAAGACCTT-1", - "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", - "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", - "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", - "GGATCTACACTTGACA-1", "CTCCAACGTGATTAGA-1", "CCCTGATTCTCATGGA-1", - "CACTGAATCTATGTGG-1", "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", - "TCCCATGCAGTCGGTC-1", "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", - "AGGTTACTCCTAACAG-1", "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", - "ATCCGTCTCAGCGGAA-1", "AATTCCTTCCCATAGA-1", "CTCTGGTGTAGATCGG-1", - "CATTGTTGTGGGACAT-1", "CATCCGTAGCGTTCCG-1", "TGAGCATGTTGGATCT-1", - "GCCGTGAAGCATCAAA-1", "CTTCGGTGTTTCACTT-1", "CTACCTGAGACAACAT-1", - "CACGTGGTCTTCTTCC-1", "ATTTCACGTATTTCTC-1", "CTAGACACACATTCGA-1", - "CAAGAGGAGACGCAGT-1", "GATGAGGCAGGCATTT-1", "AATCACGAGCAAATCA-1", - "TTACTGTGTGCCCAGT-1", "ATGGAGGAGCCTTTCC-1", "TTAATCCTCGCTTGCT-1", - "TCAAGCATCTGTCAGA-1", "GTCACGGGTCCAAGAG-1", "ATTTCTGAGCCTATTG-1", - "TACAGGTCAAGAATAC-1", "ACCTGAAAGGGAGGTG-1", "TATCGCCAGTCCCAAT-1", - "GACTTCCCAAAGACTA-1", "TCCGAAACAACGTTAC-1", "CAAGCTACATACTGTG-1", - "ATCGGATAGGATCATA-1", "GGTAACTTCGAGTGAG-1", "GGAATCTCAGCAGTAG-1", - "CTGTAGATCTATGTGG-1", "GCCAGGTAGCATCAGG-1", "AGGTAGGAGGCCACCT-1", - "TTCAGGATCGCTGTTC-1", "TACGGGCTCTTGGATG-1", "TGTACAGGTCGCCTAG-1", - "CGACAGCGTAGTCGTT-1", "ATTCTTGGTATCGCTA-1", "CTCATGCGTCGGTGTC-1", - "CGTGAATCAAGAATAC-1", "ACCTACCTCTTCTGGC-1", "TGATGCAAGTGGGAAA-1", - "TTCACGCGTAGACAGC-1", "AGGGTTTAGTCTAGCT-1", "ACAAGCTTCGTTGTGA-1", - "TGCCGAGAGCTAAACA-1", "GGGACAAAGAGCAAGA-1", "TCGAACATCGGATAAA-1", - "CAGCACGGTTCGTACA-1", "GCACATACAAGCACAG-1", "AGTCTCCCAGCGATTT-1", - "TGTTCCGCAGTCCGTG-1", "ACTACGACATCCGTTC-1", "GCTACAAGTTGCGGCT-1", - "ACCGTTCAGAACGTGC-1", "AGCTACACATCCGGCA-1", "TGTGGCGAGGACATCG-1", - "CCTTGTGAGTCTAGAA-1", "ACCATTTGTTATTCTC-1", "GCCAACGGTGAACTAA-1", - "CCCTCTCAGAACTTCC-1", "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", - "TCAGTGACAGGCTATT-1", "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", - "CTTCTAACAGCTTCCT-1", "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", - "CGGAGAAGTCACCGCA-1", "GTGATGTCAAATGATG-1", "CACGTGGGTTAGTTCG-1", - "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", "CTTCCGAAGACTACCT-1", - "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", "GTACAGTTCACCTTGC-1", - "TCATACTAGGGCGAGA-1", "GCTTGGGTCTACCCAC-1", "TATCCTAGTGATACTC-1", - "GCACGTGGTGGTTTAC-1", "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", - "GTTGTAGAGTAACCGG-1", "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", - "GCGTTTCTCCACGAAT-1", "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", - "AACAGGGAGAAGCGGG-1", "CGGCAGTTCACTTCTA-1", "AGGCATTAGTATGTAG-1", - "AGCTCAAGTATGTCCA-1", "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", - "GTAGGTTCACGGAAGT-1", "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", - "TTTAGTCGTACAGCGA-1", "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", - "CAGTTCCGTCGTGTTA-1", "CGAGTTATCCCAATAG-1", "ACCGTTCTCGCTGTCT-1", - "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", - "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", - "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", - "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", - "TCGCTCAGTCTACACA-1", "GATCGTAGTCACTCGG-1", "TACCTCGTCGACCCAG-1", - "TAGAGTCGTTGTTGAC-1", "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", - "GACTGATTCAAGGAGC-1", "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", - "GGTCACGAGTGAGCCA-1")), x = c(4.8239585883815028, 3.7412883810959863, - 3.7412883810959863, 3.7412883810959863, 3.7412883810959863, - 3.7412883810959863, 4.4225028904210291, 3.7412883810959863, - 3.7412883810959863, 3.7412883810959863, 3.7412883810959863, - 3.7412883810959863, 3.7412883810959863, 3.7412883810959863, - 3.7412883810959863, 3.7412883810959863, 3.7412883810959863, - 3.7412883810959863, 3.7412883810959863, 3.7412883810959863, - 3.7412883810959863, 3.7412883810959863, 3.7412883810959863, - 3.7412883810959863, 4.4225028904210291, 4.8239585883815028, - 3.7412883810959863, 3.7412883810959863, 5.1096299113380557, - 3.7412883810959863, 3.7412883810959863, 3.7412883810959863, - 3.7412883810959863, 4.8239585883815028, 4.4225028904210291, - 3.7412883810959863, 5.1096299113380557, 3.7412883810959863, - 3.7412883810959863, 4.4225028904210291, 3.7412883810959863, - 3.7412883810959863, 4.4225028904210291, 4.8239585883815028, - 3.7412883810959863, 4.4225028904210291, 3.7412883810959863, - 6.7629578402424197, 4.4225028904210291, 3.7412883810959863, - 3.7412883810959863, 7.9661212533019956, 6.8963447467511827, - 3.7412883810959863, 4.8239585883815028, 3.7412883810959863, - 6.4913852487410226, 3.7412883810959863, 3.7412883810959863, - 3.7412883810959863, 3.7412883810959863, 5.9171998675195958, - 3.7412883810959863, 6.7142254646744517, 3.7412883810959863, - 3.7412883810959863, 4.2548243771010066, 4.2548243771010066, - 4.2548243771010066, 4.2548243771010066, 4.2548243771010066, - 4.2548243771010066, 4.2548243771010066, 4.2548243771010066, - 4.2548243771010066, 4.2548243771010066, 4.9408484567081281, - 4.2548243771010066, 4.2548243771010066, 4.2548243771010066, - 4.2548243771010066, 4.2548243771010066, 4.2548243771010066, - 4.2548243771010066, 6.0346836662279584, 4.2548243771010066, - 4.2548243771010066, 4.2548243771010066, 4.2548243771010066, - 4.9408484567081281, 4.2548243771010066, 4.2548243771010066, - 4.2548243771010066, 4.2548243771010066, 4.2548243771010066, - 4.2548243771010066, 4.2548243771010066, 4.2548243771010066, - 4.2548243771010066, 4.2548243771010066, 6.6397305799952111, - 4.9408484567081281, 4.2548243771010066, 4.2548243771010066, - 7.7374709023241017, 7.5732457360900973, 4.2548243771010066, - 4.2548243771010066, 4.2548243771010066, 4.2548243771010066, - 6.8806124448268697, 5.3439278778000885, 6.0346836662279584, - 5.3917131467522319, 4.0189887893302441, 4.0189887893302441, - 4.0189887893302441, 5.1055479781187394, 4.0189887893302441, - 4.0189887893302441, 4.7031097920586982, 4.0189887893302441, - 4.0189887893302441, 4.0189887893302441, 4.0189887893302441, - 4.0189887893302441, 4.0189887893302441, 4.0189887893302441, - 4.7031097920586982, 4.0189887893302441, 4.0189887893302441, - 4.0189887893302441, 4.0189887893302441, 4.0189887893302441, - 4.0189887893302441, 4.0189887893302441, 4.0189887893302441, - 4.0189887893302441, 4.0189887893302441, 4.0189887893302441, - 4.0189887893302441, 4.7031097920586982, 4.0189887893302441, - 4.0189887893302441, 4.0189887893302441, 6.20011006538006, - 4.0189887893302441, 4.0189887893302441, 4.0189887893302441, - 4.0189887893302441, 4.0189887893302441, 4.0189887893302441, - 4.0189887893302441, 4.0189887893302441, 4.0189887893302441, - 6.8351434548002148, 4.0189887893302441, 4.0189887893302441, - 4.0189887893302441, 7.7148725277217638, 6.7745860377908222, - 4.0189887893302441, 7.0462477059561754, 4.0189887893302441, - 6.4872847072911046, 6.4004117459866885, 4.7031097920586982, - 4.4941891851898301, 3.4176783242062427, 3.4176783242062427, - 4.4941891851898301, 4.7790739145294667, 3.4176783242062427, - 4.4941891851898301, 3.4176783242062427, 3.4176783242062427, - 3.4176783242062427, 3.4176783242062427, 3.4176783242062427, - 3.4176783242062427, 5.4680103533555311, 3.4176783242062427, - 4.0942953968050455, 3.4176783242062427, 3.4176783242062427, - 4.0942953968050455, 3.4176783242062427, 4.0942953968050455, - 4.0942953968050455, 3.4176783242062427, 3.4176783242062427, - 3.4176783242062427, 4.0942953968050455, 4.4941891851898301, - 3.4176783242062427, 3.4176783242062427, 4.0942953968050455, - 3.4176783242062427, 3.4176783242062427, 3.4176783242062427, - 3.4176783242062427, 4.0942953968050455, 3.4176783242062427, - 3.4176783242062427, 3.4176783242062427, 4.0942953968050455, - 3.4176783242062427, 4.0942953968050455, 3.4176783242062427, - 4.7790739145294667, 3.4176783242062427, 3.4176783242062427, - 3.4176783242062427, 3.4176783242062427, 3.4176783242062427, - 3.4176783242062427, 3.4176783242062427, 3.4176783242062427, - 3.4176783242062427, 3.4176783242062427, 4.0942953968050455, - 3.4176783242062427, 3.4176783242062427, 4.4941891851898301, - 3.4176783242062427, 3.4176783242062427, 3.4176783242062427, - 4.0942953968050455, 3.4176783242062427, 3.4176783242062427, - 4.0942953968050455, 4.4941891851898301, 3.4176783242062427, - 4.4941891851898301, 4.4941891851898301, 5.000535296192993, - 4.0942953968050455, 3.4176783242062427, 3.4176783242062427, - 3.4176783242062427, 4.7790739145294667, 3.4176783242062427, - 3.4176783242062427, 3.4176783242062427, 3.4176783242062427, - 3.4176783242062427, 3.4176783242062427, 5.3350815818845376, - 3.4176783242062427, 3.4176783242062427, 4.7790739145294667, - 6.0258160958482119, 3.4176783242062427, 3.4176783242062427, - 4.0942953968050455, 3.4176783242062427, 3.4176783242062427, - 4.0942953968050455, 6.4769224410627153, 7.7914728410618475, - 4.4941891851898301, 3.4176783242062427, 4.0942953968050455, - 3.4176783242062427, 4.0942953968050455, 3.4176783242062427, - 3.4176783242062427, 6.0258160958482119, 3.4176783242062427, - 3.4176783242062427, 3.4176783242062427, 5.6903096244929232, - 6.7528043773912474, 3.4176783242062427, 3.4176783242062427, - 4.0942953968050455, 3.7865379715923688, 4.4682834166834908, - 3.7865379715923688, 3.7865379715923688, 3.7865379715923688, - 3.7865379715923688, 3.7865379715923688, 5.559221679863648, - 3.7865379715923688, 3.7865379715923688, 4.4682834166834908, - 3.7865379715923688, 3.7865379715923688, 3.7865379715923688, - 4.4682834166834908, 3.7865379715923688, 3.7865379715923688, - 3.7865379715923688, 3.7865379715923688, 3.7865379715923688, - 3.7865379715923688, 3.7865379715923688, 3.7865379715923688, - 4.4682834166834908, 3.7865379715923688, 3.7865379715923688, - 3.7865379715923688, 5.8459403451017344, 3.7865379715923688, - 3.7865379715923688, 4.869918873363015, 3.7865379715923688, - 3.7865379715923688, 5.3776701811276357, 3.7865379715923688, - 3.7865379715923688, 3.7865379715923688, 3.7865379715923688, - 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19478L, 19556L, 19606L, 19665L, + 19725L, 19771L, 19872L, 19959L, 20054L, 20113L, 20196L, 20256L, + 20356L, 20404L, 20482L, 20592L, 20641L, 20730L, 20818L, 20944L, + 21045L, 21099L, 21216L, 21336L, 21403L, 21443L, 21506L, 21648L, + 21709L, 21772L, 21835L, 21889L, 21926L, 22002L, 22049L, 22102L, + 22152L, 22242L, 22298L, 22360L, 22403L, 22445L, 22511L, 22639L, + 22712L, 22835L, 22885L, 23014L, 23093L, 23138L, 23275L, 23386L, + 23461L, 23593L, 23708L, 23767L, 23838L, 23935L, 23981L, 24043L, + 24154L, 24268L, 24329L, 24385L, 24442L, 24491L, 24580L, 24643L, + 24740L, 24798L, 24868L, 24927L, 24980L, 25093L, 25183L, 25229L, + 25311L, 25367L, 25488L, 25525L, 25640L, 25714L, 25842L, 25902L, + 26018L, 26145L, 26275L, 26510L, 26603L, 26711L, 26824L, 26883L, + 26937L, 27018L, 27081L, 27146L, 27195L, 27269L, 27366L, 27432L, + 27516L, 27721L, 27769L, 27871L, 28064L, 28227L, 28299L, 28355L, + 28421L, 28489L, 28564L, 28678L, 28829L, 28903L, 28954L, 29017L, + 29085L, 29190L, 29285L, 29331L, 29393L, 29466L, 29633L, 29714L, + 29823L, 29959L, 30031L, 30107L, 30168L, 30318L, 30513L, 30736L, + 30800L, 30864L, 30962L, 31036L, 31116L, 31185L, 31285L, 31410L, + 31478L, 31628L, 31718L, 31829L, 31973L, 32102L, 32306L, 32499L, + 32650L, 32782L, 32846L, 32994L, 33045L, 33202L, 33267L, 33346L, + 33449L, 33506L, 33594L, 33645L, 33778L, 33899L, 34017L, 34117L, + 34287L, 34361L, 34548L, 34640L, 34755L, 34856L, 34990L, 35096L, + 35156L, 35245L, 35432L, 35524L, 35699L, 35881L, 35930L, 36030L, + 36082L, 36163L, 36251L, 36333L, 36424L, 36594L, 36687L, 36803L, + 36997L, 37163L, 37296L, 37341L, 37551L, 37621L, 37750L, 37826L, + 37883L, 37950L, 38033L, 38140L, 38186L, 38346L, 38414L, 38486L, + 38681L, 38800L, 38902L, 38958L, 39005L, 39107L, 39185L, 39250L, + 39311L, 39452L, 39610L, 39715L, 39766L, 39962L, 40052L, 40242L, + 40432L, 40496L, 40594L, 40665L, 40792L, 41008L, 41071L, 41270L, + 41343L, 41515L, 41574L, 41630L, 41796L, 41869L, 41936L, 42018L, + 42132L, 42214L, 42346L, 42445L, 42514L, 42585L, 42784L, 42878L, + 43046L, 43186L, 43418L, 43567L, 43738L, 43803L, 43871L, 44000L, + 44105L, 44241L, 44422L, 44618L, 44699L, 44868L, 44917L, 45103L, + 45164L, 45269L, 45358L, 45437L, 45492L, 45648L, 45757L, 45944L, + 46015L, 46101L, 46285L, 46484L, 46590L, 46658L, 46749L, 46835L, + 46987L, 47157L, 47283L, 47345L, 47534L, 47588L, 47768L, 47964L, + 48064L, 48111L, 48232L, 48284L, 48330L, 48410L, 48503L, 48572L, + 48718L, 48865L, 48921L, 49115L, 49283L, 49355L, 49427L, 49590L, + 49717L, 49791L, 49922L, 49997L, 50058L, 50186L, 50265L, 50307L, + 50377L, 50454L, 50519L, 50567L, 50671L, 50844L, 51031L, 51183L, + 51273L, 51334L, 51400L, 51528L, 51673L, 51741L, 51846L, 51956L, + 52034L, 52095L, 52158L, 52292L, 52399L, 52469L, 52564L, 52626L, + 52690L, 52771L, 52851L, 52938L, 53099L, 53163L, 53314L, 53405L, + 53473L, 53529L, 53612L, 53672L, 53735L, 53873L), Dim = c(2000L, + 584L), Dimnames = list(c("CERNA1", "IGKV2-18", "LUADT1", + "AL133297.2", "AL021937.1", "GPR174", "DCLK2", "C16orf90", + "PCSK6-AS1", "AC001226.2", "POU6F2", "AC080129.2", "AC015908.3", + "CYP2A6", "PAX5", "COL6A5", "SMG6", "AL645634.1", "LINC02372", + "EDF1", "ZNF605", "ANKS4B", "LINC02413", "ACTR3B", "AC004067.1", + "HSD17B4", "AC007881.3", "KCNAB3", "PSMA3", "TMSB15A", "LIPE", + "FOXJ1", "GUCA2A", "PTX3", "LINC02559", "DCBLD1", "WFDC10B", + "FUNDC1", "ACADL", "KCNE1", "CLIC3", "FAM83D", "OSER1-DT", + "MAD1L1", "PLCL1", "SRPX2", "TOP3A", "PDX1", "LINC00407", + "AC138894.2", "CDK14", "U62317.4", "AC006013.1", "AC138969.3", + "PNMA5", "CELF1", "CCDC110", "MSL2", "ANO2", "PIBF1", "TREML4", + "KRTAP10-5", "EXO1", "FASTKD3", "AL035665.1", "TSSK1B", "PDZD11", + "AC233724.20", "PIGX", "CACNG2", "BIN2", "BTBD9-AS1", "HTR1B", + "LINC02012", "AL590428.1", "BRI3", "AP5Z1", "FAM81A", "AC008897.2", + "SCGB3A1", "USP17L8", "C5orf49", "HCFC2", "LINC00575", "AC117473.1", + "CHAF1A", "AARS", "PCOLCE", "SUSD2", "SYT16", "CMAS", "AC145212.1", + "IGHV3-21", "TXNDC5", "GRM1", "IGFALS", "OR4C13", "LINC02532", + "AC092675.1", "TBC1D3F", "COLCA1", "GPC1", "AC008991.1", + "AC131009.2", "TPCN2", "LINC01862", "C8orf89", "KRT39", "AC245060.2", + "RCL1", "SNX24", "C21orf62", "AP1G2", "LINC01489", "AC244517.10", + "CCDC129", "AF099810.1", "EIF3K", "AKAP3", "LINC02148", "DEF8", + "CIR1", "DNMT3A", "WASHC2C", "AC015936.1", "RBM43", "LINC01544", + "TBX18-AS1", "MRPS9", "ZNF781", "TCF4-AS1", "NOTCH4", "MT1X", + "ZNF250", "L3MBTL4-AS1", "AL356130.2", "AL118516.1", "AL513320.1", + "NADK2", "TEAD3", "AC005329.2", "C1GALT1C1L", "PODNL1", "AC004870.3", + "AC078881.1", "S100A12", "NUMA1", "AL392172.1", "NHLRC3", + "HECTD4", "AC104066.2", "AKAP13", "OR4F15", "CPSF3", "LINC02100", + "ZNHIT3", "VGLL3", "AC004771.4", "AL162399.1", "AC010761.6", + "IFNK", "ADORA2A", "NOL4L", "AC026471.3", "SENP2", "TRAV24", + "CENPBD1", "LMO7DN", "OTX1", "AL157778.1", "PLK2", "AC090527.3", + "OR5BS1P", "POU3F3", "ERLIN1", "GIMAP7", "AC090150.2", "TMEM219", + "COL8A1", "TRBV6-2", "AC073508.2", "AC110609.1", "GAL", "LINC01695", + "NME1-NME2", "AP000311.1", "PKHD1", "HPN-AS1", "AC012499.1", + "HOMER3", "GALR2", "AC142391.1", "AC068490.1", "AC010745.2", + "KAT6B", "AL356364.1", "OOSP2", "AC022523.3", "AC019193.3", + "SMURF1", "AC084026.1", "AL132821.1", "AL512380.1", "EIF2S3", + "RNF8", "CSH2", "LINC01533", "TREML1", "LYZL2", "LINC01348", + "LINC01797", "AL138694.1", "ZFHX2", "POGK", "PEAR1", "CARHSP1", + "RC3H1", "LINC02249", "JAM2", "LIFR-AS1", "CDY2A", "CLUL1", + "LINC01588", "AL122019.1", "OXR1", "AC087379.2", "ADCY10", + "MMP15", "LINC01857", "AC037459.1", "AL354864.1", "LINC01523", + "AC069234.2", "LIMS4", "RIMKLA", "PTPN13", "APOBEC4", "SFTA2", + "AC099681.3", "IGKV2-30", "PCDHGB6", "AL445423.1", "PGM5P4-AS1", + "SEC11C", "AL645504.1", "LINC00702", "STRADA", "VPS37C", + "TNFSF9", "PIK3C2G", "AC005323.1", "AC023389.1", "AL391863.1", + "FAM160A2", "AC020743.1", "LAPTM5", "AP000704.1", "AC233992.2", + "IGKV1OR2-108", "ZNF184", "AC044802.1", "LYPD4", "AC084876.1", + "SS18", "AC099552.3", "DYNC2H1", "PRMT3", "PHLDA3", "TYSND1", + "AC013799.1", "AP001458.1", "INSL3", "AC073323.1", "AC008429.1", + "EGFL8", "LINC00207", "AC087742.1", "TPI1", "HLA-DQB2", "AC092142.2", + "AC009950.1", "HLA-DQB1", "LINC01015", "CAPS", "C1orf174", + "AC009159.1", "N6AMT1", "CIART", "PPL", "IGHVIII-47-1", "COPA", + "LINC02438", "AC107982.2", "IFIT3", "PSMB7", "BBS7", "RUNDC3A", + "AL031709.1", "TGM6", "TAOK3", "AC147067.2", "C17orf97", + "LRP11", "KLHL11", "AL713851.2", "ZNF76", "BANF1", "PDCD10", + "AC079834.2", "PHF2", "NAT1", "AC141586.2", "ACAT1", "ATXN2-AS", + "PSTPIP1", "SLC22A9", "AC092354.2", "AL121908.1", "PMS1", + "C4BPA", "LINC01054", "EEF2KMT", "ECHDC1", "TMEM87B", "GGPS1", + "CHORDC1", "GPR25", "HAX1", "HEG1", "SPEF2", "NKX2-1", "YARS2", + "PTGER3", "SMIM34A", "WNT7B", "KCNMA1-AS1", "AC108463.3", + "AC093831.1", "AC005550.2", "KRTAP27-1", "AC007879.2", "STX4", + "MCMBP", "AC093525.4", "KCNQ1OT1", "EFL1", "EHD2", "Z82185.1", + "C1orf146", "LINC00533", "ANKRD62", "TGIF1", "LINC00310", + "CYB5A", "CLDN11", "FAM230C", "ZNF804A", "AL008638.2", "AP002768.1", + "MED23", "LINC02432", "CPNE5", "LY6K", "FAM229B", "AC009093.4", + "TPRA1", "PIGC", "BICD1", "AL355076.2", "METAP1", "GPR135", + "NOXA1", "RPH3A", "AL161912.2", "GDPD4", "AC021483.2", "E2F6", + "FLOT1", "USP10", "RBFOX1", "PKD1", "NR5A1", "CCDC163", "PARVB", + "PAXBP1-AS1", "GGN", "CHID1", "AL121892.1", "AC137894.1", + "LINC02403", "AC012213.4", "LNX1", "FRRS1", "LAMP5-AS1", + "SNRNP35", "PIK3AP1", "AC025188.1", "ABLIM3", "SRXN1", "AC005726.1", + "LINC01035", "CBFB", "AC139100.1", "RNF5", "S1PR2", "AL031600.3", + "AC027277.1", "GLOD4", "STAC2", "AP002373.1", "AC009961.1", + "PDZD2", "PIK3CD", "AC087164.1", "TMEM91", "FILIP1L", "MFSD3", + "ACBD3", "LINC00677", "SUB1", "AC007998.2", "MBLAC2", "PPP2R2C", + "KRTAP23-1", "LINC01953", "TRIM58", "PDE10A", "CYP2E1", "AC092673.1", + "MSRB3", "ZBTB20-AS2", "NOC4L", "NME6", "AC099778.1", "XCL1", + "TARSL2", "AL163636.1", "MUC5B", "AC092839.1", "TCTN1", "NUP160", + "ZNF793-AS1", "CR936218.1", "TTF1", "LINC02032", "AC098798.1", + "AC078842.2", "BNIP3L", "MEIS1-AS3", "AC131956.2", "NANOGP11", + "LAMTOR1", "AL672277.1", "OR1L1", "FGD5-AS1", "TIMELESS", + "CEP192", "PCYOX1", "HMGCS2", "AC015909.1", "COPS7B", "AC092376.1", + "CXorf40B", "AL390718.1", "FSCN2", "IGLVV-58", "DKFZP434H168", + "CHD2", "ZFAND1", "AC069277.1", "CAVIN2", "AL442647.1", "AC068389.1", + "PSMB5", "AC073848.1", "HECW1", "RBMY1A1", "AFDN-DT", "AP000439.1", + "AL357153.3", "KIR2DL3", "AC102941.1", "AC009630.3", "AC008278.2", + "AC139491.3", "DUS1L", "TBC1D26", "AC104076.1", "SLC5A7", + "RIMBP3C", "NSUN5", "PDGFRA", "AL390730.2", "CNTFR-AS1", + "JUP", "PLPP7", "AL583839.2", "TRAJ8", "SUSD1", "LINC02533", + "AC087623.1", "AC040173.1", "ENPEP", "LINC01555", "AC021382.1", + "COL5A2", "EIF3A", "AL162713.1", "GIT1", "MXD3", "AL645728.1", + "STK11IP", "HSPA8", "ATP1B2", "SLC19A3", "PNMA8A", "ABCB6", + "XPR1", "AC110275.1", "ARSI", "TARM1", "ITIH5", "GLB1L2", + "AC007563.1", "AC004982.1", "HBG1", "C8orf34", "CACTIN-AS1", + "SDF4", "APOBEC1", "KIF18B", "AL035587.1", "PLGRKT", "AC022167.2", + "AP005242.1", "CAPN10-DT", "LINC01876", "LINC01834", "AC007493.1", + "CTTNBP2NL", "AC138360.1", "AL136115.2", "AC092625.1", "AC107982.3", + "LINC01907", "C2CD2", "NEXMIF", "SEPT11", "EDAR", "AC093722.1", + "TRAF3", "OR51G1", "ALDH5A1", "OR4S1", "S100PBP", "HADHA", + "GGA1", "CTAGE8", "KCNA5", "AL451050.2", "SMARCAD1", "SCYGR4", + "TIMM23B", "MIR99AHG", "SDK1", "LHFPL1", "PXDN", "SNHG12", + "AC021439.1", "ME2", "FRS3", "AL136295.2", "VEPH1", "MRPS22", + "ZNF12", "AC007952.4", "CABYR", "MFGE8", "CHKA", "AC111152.2", + "SLC12A2", "HDDC2", "AP002518.1", "ATP6V0E1", "CTXND2", "AC239868.3", + "C4orf33", "DNAH1", "AC105105.4", "IGHD5OR15-5B", "DVL3", + "MICALL1", "JADE3", "LINC02361", "CHI3L1", "CGA", "PLEKHA7", + "LINC01611", "DIMT1", "PRSS51", "URB2", "AL079303.1", "LINC01496", + "LINC00865", "DEFB4B", "PBXIP1", "AC019257.2", "LINC00895", + "GUSB", "ZNRD1", "LINC01763", "AL354984.2", "OR2F1", "DCC", + "AP000756.1", "LINC00462", "AC024901.1", "AC009154.1", "RNF125", + "AL606534.3", "LINC01215", "S100A3", "INSM2", "GEMIN4", "AKAP12", + "PRKAG3", "ECHDC2", "SCPEP1", "EFEMP2", "AC093249.6", "PTCD2", + "AL359317.1", "LINC00563", "AC009097.1", "AL357375.1", "EMILIN1", + "ZBTB8A", "C12orf29", "MYRF", "SGPL1", "FAM30A", "GSDMB", + "LINC01098", "FBXO21", "SNAPC4", "AC024603.1", "CASC17", + "ELAVL2", "AC010643.1", "LINC02340", "AC008278.1", "AF130359.1", + "DLEU7", "LINC02299", "AL359764.1", "ANKRD46", "TRIM46", + "SHMT2", "FKBP7", "FAM187A", "AC067968.2", "AL354872.2", + "KRTAP10-12", "DAP", "CCNE1", "AP001043.1", "DOCK11", "POLA2", + "LINC02240", "ATRN", "MNT", "ANKHD1", "ZNF800", "AL354710.2", + "SMCHD1", "FTCD-AS1", "AL449106.1", "CTRB1", "MBTPS1", "AP006285.1", + "HPS6", "BAAT", "SLC5A9", "AC079907.1", "AP003097.2", "BCORL1", + "TCERG1", "ZNF66", "AC083906.3", "AL353626.1", "TRBV5-4", + "VANGL2", "LSM11", "AL031666.1", "GNE", "SOSTDC1", "AC105219.3", + "POM121L12", "DYM", "NR1I2", "AC083867.1", "AC023794.1", + "DNAJC27-AS1", "IL12RB2", "LINC00397", "LINC00265", "C8orf59", + "AC138230.1", "AC004754.1", "CLASP1", "ARSD-AS1", "ERICH6", + "LINC01198", "KL", "AC135178.3", "MYF6", "SCAI", "LINC01241", + "VAPB", "AC093627.7", "AP000442.2", "AC026688.2", "ROPN1", + "AC110615.1", "LRAT", "EMX1", "SLC10A2", "AC008280.3", "CDH8", + "PSMC3IP", "AC069222.1", "TMEM192", "AC103724.3", "AC097066.1", + "TACR3", "LINC00456", "RHOBTB2", "LINC02442", "IGHV3-20", + "BPIFB1", "AC022498.1", "OR4F21", "ARHGAP24", "FXYD6", "AL391645.1", + "AC084809.1", "AC069257.1", "SLU7", "TRAV31", "AL359881.1", + "CAMSAP3", "AC017100.1", "THRSP", "AL136985.3", "NUDT8", + "AC008915.2", "ZNF263", "AP003351.1", "MTSS1", "CD207", "CES5A", + "KRTAP9-4", "CD37", "AC098859.2", "UBE2E2", "AC074143.1", + "AC138028.6", "AC008517.1", "SPATA25", "ZNF385D", "LINC02049", + "MALSU1", "AC068481.1", "LINC02267", "VPS26A", "SMIM35", + "RNF13", "TFAP2D", "LIG3", "XKR3", "RASEF", "LZTR1", "CARD14", + "HTN3", "ATP2A1", "WASL", "ZNF596", "AL050303.1", "CYP3A4", + "NTAN1", "FAM110B", "CEP170", "RPGR", "RGSL1", "COLGALT1", + "AL162742.1", "ARSE", "VAC14-AS1", "AC073863.1", "ELAC1", + "MYLK3", "GON4L", "ESM1", "IYD", "IGKV6D-41", "AL008723.2", + "LINC01259", "EDNRA", "PPIAL4A", "LYPD1", "CHCHD2", "KIF11", + "SPATA13", "PTK2B", "AP003400.1", "CDO1", "MADCAM1", "LINC01686", + "AP006748.1", "ENTPD4", "PTPRK", "C21orf91", "SNX29", "ATL2", + "LINC01537", "CT47A8", "CFAP298", "PLSCR2", "ATP5PB", "EVL", + "IGSF8", "USP17L17", "RCE1", "FAHD2A", "AP1S2", "LINC00487", + "AMOTL1", "APOC3", "OST4", "SUSD6", "TSR2", "SLCO5A1", "AL132671.2", + "HSBP1L1", "OR2B6", "U2AF1L5", "TEX29", "LINC00940", "AL096870.1", + "Z83851.1", "IGHV1-2", "AC007179.2", "WRAP53", "OR52K2", + "AL160408.3", "ZNF574", "TRAJ9", "POTEI", "BPIFB4", "OR52I1", + "CRYGS", "IFNAR1", "MRM2", "TTC24", "KCNIP2-AS1", "ZNF296", + "SYNE1-AS1", "AC026461.4", "AP000253.1", "DYNAP", "GPRC6A", + "ACTN1-AS1", "GEMIN8", "WDR18", "AC005746.2", "AC034238.2", + "ERGIC2", "ECHS1", "PLD2", "PLCXD1", "AC005775.1", "AC112721.2", + "AC103952.1", "LINC01978", "Z99127.1", "ADIPOQ-AS1", "AC007347.1", + "AC027306.1", "SEL1L3", "VWA5A", "UGT1A10", "FAM174A", "IGLJ6", + "AL132719.1", "PAFAH1B1", "MRE11", "DLX3", "AC010336.4", + "AC009804.2", "ITPK1", "AC023932.1", "LACTBL1", "CYP4F11", + "AL589745.2", "RORC", "AL691403.2", "AC091826.2", "TMEM218", + "AP2A1", "LINC01670", "GLRA3", "DENND5A", "HNRNPH2", "LINC01433", + "AL135744.1", "AC137932.3", "AL359853.1", "RBM4B", "SPIRE2", + "AP001025.1", "AC090023.1", "UBE4B", "AC010485.1", "LINC02473", + "TPO", "UNC13C", "IGHA1", "AC105415.1", "AL139246.1", "AC027288.1", + "AC025430.1", "SH2D5", "AC135782.2", "GP6", "YAF2", "NFYC", + "AC005291.1", "SF1", "KIAA1755", "FP236383.2", "FAM151A", + "AP001574.1", "MBIP", "MAP3K12", "AC022784.6", "TCF4-AS2", + "AFG3L2", "ALOX5AP", "AC093525.1", "OR2A4", "AC007563.2", + "IQCD", "TMEM59", "AC110296.1", "GAB4", "AC003986.2", "FAM131A", + "AC023825.2", "CACNA1C", "AL355526.1", "HAS2", "AL136309.2", + "AC005019.2", "LINC00930", "AC090696.1", "CD84", "RPF1", + "AC096576.3", "AC046158.1", "TMLHE", "JADRR", "IGHD1-7", + "AC024908.1", "SDC4", "AC010132.4", "GJB5", "AL121827.2", + "IL19", "AUP1", "HCG17", "PHPT1", "SLC35E3", "CNOT6L", "PDZRN3", + "PGBD2", "ITGAD", "AC010168.1", "RBFOX2", "SERPINA11", "GDA", + "AL391095.3", "SSR4", "LINC00485", "C1orf54", "AL121782.1", + "PSG11", "AC008011.2", "HMGCLL1", "AC018511.2", "ARMH4", + "TRAV28", "AC104758.5", "KATNBL1", "RGL1", "AC122136.1", + "CC2D1B", "TMEM220-AS1", "AC027338.1", "AC012593.1", "AL731661.2", + "AC090386.1", "PHF14", "PQLC1", "ZCCHC24", "NDRG3", "ARHGEF15", + "RASGRP2", "UNCX", "FRG1-DT", "SNTB2", "HNRNPLL", "ALDH7A1", + "BRCC3", "AC109583.3", "AC016595.1", "AC021739.3", "SLIT3", + "AL391069.3", "AC010266.2", "CD83", "SCN1B", "CYLC2", "AL365394.1", + "LINC02204", "AL122010.1", "TRAF5", "NHSL2", "AC084024.1", + "NPY4R", "TARS", "CU638689.1", "AC245884.10", "FGD3", "AC090857.2", + "NELFB", "TSPAN12", "LINGO1-AS2", "REG3A", "AL118523.1", + "AC004494.1", "CCR2", "AC140481.2", "AC126768.1", "NRG2", + "AL132796.1", "AL109954.3", "AC018553.2", "AC104078.2", "CSGALNACT2", + "PRAMEF12", "CYREN", "ALPL", "OR4C11", "LINC02104", "AL121992.3", + "NDUFAF8", "FAM237B", "ZNF880", "NADK2-AS1", "AGAP3", "LINC01483", + "UBE2J1", "PPM1H", "AL096869.2", "STBD1", "TRAJ34", "QRFP", + "LINC01594", "LINC01612", "AC009133.6", "AL139231.1", "AC007001.1", + "CABP2", "AC090458.1", "AC114490.3", "PI15", "LINC00513", + "LINC02132", "FAM240A", "AL645922.1", "LINC00491", "SIRT7", + "MC1R", "AL589765.1", "C12orf73", "AC124312.2", "XAGE2", + "VCY1B", "ACP5", "OR10T2", "AC069114.1", "RASAL2", "DSTYK", + "IQGAP2", "RAB11FIP5", "CD8B", "AL356258.1", "KLK6", "RGR", + "DUSP12", "AC124254.1", "AL353600.1", "FBXO11", "IGHV3-71", + "CLN3", "MIGA1", "PLCB2", "SLFN5", "STXBP3", "SEMA3F", "IGLV10-54", + "AC104472.3", "AC134312.6", "AC013472.2", "TOR1AIP2", "IL7", + "PPM1N", "GREM2", "LINC02212", "PSMC5", "ACKR2", "TNFRSF11A", + "THEMIS", "ANGPTL7", "LINC02294", "AL445685.1", "MPP3", "AL121612.1", + "QARS", "UNC50", "AC114956.1", "MYH4", "RAB35", "AC022167.1", + "ANXA5", "GNB4", "RBBP5", "ATP2B2", "CSKMT", "STRA8", "LINC01040", + "ERICH4", "CA3", "ALKBH1", "AC007285.2", "MAFF", "LINC02569", + "AL133330.2", "RFPL4A", "GALC", "AL355304.1", "MGP", "MBOAT7", + "ZNF555", "MGST1", "GBP5", "FLCN", "AC011530.1", "HCN1", + "AC087672.2", "AL139420.2", "AC011498.2", "AC100797.4", "CCDC42", + "NRAP", "CDKN2AIP", "SSX4", "PAX9", "LINC01884", "RIC3", + "LAMP2", "MIR670HG", "IRX1", "AC020612.3", "AC138207.1", + "CU633967.1", "AL355339.1", "AC079921.2", "WWTR1-AS1", "AL359915.1", + "AC022001.3", "LRCOL1", "GPD2", "MOSPD2", "GULP1", "AC084365.1", + "NDUFB1", "AC130650.1", "NECTIN1", "SAMD7", "TIMM10B", "SNTB1", + "OR6M1", "KRT86", "AOC2", "POFUT1", "AC106882.1", "PHAX", + "ETV6", "AC022148.2", "AC015522.1", "B3GALT2", "AC013270.1", + "ATF7", "ERLNC1", "TDRD10", "LYSMD4", "GCSAM", "AC005736.3", + "WDR93", "LINC01058", "AC018462.1", "AC022098.1", "AC124276.1", + "STOML1", "LINC00996", "LINC00957", "IPO11", "AC069503.1", + "IGHV3-75", "AC091488.1", "TRIP13", "ATP10D", "STX6", "AC099792.1", + "LINC01854", "TFAM", "AC121161.2", "TEP1", "PDCD1", "LEMD1", + "RFX8", "USP17L20", "AL928921.1", "B3GAT2", "AC003982.1", + "CALML3-AS1", "SCG3", "IZUMO2", "AL121772.3", "DDX5", "NRG3", + "CDHR5", "RET", "WLS", "CD247", "TCHH", "AC009477.2", "AC138811.1", + "LINC01914", "AC078846.1", "AL161935.1", "BTBD3", "SLC38A11", + "AC012050.1", "LINC01621", "AC114488.1", "TMOD1", "LILRA5", + "CCDC88B", "MSH3", "ZFP36", "BNIP3", "AC092652.2", "IGLVIV-53", + "AC104521.1", "NNAT", "AC245033.2", "LINC01870", "MANEA", + "SULT1C2", "GIMAP8", "TADA2A", "AL160412.1", "GRINA", "AC006435.3", + "CCAR1", "SV2B", "ZBP1", "MSMO1", "MAGEA9B", "LINC00623", + "KIFC2", "SMAD2", "GSTM4", "TTC33", "LINC01233", "LPP-AS2", + "CCDC25", "CDC25C", "FBXO34", "AC138466.1", "TGFBR2", "ZNF257", + "GLYATL1B", "AP001172.1", "Z82246.1", "AC074135.1", "LAMB2", + "LINC01864", "OR4N2", "LINC02571", "OR11L1", "LINC02207", + "AC111182.1", "RNF114", "CRAT", "BRAP", "KLK7", "SMIM18", + "ZSCAN10", "IGKV6D-21", "CMIP", "AL391335.1", "LINC02231", + "SPATA4", "CFAP99", "AL512353.1", "LINC02347", "SNRPB", "FUBP3", + "DDX28", "LRRC3-DT", "AC007250.1", "TMEM176B", "FAM131C", + "TRUB1", "AL589765.5", "ZNF280D", "LRRC45", "MIF4GD", "AL591686.1", + "POLR1D", "UBE2L5", "MPHOSPH10", "AC104260.1", "BCL9L", "AC010531.1", + "CITED1", "SGO2", "TRIM28", "AC097347.1", "POMZP3", "CDADC1", + "AC010333.1", "IWS1", "IGHJ3P", "AC083837.1", "NME3", "SP9", + "RAB6B", "MAPK8", "PRAMEF13", "AL512306.2", "LINC01750", + "FADD", "ATP12A", "SLC35E1", "CSPP1", "GLIPR2", "LINC01567", + "AL157834.1", "TM4SF4", "AC003984.1", "C9orf163", "AP002990.1", + "KDM1A", "AC015849.3", "AL139002.1", "AC105020.4", "LINC01134", + "THRIL", "AP000679.1", "AP003066.1", "PKNOX2-AS1", "AC007220.1", + "TMEM40", "LINC00572", "GOLGA7", "CTNS", "MYT1", "AL133215.3", + "AC004674.1", "CYP4F26P", "AL356275.1", "CALM2", "AC007495.2", + "AC096564.2", "THOC2", "PLA2G2A", "ADAM19", "NPIPB5", "VSIG1", + "PHYH", "ENOX1", "C3AR1", "AC073343.2", "AC023154.1", "UMPS", + "AP000282.1", "TMEM126B", "ZNF519", "LINC00529", "AC079305.3", + "FP325330.3", "FOXCUT", "TRAJ30", "NXNL2", "KAZALD1", "AC112907.1", + "OBSL1", "IGKV2D-24", "RASSF1-AS1", "RPP30", "NR2F1", "LINC01833", + "NFU1", "AL355810.1", "RHBDD3", "UTS2R", "POLE3", "SNHG4", + "LARP7", "AC062015.1", "PPP4R3B", "SLC16A1-AS1", "AL122035.1", + "AC011944.1", "FAM72C", "SHPRH", "LINC02590", "TLR5", "SPATA21", + "CFAP47", "AC007952.3", "LINC00353", "GON7", "PWRN3", "FXYD5", + "AC006262.2", "HOXD13", "LRG1", "NUP85", "AC116351.1", "LINC02287", + "AL078459.1", "NEFL", "SEPT4-AS1", "C11orf42", "RYBP", "UBL4A", + "AP006216.2", "AC012301.1", "FRRS1L", "RAC3", "SCN7A", "DNAH3", + "LINC02431", "AC115522.1", "TRIM39-RPP21", "AASDH", "OR10S1", + "LINC00304", "TOPBP1", "BTAF1", "PLPBP", "AC106732.1", "AP002360.3", + "AC074135.2", "ITGA2B", "LINC01751", "AL023581.1", "ICAM3", + "AC091057.4", "LRP1-AS", "GNRH2", "MFSD2A", "ZNF639", "SREBF1", + "SIPA1L2", "ADORA2B", "AC092620.3", "AP005328.2", "SMG9", + "AC114341.1", "LINC00543", "TTC3-AS1", "AQP12B", "AC002464.1", + "AL354810.1", "Z83844.2", "AL358234.1", "LINC02155", "FBXL3", + "SOX18", "CRYGD", "LINC01337", "SLC7A7", "IGKV2-24", "LHFPL4", + "C18orf21", "EMX2OS", "SYNE4", "MED13L", "DSP", "SRSF2", + "TRGVB", "CREM", "SPACA9", "SLC5A4", "C2CD6", "AL365258.1", + "AOC3", "KLF10", "PITPNM1", "DNAAF2", "FSIP1", "CTNND1", + "AC243967.2", "LINC01070", "BCL7C", "CHSY3", "MSMB", "RAB39A", + "PLEKHH2", "ZNF556", "Z82173.1", "EDN3", "AC116903.2", "AC091096.2", + "TEAD4", "AC099850.2", "PTPRQ", "KTN1-AS1", "TRAJ23", "AP000911.1", + "CDC42EP1", "PATE2", "LINC00968", "CNST", "ZNF274", "CCDC198", + "KRTAP13-3", "NDUFA4L2", "LINC00644", "KIAA0100", "C15orf54", + "TSPAN18", "PLA2G2C", "IFIT5", "AC096736.3", "CLDN19", "LINC02301", + "CCDC66", "CPE", "FKBP5", "AP000855.1", "RNF169", "AC244197.2", + "RPS25", "PRSS35", "ZNF7", "AC087392.3", "PDPK1", "NPRL3", + "ILK", "TMEM8A", "HCAR3", "ATG4C", "TAF1D", "AC010636.1", + "GREB1", "AL355537.2", "TDRD7", "LINC02321", "CORO6", "AC243830.3", + "PABPN1", "AC007368.2", "PITX1", "LINC01999", "GATA3-AS1", + "LINC02414", "TMC7", "PAN3-AS1", "BX322562.1", "LINC02158", + "MAP1LC3B", "VAT1", "FAM227A", "AC098479.1", "LOXHD1", "AL451164.3", + "PPM1E", "AC233724.12", "BABAM1", "TDRD15", "AC011523.1", + "SDR39U1", "TMED3", "TCFL5", "POLR3B", "AC215217.1", "TBCB", + "OR52N5", "AL512622.1", "GPR65", "LINC01525", "AL358473.2", + "CFAP36", "GAB3", "TRPM3", "LINC01115", "ARF3", "WDR91", + "AC069029.1", "NRM", "ATP5F1C", "EZH1", "ABCD3", "AC099062.1", + "LEF1", "AF067845.2", "C4orf45", "MOSPD1", "ANKDD1A", "C17orf80", + "AC004920.1", "GABRR2", "AC005034.3", "SOGA1", "ATP2B3", + "AFAP1", "CHERP", "AC246785.3", "SEMA4G", "AC125603.4", "AL357509.1", + "SERPINB2", "OR8K1", "FBXO27", "LINC02151", "AL353572.3", + "ADGRA3", "RIMS3", "DPP8", "AC098484.1", "AC017006.1", "OSBPL7", + "FMO4", "AC064807.2", "AADACL4", "RPS12", "CLNK", "GNPDA2", + "SLC3A2", "AC137579.1", "AL021392.1", "AL121992.1", "DPM1", + "SPARCL1", "HPYR1", "AL049840.1", "AL445623.2", "AIFM3", + "PIAS3", "TLK1", "KLHL30", "ACTRT3", "PRR12", "SNX27", "AL583810.1", + "AL049548.1", "AL021807.1", "AC005808.1", "AC090115.1", "ADGRF5", + "AC007639.1", "NDC80", "FAM24B", "LHFPL6", "EPHB2", "AC044781.1", + "AC074366.1", "MT-CO1", "SOX12", "FNIP2", "LINC01440", "ZNF354B", + "TAPT1-AS1", "ZRANB3", "KCNA10", "MSLNL", "MACF1", "ANKRD6", + "POLR3D", "AC092994.1", "ADRA2C", "LINC02259", "TM9SF2", + "AL157402.2", "TMEM119", "CXXC5-AS1", "C7orf26", "OR3A2", + "LDLRAP1", "OR8B8", "AC013727.2", "PTPN5", "C12orf75", "KITLG", + "HGH1", "ST8SIA1", "AL353708.2", "AC005476.2", "SLC35E2A", + "C1QTNF4", "ZFR2", "AC145141.2", "MAATS1", "FIGNL2", "ZSCAN1", + "COL11A2", "SKIDA1", "CCDC158", "HEY1", "MIPOL1", "UCKL1", + "AC078883.3", "AQP3", "DEPDC1-AS1", "CFAP74", "LINC01013", + "TRBV5-3", "SORT1", "ZFAND5", "OR51S1", "MORN4", "AL021937.4", + "LINC02546", "AC062028.1", "AC073651.1", "AC005703.1", "AC134772.1", + "AL354771.1", "ETS1", "AL358612.1", "AC012615.5", "LINC02514", + "ANO9", "NRG1", "MRPL58", "ST20-MTHFS", "AC005703.2", "AC009021.2", + "AC051619.4", "LYZL1", "NUDT12", "AC136352.2", "OLFML2B", + "ARPC4", "SYT10", "MAP3K20-AS1", "AC108136.1", "AC104078.1", + "AC117505.1", "AC100781.1", "FAM189B", "MIR29B2CHG", "KBTBD13", + "LINC02319", "AC004542.1", "AC066612.2", "PRR5-ARHGAP8", + "ADCYAP1R1", "OR51V1", "NGDN", "DMTF1", "AC008525.2", "AC005614.1", + "LINC02368", "AC090707.1", "GAL3ST3", "SEPT7-AS1", "SDR42E2", + "MALINC1", "KLHL32", "AC106774.5", "ATRX", "AC005772.1", + "AC130324.3", "TREH", "GRM6", "BMP8A", "KRTAP10-10", "AC104458.1", + "PRSS40A", "LINC02446", "SCYGR10", "RNF130", "AC073257.1", + "AP005264.3", "LHX2", "MYCBP", "CRK", "AC005304.1", "AC008537.2", + "AC114550.2", "SQLE", "AC107032.2", "XKR7", "CFAP100", "PTCD1", + "SIDT2", "PGAM1", "ADAMTS5", "ERMARD", "TMIGD1", "ATP4B", + "CHST3", "AC090673.2", "ANKRD65", "IGHVII-44-2", "LINC01551", + "AC009511.1", "LPAR4", "UBE2E1", "TEX30", "PRMT9", "SH2D7", + "AL133406.3", "FIGNL1", "LRRC38", "HIST2H2AB", "JAG1", "AC027013.1", + "IGLV4-3", "ZNF138", "LINC01436", "ATL3", "LINC02247", "TLE1", + "AC105942.1", "ERVH-1", "DCBLD2", "SMIM37", "C8A", "TRBV10-3", + "AC022706.1", "BEND2", "ISL2", "ADAM23", "AC010240.3", "EHD3", + "PSORS1C2", "AC107953.2", "IGLVIV-66-1", "DISP2", "AL592430.2", + "XPOT", "ZFP1", "RPL13A", "ANO3", "AP001318.1", "LINC00972", + "EXOSC10", "AC009970.1", "TNFSF13", "ADAM11", "TMED5", "TRAF3IP3", + "AC226101.1", "OR2A42", "AC130371.1", "PVT1", "AC113382.2", + "AASDHPPT", "COL18A1-AS1", "AC020637.1", "AC112503.2", "C1QTNF9", + "CRYZ", "AL353593.1", "ANO1", "PLAC8L1", "CRB1", "AP000785.1", + "SLC7A4", "AC131902.1", "AL161752.1", "STK38L", "CCDC34", + "AL583722.4", "CLDN12", "LINC01535", "AL162726.1", "AC011483.2", + "AC091808.1", "PRSS36", "PLEKHJ1", "AC243967.3", "IL17RA", + "FCRL5", "RBFA", "C12orf56", "LZTS1-AS1", "KLHDC1", "AC006547.3", + "GAS2L2", "SMARCA5", "COPZ2", "NPDC1", "C20orf204", "AL353807.2", + "LHX3", "C4orf19", "AL365204.1", "ZNF208", "ZNF841", "GNAO1", + "IRF2BP1", "ZNF358", "AC027307.3", "SLC6A12", "FOXF2", "ARRDC1", + "P2RY4", "MACROD2", "PLA2G4C-AS1", "EPCAM", "ANKRD20A2", + "AP001636.3", "ACADVL", "CSPG4", "FIBP", "AL357832.1", "PDCD2L", + "CES3", "TAS2R1", "AL583808.1", "LINC01438", "USP37", "HIST1H2AL", + "AC022639.1", "WDSUB1", "RPL24", "Z84492.1", "AC018695.4", + "AL591222.1", "DNAJC17", "HID1-AS1", "AL162311.3", "AL355310.2", + "FREM2", "B2M", "HIC2", "ZKSCAN3", "SLC41A3", "ENC1", "RBX1", + "AC118549.1", "AC211486.2", "TOLLIP-AS1", "ABCA8", "SRCIN1", + "TRIM49C", "CROCC2", "AC026471.2", "CLN8", "RNASEH2B-AS1", + "ANKLE2", "CRIP1", "KCNJ14", "SPEM3", "HMGA1P4", "HSD17B6", + "SIRPD", "ZBTB12", "AD001527.1", "AL137058.1", "CACNA1C-AS4", + "AP3B2", "PCDHA13", "OR8D1", "HSD17B1", "DIAPH1", "CCL7", + "TENT4A", "MASP2", "TMPRSS15"), c("CGATGGCAGACTCGAG-1", "ACCGTTCGTGGTCAAG-1", + "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", "CATGCTCTCTCTCGCA-1", + "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", "GACTCTCAGATACATG-1", + "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", "TTACCGCCAACCCGCA-1", + "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", + "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", + "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", + "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", + "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", + "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", + "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", + "ATCACAGTCAGCTTGA-1", "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", + "AGGTTACAGGATTTCC-1", "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", + "CAGTTCCTCTCAACCC-1", "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", + "AGGTTACGTTGACTAC-1", "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", + "ACAAAGAGTTAGGCCC-1", "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", + "CTACAGACACATACTG-1", "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", + "TGTCCACAGGCATCTT-1", "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", + "GTTCTATTCCCTCGTA-1", "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", + "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", + "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", + "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", + "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", "CCGGTGATCCTACCGT-1", + "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", + "CGATGCGCATCTGTTT-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", + "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", "TCACACCAGCAGCCCT-1", + "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", "TCGGGACGTAACATGA-1", + "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", "TGTGATGAGGACCCAA-1", + "TGGATCAAGGGACAGG-1", "ATGAAAGGTAACATGA-1", "GTAAGTCCACGAGAAC-1", + "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", "AGTAACCTCATGAGGG-1", + "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", "TCATGTTGTCATACCA-1", + "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", "GCTTGGGAGCCAAGTG-1", + "CCGGACAGTCGTGGAA-1", "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", + "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", + "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", + "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", + "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", + "ACACAGTTCCACCTGT-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", + "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", "CCTAACCTCTGCCCTA-1", + "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", "TACGGGCGTTATAGCC-1", + "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", + "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", + "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", + "CTCATGCTCCACGGGT-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", + "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", + "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", + "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", + "GGTGTCGTCCCATGGG-1", "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", + "TCGCACTCAATCGCCG-1", "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", + "ATGAGTCTCTTTGATC-1", "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", + "TACCGAAGTCCTGTCT-1", "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", + "TGGTTAGTCCGAGAAG-1", "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", + "CCTTTGGGTGATTCTG-1", "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", + "ACTGTGACATTCTTCA-1", "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", + "GAGGGTACAAACCACT-1", "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", + "GTAAGTCGTACCTAAC-1", "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", + "TATCTGTCATAACTCG-1", "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", + "TTCTGTACAACGCCCA-1", "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", + "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", + "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", + "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", + "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TTCAATCCACTTCAGA-1", + "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", "AGATCCAGTAACAGGC-1", + "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", "TTCTGTAAGCCTTGAT-1", + "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", "TTGCCTGGTATACGGG-1", + "AAGACTCGTTGCCTAA-1", "GAGGCCTGTACTGCCG-1", "CAGCCAGCATCGCCTT-1", + "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", "TGAATCGGTGGTTCTA-1", + "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", "GCACTAACATTGACAC-1", + "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", "AGATCGTCACTTACAG-1", + "AGGGAGTGTTTACACG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", + "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", "GTTTGGAGTTTCGACA-1", + "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", "TAGATCGAGTTAGTAG-1", + "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", "ATGACCATCCCGTTCA-1", + "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", "AGATGAACACACCTTC-1", + "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", + "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", + "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", + "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", + "TATTCCAGTTTGGAAA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", + "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", + "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", + "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", + "TCTGCCATCTGTGCTC-1", "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", + "TAATTCCAGCACTTTG-1", "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", + "ACGGGTCAGCGACTGA-1", "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", + "TCAAGACAGCTTTGTG-1", "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", + "CTCCATGAGCCGGATA-1", "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", + "AACGGGAGTGCAATGG-1", "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", + "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", + "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", + "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", + "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", "ATATCCTAGGGATCAC-1", + "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", "ATCATTCTCACGTCCT-1", + "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", "AGAAATGTCTGTAAGC-1", + "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", "AACCTGATCACTGGTA-1", + "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", "TCGACCTAGACGACTG-1", + "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", + "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", + "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", + "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", + "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", + "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", + "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", + "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", + "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", + "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", + "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", + "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", + "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", + "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", + "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", + "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", + "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", + "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", + "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", + "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", + "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", "GCGTGCATCTATACGG-1", + "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", + "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TCAGGGCCACTTCATT-1", + "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", "GTAATCGAGAATACAC-1", + "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", "AGGACTTAGGGCTTCC-1", + "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", "TTGTTGTGTCTACGAT-1", + "ATGAAAGAGGAGTACC-1", "TGGAGAGGTACGCTAT-1", "TGCAGATAGCTATCCA-1", + "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", "TGACGCGAGCCTCTTC-1", + "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", "ACCCTTGGTTACCGTA-1", + "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", "CGCGTGAAGGCTTCCG-1", + "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", "CACATGATCTATTCGT-1", + "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", + "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", + "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", + "ATCGGCGTCACAAGAA-1", "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", + "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", + "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", + "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", + "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", "CCTAACCGTGCCTACG-1", + "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", "GAGGGTAGTGGTTTAC-1", + "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", "ACCTGTCCAGGACTAG-1", + "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", "CCGTTCACAACGGCTC-1", + "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", "GCTACCTAGCCGAACA-1", + "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", "GTTCATTAGTGGATTA-1", + "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", + "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", + "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", + "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", + "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", + "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", + "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", + "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", + "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", + "GGATCTACACTTGACA-1", "TTCCGGTCAACACACT-1", "CTCCAACGTGATTAGA-1", + "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", "TGCTTGCCATGTCAGT-1", + "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", "TCCCATGCAGTCGGTC-1", + "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", "AGGTTACTCCTAACAG-1", + "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", "ATCCGTCTCAGCGGAA-1", + "AATTCCTTCCCATAGA-1", "CTCTGGTGTAGATCGG-1", "CATTGTTGTGGGACAT-1", + "CATCCGTAGCGTTCCG-1", "TGAGCATGTTGGATCT-1", "GCCGTGAAGCATCAAA-1", + "CTTCGGTGTTTCACTT-1", "CTACCTGAGACAACAT-1", "CACGTGGTCTTCTTCC-1", + "ATTTCACGTATTTCTC-1", "CTAGACACACATTCGA-1", "CAAGAGGAGACGCAGT-1", + "GATGAGGCAGGCATTT-1", "AATCACGAGCAAATCA-1", "TTACTGTGTGCCCAGT-1", + "ATGGAGGAGCCTTTCC-1", "TTAATCCTCGCTTGCT-1", "TCAAGCATCTGTCAGA-1", + "GTCACGGGTCCAAGAG-1", "ATTTCTGAGCCTATTG-1", "TACAGGTCAAGAATAC-1", + "ACCTGAAAGGGAGGTG-1", "TATCGCCAGTCCCAAT-1", "GACTTCCCAAAGACTA-1", + "TCCGAAACAACGTTAC-1", "CAAGCTACATACTGTG-1", "ATCGGATAGGATCATA-1", + "GGTAACTTCGAGTGAG-1", "GGAATCTCAGCAGTAG-1", "CTGTAGATCTATGTGG-1", + "GCCAGGTAGCATCAGG-1", "AGGTAGGAGGCCACCT-1", "TTCAGGATCGCTGTTC-1", + "TACGGGCTCTTGGATG-1", "TGTACAGGTCGCCTAG-1", "CGACAGCGTAGTCGTT-1", + "ATTCTTGGTATCGCTA-1", "CTCATGCGTCGGTGTC-1", "CGTGAATCAAGAATAC-1", + "ACCTACCTCTTCTGGC-1", "TGATGCAAGTGGGAAA-1", "TTCACGCGTAGACAGC-1", + "AGGGTTTAGTCTAGCT-1", "ACAAGCTTCGTTGTGA-1", "TGCCGAGAGCTAAACA-1", + "GGGACAAAGAGCAAGA-1", "TCGAACATCGGATAAA-1", "CAGCACGGTTCGTACA-1", + "GCACATACAAGCACAG-1", "AGTCTCCCAGCGATTT-1", "TGTTCCGCAGTCCGTG-1", + "ACTACGACATCCGTTC-1", "GCTACAAGTTGCGGCT-1", "ACCGTTCAGAACGTGC-1", + "AGCTACACATCCGGCA-1", "TGTGGCGAGGACATCG-1", "CCTTGTGAGTCTAGAA-1", + "ACCATTTGTTATTCTC-1", "GCCAACGGTGAACTAA-1", "CCCTCTCAGAACTTCC-1", + "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", "TCAGTGACAGGCTATT-1", + "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", "CTTCTAACAGCTTCCT-1", + "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", "CGGAGAAGTCACCGCA-1", + "GTGATGTCAAATGATG-1", "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", + "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", + "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", "GCACGTGGTGGTTTAC-1", + "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", "GTTGTAGAGTAACCGG-1", + "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", "GCGTTTCTCCACGAAT-1", + "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", "AACAGGGAGAAGCGGG-1", + "CGGCAGTTCACTTCTA-1", "AGGCATTAGTATGTAG-1", "AGCTCAAGTATGTCCA-1", + "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", "GTAGGTTCACGGAAGT-1", + "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", "TTTAGTCGTACAGCGA-1", + "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", "CAGTTCCGTCGTGTTA-1", + "CGAGTTATCCCAATAG-1", "GTAGAAACAGACCTAT-1", "ACCGTTCTCGCTGTCT-1", + "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", + "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", + "GGGTCTGCAAAGGCTG-1", 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-0.15528582546224226, -0.20942701490245944, + -0.022091433740527997, -0.25032337456926307, -0.041380294430118397, + 0.27370399890740993, -0.19497894694304013, -0.17714406469693972, + -0.25786351385344813, 0.87575487615815395, -0.31174978277868126, + -0.10009893004392929, -0.082830752002182997, -0.32437011686083217, + -0.04138029443011839, 1.5193472357982525, 0.46277096762413816, + -0.071671057126081864, -0.12441231800745355, -0.12383828797813379, + -0.041380294430118404, -0.041380294430118397, -0.091667411061623919, + 1.5522810470386794, -0.2576886250446131), dim = c(970L, 584L + ), dimnames = list(c("CERNA1", "GPR174", "DCLK2", "AC001226.2", + "PAX5", "SMG6", "EDF1", "ZNF605", "LINC02413", "ACTR3B", + "AC004067.1", "HSD17B4", "AC007881.3", "KCNAB3", "PSMA3", + "LIPE", "FOXJ1", "PTX3", "DCBLD1", "FUNDC1", "KCNE1", "CLIC3", + "FAM83D", "OSER1-DT", "MAD1L1", "PLCL1", "TOP3A", "CDK14", + "PNMA5", "CELF1", "MSL2", "PIBF1", "TREML4", "EXO1", "FASTKD3", + "PDZD11", "PIGX", "BIN2", "AL590428.1", "BRI3", "AP5Z1", + "FAM81A", "SCGB3A1", "HCFC2", "CHAF1A", "AARS", "PCOLCE", + "SUSD2", "CMAS", "TXNDC5", "COLCA1", "GPC1", "AC131009.2", + "TPCN2", "RCL1", "SNX24", "AP1G2", "EIF3K", "AKAP3", "DEF8", + "CIR1", "DNMT3A", "WASHC2C", "RBM43", "MRPS9", "ZNF781", + "NOTCH4", "MT1X", "ZNF250", "AL118516.1", "NADK2", "AC005329.2", + "PODNL1", "AC078881.1", "S100A12", "NUMA1", "AL392172.1", + "NHLRC3", "HECTD4", "AKAP13", "CPSF3", "ZNHIT3", "NOL4L", + "SENP2", "CENPBD1", "PLK2", "AC090527.3", "ERLIN1", "GIMAP7", + "TMEM219", "COL8A1", "TRBV6-2", "HOMER3", "KAT6B", "SMURF1", + "AL132821.1", "EIF2S3", "RNF8", "TREML1", "ZFHX2", "POGK", + "PEAR1", "CARHSP1", "RC3H1", "LINC01588", "OXR1", "LINC01857", + "RIMKLA", "PTPN13", "SEC11C", "AL645504.1", "STRADA", "VPS37C", + "AC023389.1", "FAM160A2", "LAPTM5", "AP000704.1", "ZNF184", + "SS18", "DYNC2H1", "PRMT3", "TYSND1", "INSL3", "AC008429.1", + "EGFL8", "TPI1", "AC009950.1", "HLA-DQB1", "CAPS", "C1orf174", + "N6AMT1", "CIART", "COPA", "IFIT3", "PSMB7", "BBS7", "RUNDC3A", + "TAOK3", "C17orf97", "LRP11", "KLHL11", "ZNF76", "BANF1", + "PDCD10", "PHF2", "NAT1", "AC141586.2", "ACAT1", "PSTPIP1", + "PMS1", "EEF2KMT", "ECHDC1", "TMEM87B", "GGPS1", "CHORDC1", + "HAX1", "HEG1", "SPEF2", "YARS2", "PTGER3", "AC108463.3", + "STX4", "MCMBP", "AC093525.4", "KCNQ1OT1", "EFL1", "TGIF1", + "CYB5A", "ZNF804A", "MED23", "LINC02432", "CPNE5", "LY6K", + "FAM229B", "TPRA1", "PIGC", "BICD1", "METAP1", "GPR135", + "NOXA1", "RPH3A", "AC021483.2", "E2F6", "FLOT1", "USP10", + "PKD1", "CCDC163", "PARVB", "PAXBP1-AS1", "GGN", "CHID1", + "LNX1", "FRRS1", "SNRNP35", "PIK3AP1", "ABLIM3", "SRXN1", + "AC005726.1", "CBFB", "RNF5", "S1PR2", "GLOD4", "AC009961.1", + "PDZD2", "PIK3CD", "TMEM91", "FILIP1L", "MFSD3", "ACBD3", + "SUB1", "MBLAC2", "TRIM58", "CYP2E1", "MSRB3", "ZBTB20-AS2", "NOC4L", "NME6", "AC099778.1", "XCL1", "TARSL2", "TCTN1", - "NUP160", "ZNF793-AS1", "CR936218.1", "TTF1", "BNIP3L", "LAMTOR1", - "AL672277.1", "FGD5-AS1", "TIMELESS", "CEP192", "PCYOX1", - "COPS7B", "CXorf40B", "CHD2", "ZFAND1", "AC069277.1", "CAVIN2", - "PSMB5", "KIR2DL3", "DUS1L", "NSUN5", "JUP", "SUSD1", "EIF3A", - "GIT1", "MXD3", "AL645728.1", "STK11IP", "HSPA8", "XPR1", - "ITIH5", "AC004982.1", "C8orf34", "SDF4", "AL035587.1", "PLGRKT", - "AC022167.2", "CAPN10-DT", "LINC01876", "CTTNBP2NL", "AL136115.2", - "AC107982.3", "C2CD2", "SEPT11", "EDAR", "TRAF3", "ALDH5A1", - "S100PBP", "HADHA", "GGA1", "KCNA5", "SMARCAD1", "TIMM23B", - "MIR99AHG", "SNHG12", "ME2", "FRS3", "AL136295.2", "VEPH1", - "MRPS22", "ZNF12", "AC007952.4", "CABYR", "MFGE8", "CHKA", - "SLC12A2", "HDDC2", "AP002518.1", "ATP6V0E1", "C4orf33", - "DNAH1", "DVL3", "MICALL1", "JADE3", "LINC02361", "CHI3L1", - "PLEKHA7", "DIMT1", "URB2", "LINC00865", "PBXIP1", "GUSB", - "ZNRD1", "RNF125", "LINC01215", "GEMIN4", "ECHDC2", "SCPEP1", - "EFEMP2", "AC093249.6", "PTCD2", "LINC00563", "EMILIN1", - "ZBTB8A", "C12orf29", "MYRF", "SGPL1", "FAM30A", "GSDMB", - "FBXO21", "SNAPC4", "DLEU7", "ANKRD46", "TRIM46", "SHMT2", - "FKBP7", "DAP", "CCNE1", "DOCK11", "POLA2", "ATRN", "MNT", - "ANKHD1", "ZNF800", "AL354710.2", "SMCHD1", "AL449106.1", - "MBTPS1", "HPS6", "SLC5A9", "AC079907.1", "BCORL1", "TCERG1", - "ZNF66", "TRBV5-4", "LSM11", "GNE", "DYM", "DNAJC27-AS1", + "NUP160", "ZNF793-AS1", "TTF1", "BNIP3L", "LAMTOR1", "AL672277.1", + "FGD5-AS1", "TIMELESS", "CEP192", "PCYOX1", "COPS7B", "CXorf40B", + "CHD2", "ZFAND1", "AC069277.1", "CAVIN2", "PSMB5", "KIR2DL3", + "DUS1L", "NSUN5", "JUP", "SUSD1", "EIF3A", "GIT1", "MXD3", + "AL645728.1", "STK11IP", "HSPA8", "XPR1", "ITIH5", "AC004982.1", + "C8orf34", "SDF4", "AL035587.1", "PLGRKT", "AC022167.2", + "CAPN10-DT", "LINC01876", "CTTNBP2NL", "AL136115.2", "AC107982.3", + "C2CD2", "SEPT11", "EDAR", "TRAF3", "ALDH5A1", "S100PBP", + "HADHA", "GGA1", "KCNA5", "SMARCAD1", "TIMM23B", "MIR99AHG", + "SNHG12", "ME2", "FRS3", "AL136295.2", "VEPH1", "MRPS22", + "ZNF12", "AC007952.4", "CABYR", "MFGE8", "CHKA", "SLC12A2", + "HDDC2", "AP002518.1", "ATP6V0E1", "C4orf33", "DNAH1", "DVL3", + "MICALL1", "JADE3", "LINC02361", "CHI3L1", "PLEKHA7", "DIMT1", + "URB2", "LINC00865", "PBXIP1", "GUSB", "ZNRD1", "RNF125", + "LINC01215", "GEMIN4", "ECHDC2", "SCPEP1", "EFEMP2", "AC093249.6", + "PTCD2", "EMILIN1", "ZBTB8A", "C12orf29", "MYRF", "SGPL1", + "FAM30A", "GSDMB", "FBXO21", "SNAPC4", "DLEU7", "ANKRD46", + "TRIM46", "SHMT2", "FKBP7", "DAP", "CCNE1", "DOCK11", "POLA2", + "ATRN", "MNT", "ANKHD1", "ZNF800", "AL354710.2", "SMCHD1", + "AL449106.1", "MBTPS1", "HPS6", "SLC5A9", "AC079907.1", "BCORL1", + "TCERG1", "ZNF66", "TRBV5-4", "LSM11", "GNE", "DYM", "DNAJC27-AS1", "IL12RB2", "LINC00265", "C8orf59", "CLASP1", "ERICH6", "KL", "SCAI", "VAPB", "AP000442.2", "AC110615.1", "LRAT", "PSMC3IP", "TMEM192", "AC103724.3", "RHOBTB2", "BPIFB1", "ARHGAP24", @@ -233471,123 +222115,121 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "SPATA13", "PTK2B", "CDO1", "MADCAM1", "LINC01686", "ENTPD4", "PTPRK", "C21orf91", "SNX29", "ATL2", "CFAP298", "PLSCR2", "ATP5PB", "EVL", "IGSF8", "RCE1", "FAHD2A", "AP1S2", "AMOTL1", - "OST4", "SUSD6", "TSR2", "SLCO5A1", "HSBP1L1", "U2AF1L5", - "TEX29", "IGHV1-2", "WRAP53", "OR52K2", "ZNF574", "OR52I1", - "CRYGS", "IFNAR1", "MRM2", "TTC24", "ZNF296", "GEMIN8", "WDR18", - "ERGIC2", "ECHS1", "PLD2", "PLCXD1", "AC112721.2", "LINC01978", - "Z99127.1", "AC027306.1", "SEL1L3", "VWA5A", "FAM174A", "PAFAH1B1", - "MRE11", "ITPK1", "AL691403.2", "TMEM218", "AP2A1", "DENND5A", - "HNRNPH2", "AL135744.1", "AC137932.3", "RBM4B", "SPIRE2", - "UBE4B", "TPO", "IGHA1", "GP6", "YAF2", "NFYC", "SF1", "MBIP", - "MAP3K12", "AFG3L2", "ALOX5AP", "TMEM59", "FAM131A", "AC023825.2", - "CACNA1C", "AL136309.2", "CD84", "RPF1", "AC046158.1", "TMLHE", - "SDC4", "AUP1", "PHPT1", "SLC35E3", "CNOT6L", "PGBD2", "RBFOX2", - "GDA", "AL391095.3", "SSR4", "C1orf54", "ARMH4", "KATNBL1", - "RGL1", "CC2D1B", "AC027338.1", "PHF14", "PQLC1", "ZCCHC24", - "NDRG3", "RASGRP2", "FRG1-DT", "SNTB2", "HNRNPLL", "ALDH7A1", - "BRCC3", "AL391069.3", "CD83", "SCN1B", "TRAF5", "NHSL2", - "TARS", "FGD3", "NELFB", "AC004494.1", "CCR2", "NRG2", "CSGALNACT2", - "CYREN", "ALPL", "NDUFAF8", "ZNF880", "AGAP3", "UBE2J1", - "PPM1H", "STBD1", "AC114490.3", "LINC00513", "LINC02132", - "SIRT7", "C12orf73", "ACP5", "RASAL2", "DSTYK", "IQGAP2", - "RAB11FIP5", "CD8B", "DUSP12", "FBXO11", "CLN3", "MIGA1", - "PLCB2", "SLFN5", "STXBP3", "AC104472.3", "TOR1AIP2", "IL7", - "PPM1N", "PSMC5", "THEMIS", "QARS", "UNC50", "AC114956.1", - "RAB35", "AC022167.1", "ANXA5", "GNB4", "RBBP5", "CSKMT", - "CA3", "ALKBH1", "MAFF", "LINC02569", "GALC", "MGP", "MBOAT7", - "ZNF555", "MGST1", "GBP5", "FLCN", "AC087672.2", "CDKN2AIP", - "RIC3", "LAMP2", "GPD2", "MOSPD2", "NDUFB1", "NECTIN1", "TIMM10B", - "SNTB1", "KRT86", "AOC2", "POFUT1", "PHAX", "ETV6", "AC022148.2", - "B3GALT2", "AC013270.1", "ATF7", "LYSMD4", "GCSAM", "AC022098.1", - "STOML1", "LINC00996", "LINC00957", "IPO11", "AC069503.1", - "AC091488.1", "TRIP13", "ATP10D", "STX6", "TFAM", "TEP1", - "PDCD1", "B3GAT2", "IZUMO2", "DDX5", "CDHR5", "RET", "WLS", - "CD247", "AC078846.1", "BTBD3", "SLC38A11", "TMOD1", "LILRA5", - "CCDC88B", "MSH3", "ZFP36", "BNIP3", "MANEA", "SULT1C2", - "GIMAP8", "TADA2A", "GRINA", "CCAR1", "ZBP1", "MSMO1", "LINC00623", - "KIFC2", "SMAD2", "GSTM4", "TTC33", "LPP-AS2", "CCDC25", - "FBXO34", "TGFBR2", "ZNF257", "GLYATL1B", "LAMB2", "LINC02207", - "AC111182.1", "RNF114", "CRAT", "BRAP", "CMIP", "AL391335.1", - "AL512353.1", "SNRPB", "FUBP3", "DDX28", "TMEM176B", "TRUB1", - "ZNF280D", "LRRC45", "MIF4GD", "POLR1D", "MPHOSPH10", "BCL9L", - "CITED1", "SGO2", "TRIM28", "POMZP3", "CDADC1", "IWS1", "NME3", - "RAB6B", "MAPK8", "AL512306.2", "FADD", "ATP12A", "SLC35E1", - "CSPP1", "GLIPR2", "LINC01567", "KDM1A", "LINC01134", "TMEM40", - "GOLGA7", "CTNS", "MYT1", "CALM2", "THOC2", "ADAM19", "NPIPB5", - "VSIG1", "PHYH", "C3AR1", "AC023154.1", "UMPS", "TMEM126B", - "ZNF519", "KAZALD1", "RASSF1-AS1", "RPP30", "LINC01833", - "NFU1", "RHBDD3", "POLE3", "SNHG4", "LARP7", "PPP4R3B", "SLC16A1-AS1", - "FAM72C", "SHPRH", "TLR5", "SPATA21", "GON7", "FXYD5", "LRG1", - "NUP85", "AL078459.1", "NEFL", "RYBP", "UBL4A", "FRRS1L", - "AASDH", "TOPBP1", "BTAF1", "PLPBP", "AP002360.3", "ITGA2B", - "ICAM3", "AC091057.4", "MFSD2A", "ZNF639", "SREBF1", "SIPA1L2", - "ADORA2B", "AC092620.3", "SMG9", "AC002464.1", "FBXL3", "CRYGD", - "SLC7A7", "LHFPL4", "C18orf21", "EMX2OS", "MED13L", "DSP", - "SRSF2", "TRGVB", "CREM", "SPACA9", "C2CD6", "KLF10", "PITPNM1", - "DNAAF2", "FSIP1", "CTNND1", "BCL7C", "RAB39A", "PLEKHH2", - "ZNF556", "EDN3", "KTN1-AS1", "AP000911.1", "CDC42EP1", "LINC00968", - "CNST", "ZNF274", "KIAA0100", "TSPAN18", "IFIT5", "CCDC66", - "FKBP5", "RNF169", "AC244197.2", "RPS25", "ZNF7", "AC087392.3", - "PDPK1", "NPRL3", "ILK", "TMEM8A", "HCAR3", "ATG4C", "TAF1D", - "TDRD7", "PABPN1", "PAN3-AS1", "LINC02158", "MAP1LC3B", "VAT1", - "FAM227A", "BABAM1", "SDR39U1", "TMED3", "TCFL5", "POLR3B", - "TBCB", "OR52N5", "GPR65", "CFAP36", "GAB3", "TRPM3", "ARF3", - "WDR91", "AC069029.1", "NRM", "ATP5F1C", "EZH1", "ABCD3", - "AC099062.1", "LEF1", "MOSPD1", "ANKDD1A", "C17orf80", "AC005034.3", - "SOGA1", "AFAP1", "CHERP", "AC246785.3", "SERPINB2", "FBXO27", - "ADGRA3", "RIMS3", "DPP8", "OSBPL7", "FMO4", "RPS12", "CLNK", - "GNPDA2", "SLC3A2", "AL121992.1", "DPM1", "AL049840.1", "AIFM3", - "PIAS3", "TLK1", "PRR12", "SNX27", "AL583810.1", "AL021807.1", - "NDC80", "FAM24B", "LHFPL6", "EPHB2", "MT-CO1", "SOX12", - "FNIP2", "ZNF354B", "TAPT1-AS1", "ZRANB3", "MACF1", "ANKRD6", - "POLR3D", "TM9SF2", "AL157402.2", "TMEM119", "C7orf26", "LDLRAP1", - "C12orf75", "HGH1", "ST8SIA1", "SLC35E2A", "FIGNL2", "COL11A2", - "MIPOL1", "UCKL1", "AC078883.3", "AQP3", "CFAP74", "LINC01013", - "SORT1", "ZFAND5", "MORN4", "ETS1", "ANO9", "NRG1", "MRPL58", - "ST20-MTHFS", "NUDT12", "OLFML2B", "ARPC4", "AC104078.1", - "FAM189B", "MIR29B2CHG", "NGDN", "DMTF1", "AC005614.1", "SEPT7-AS1", - "SDR42E2", "MALINC1", "KLHL32", "ATRX", "PRSS40A", "LINC02446", - "RNF130", "MYCBP", "CRK", "SQLE", "PTCD1", "SIDT2", "PGAM1", - "ADAMTS5", "ERMARD", "UBE2E1", "TEX30", "PRMT9", "AL133406.3", - "FIGNL1", "HIST2H2AB", "JAG1", "ZNF138", "ATL3", "TLE1", - "AC105942.1", "DCBLD2", "SMIM37", "AC022706.1", "ISL2", "ADAM23", - "AC010240.3", "EHD3", "DISP2", "XPOT", "ZFP1", "RPL13A", - "EXOSC10", "TNFSF13", "TMED5", "TRAF3IP3", "PVT1", "AASDHPPT", - "AC112503.2", "C1QTNF9", "CRYZ", "STK38L", "CCDC34", "PRSS36", - "PLEKHJ1", "IL17RA", "FCRL5", "RBFA", "KLHDC1", "AC006547.3", - "SMARCA5", "COPZ2", "NPDC1", "C20orf204", "ZNF841", "GNAO1", - "IRF2BP1", "ZNF358", "AC027307.3", "SLC6A12", "ARRDC1", "MACROD2", - "AP001636.3", "ACADVL", "FIBP", "PDCD2L", "USP37", "HIST1H2AL", - "WDSUB1", "RPL24", "DNAJC17", "AL162311.3", "B2M", "HIC2", - "SLC41A3", "ENC1", "RBX1", "AC118549.1", "TOLLIP-AS1", "AC026471.2", + "OST4", "SUSD6", "TSR2", "HSBP1L1", "U2AF1L5", "TEX29", "IGHV1-2", + "WRAP53", "OR52K2", "ZNF574", "OR52I1", "CRYGS", "IFNAR1", + "MRM2", "TTC24", "ZNF296", "GEMIN8", "WDR18", "ERGIC2", "ECHS1", + "PLD2", "PLCXD1", "AC112721.2", "LINC01978", "Z99127.1", + "AC027306.1", "SEL1L3", "VWA5A", "FAM174A", "PAFAH1B1", "MRE11", + "ITPK1", "AL691403.2", "TMEM218", "AP2A1", "DENND5A", "HNRNPH2", + "AL135744.1", "AC137932.3", "RBM4B", "SPIRE2", "UBE4B", "IGHA1", + "AC025430.1", "YAF2", "NFYC", "SF1", "MBIP", "MAP3K12", "AFG3L2", + "ALOX5AP", "TMEM59", "FAM131A", "AC023825.2", "CACNA1C", + "CD84", "RPF1", "AC046158.1", "TMLHE", "SDC4", "AUP1", "PHPT1", + "SLC35E3", "CNOT6L", "PGBD2", "RBFOX2", "GDA", "AL391095.3", + "SSR4", "C1orf54", "ARMH4", "KATNBL1", "RGL1", "CC2D1B", + "AC027338.1", "PHF14", "PQLC1", "ZCCHC24", "NDRG3", "RASGRP2", + "FRG1-DT", "SNTB2", "HNRNPLL", "ALDH7A1", "BRCC3", "AL391069.3", + "CD83", "SCN1B", "TRAF5", "NHSL2", "TARS", "FGD3", "NELFB", + "AC004494.1", "CCR2", "NRG2", "CSGALNACT2", "CYREN", "ALPL", + "NDUFAF8", "ZNF880", "AGAP3", "UBE2J1", "PPM1H", "STBD1", + "AC114490.3", "LINC00513", "LINC02132", "SIRT7", "C12orf73", + "ACP5", "RASAL2", "DSTYK", "IQGAP2", "RAB11FIP5", "CD8B", + "DUSP12", "FBXO11", "CLN3", "MIGA1", "PLCB2", "SLFN5", "STXBP3", + "AC104472.3", "TOR1AIP2", "IL7", "PPM1N", "PSMC5", "THEMIS", + "QARS", "UNC50", "AC114956.1", "RAB35", "AC022167.1", "ANXA5", + "GNB4", "RBBP5", "CSKMT", "CA3", "ALKBH1", "MAFF", "LINC02569", + "GALC", "MGP", "MBOAT7", "ZNF555", "MGST1", "GBP5", "FLCN", + "AC087672.2", "CDKN2AIP", "RIC3", "LAMP2", "GPD2", "MOSPD2", + "NDUFB1", "NECTIN1", "TIMM10B", "SNTB1", "KRT86", "AOC2", + "POFUT1", "PHAX", "ETV6", "AC022148.2", "B3GALT2", "AC013270.1", + "ATF7", "LYSMD4", "GCSAM", "AC022098.1", "STOML1", "LINC00996", + "LINC00957", "IPO11", "AC069503.1", "AC091488.1", "TRIP13", + "ATP10D", "STX6", "TFAM", "TEP1", "PDCD1", "B3GAT2", "IZUMO2", + "DDX5", "CDHR5", "RET", "WLS", "CD247", "AC078846.1", "BTBD3", + "SLC38A11", "TMOD1", "LILRA5", "CCDC88B", "MSH3", "ZFP36", + "BNIP3", "MANEA", "SULT1C2", "GIMAP8", "TADA2A", "GRINA", + "CCAR1", "ZBP1", "MSMO1", "LINC00623", "KIFC2", "SMAD2", + "GSTM4", "TTC33", "LPP-AS2", "CCDC25", "FBXO34", "TGFBR2", + "ZNF257", "GLYATL1B", "LAMB2", "LINC02207", "AC111182.1", + "RNF114", "CRAT", "BRAP", "CMIP", "AL391335.1", "AL512353.1", + "SNRPB", "FUBP3", "DDX28", "TMEM176B", "TRUB1", "ZNF280D", + "LRRC45", "MIF4GD", "POLR1D", "MPHOSPH10", "BCL9L", "CITED1", + "SGO2", "TRIM28", "POMZP3", "CDADC1", "IWS1", "NME3", "RAB6B", + "MAPK8", "AL512306.2", "FADD", "ATP12A", "SLC35E1", "CSPP1", + "GLIPR2", "LINC01567", "KDM1A", "LINC01134", "TMEM40", "GOLGA7", + "CTNS", "MYT1", "CALM2", "THOC2", "ADAM19", "NPIPB5", "VSIG1", + "PHYH", "C3AR1", "AC023154.1", "UMPS", "TMEM126B", "ZNF519", + "KAZALD1", "RASSF1-AS1", "RPP30", "LINC01833", "NFU1", "RHBDD3", + "POLE3", "SNHG4", "LARP7", "PPP4R3B", "SLC16A1-AS1", "FAM72C", + "SHPRH", "TLR5", "SPATA21", "GON7", "FXYD5", "LRG1", "NUP85", + "AL078459.1", "RYBP", "UBL4A", "FRRS1L", "AASDH", "TOPBP1", + "BTAF1", "PLPBP", "AP002360.3", "ITGA2B", "ICAM3", "AC091057.4", + "MFSD2A", "ZNF639", "SREBF1", "SIPA1L2", "ADORA2B", "AC092620.3", + "SMG9", "AC002464.1", "FBXL3", "CRYGD", "SLC7A7", "LHFPL4", + "C18orf21", "EMX2OS", "MED13L", "DSP", "SRSF2", "TRGVB", + "CREM", "SPACA9", "C2CD6", "KLF10", "PITPNM1", "DNAAF2", + "FSIP1", "CTNND1", "BCL7C", "RAB39A", "PLEKHH2", "ZNF556", + "KTN1-AS1", "AP000911.1", "CDC42EP1", "LINC00968", "CNST", + "ZNF274", "KIAA0100", "TSPAN18", "IFIT5", "CCDC66", "FKBP5", + "RNF169", "AC244197.2", "RPS25", "ZNF7", "AC087392.3", "PDPK1", + "NPRL3", "ILK", "TMEM8A", "HCAR3", "ATG4C", "TAF1D", "TDRD7", + "PABPN1", "PAN3-AS1", "LINC02158", "MAP1LC3B", "VAT1", "FAM227A", + "BABAM1", "SDR39U1", "TMED3", "TCFL5", "POLR3B", "TBCB", + "OR52N5", "GPR65", "CFAP36", "GAB3", "TRPM3", "ARF3", "WDR91", + "AC069029.1", "NRM", "ATP5F1C", "EZH1", "ABCD3", "AC099062.1", + "LEF1", "MOSPD1", "ANKDD1A", "C17orf80", "AC005034.3", "SOGA1", + "AFAP1", "CHERP", "AC246785.3", "SERPINB2", "FBXO27", "ADGRA3", + "RIMS3", "DPP8", "OSBPL7", "FMO4", "RPS12", "CLNK", "GNPDA2", + "SLC3A2", "AL121992.1", "DPM1", "AL049840.1", "AIFM3", "PIAS3", + "TLK1", "PRR12", "SNX27", "AL583810.1", "AL021807.1", "NDC80", + "FAM24B", "EPHB2", "MT-CO1", "SOX12", "FNIP2", "ZNF354B", + "TAPT1-AS1", "ZRANB3", "MACF1", "ANKRD6", "POLR3D", "TM9SF2", + "AL157402.2", "TMEM119", "C7orf26", "LDLRAP1", "C12orf75", + "HGH1", "ST8SIA1", "SLC35E2A", "FIGNL2", "COL11A2", "MIPOL1", + "UCKL1", "AC078883.3", "AQP3", "CFAP74", "LINC01013", "SORT1", + "ZFAND5", "MORN4", "ETS1", "ANO9", "NRG1", "MRPL58", "ST20-MTHFS", + "NUDT12", "OLFML2B", "ARPC4", "AC104078.1", "FAM189B", "MIR29B2CHG", + "NGDN", "DMTF1", "AC005614.1", "SEPT7-AS1", "SDR42E2", "MALINC1", + "KLHL32", "ATRX", "PRSS40A", "LINC02446", "RNF130", "MYCBP", + "CRK", "SQLE", "PTCD1", "SIDT2", "PGAM1", "ADAMTS5", "ERMARD", + "UBE2E1", "TEX30", "PRMT9", "AL133406.3", "FIGNL1", "HIST2H2AB", + "JAG1", "ZNF138", "ATL3", "TLE1", "AC105942.1", "DCBLD2", + "SMIM37", "AC022706.1", "ISL2", "ADAM23", "AC010240.3", "EHD3", + "DISP2", "XPOT", "ZFP1", "RPL13A", "EXOSC10", "TNFSF13", + "TMED5", "TRAF3IP3", "PVT1", "AASDHPPT", "AC112503.2", "C1QTNF9", + "CRYZ", "STK38L", "CCDC34", "PRSS36", "PLEKHJ1", "IL17RA", + "FCRL5", "RBFA", "KLHDC1", "AC006547.3", "SMARCA5", "COPZ2", + "NPDC1", "C20orf204", "ZNF841", "GNAO1", "IRF2BP1", "ZNF358", + "AC027307.3", "SLC6A12", "ARRDC1", "MACROD2", "AP001636.3", + "ACADVL", "FIBP", "PDCD2L", "USP37", "HIST1H2AL", "WDSUB1", + "RPL24", "DNAJC17", "AL162311.3", "B2M", "HIC2", "SLC41A3", + "ENC1", "RBX1", "AC118549.1", "TOLLIP-AS1", "AC026471.2", "CLN8", "RNASEH2B-AS1", "ANKLE2", "CRIP1", "KCNJ14", "HMGA1P4", "SIRPD", "ZBTB12", "AD001527.1", "HSD17B1", "DIAPH1", "TENT4A" ), c("CGATGGCAGACTCGAG-1", "ACCGTTCGTGGTCAAG-1", "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", "CATGCTCTCTCTCGCA-1", "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", "GACTCTCAGATACATG-1", "CTGGCAGGTTGCCAAT-1", - "AGTAGTCAGGTGATAT-1", "AGTTCCCCATACACCA-1", "TTACCGCCAACCCGCA-1", - "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", - "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", - "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", - "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", - "GGACGTCCACTGCTTC-1", "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", - "AAACGCTTCTGAGATC-1", "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", - "CCGATGGGTATGTGTC-1", "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", - "CATCCCACACGACGTC-1", "ATCACAGTCAGCTTGA-1", "CACTTCGGTGCGACAA-1", - "CGAGTGCTCTTTGCAT-1", "AGGTTACAGGATTTCC-1", "GGGAGTAAGTAGTCCT-1", - "AGGTTGTAGAACTGAT-1", "CAGTTCCTCTCAACCC-1", "TAGTGCAGTATTAAGG-1", - "AGAGCCCAGTACTGTC-1", "AGGTTACGTTGACTAC-1", "TCCTAATGTCGAACAG-1", - "CACCGTTTCTTAGTTC-1", "ACAAAGAGTTAGGCCC-1", "AACCAACCACGACAAG-1", - "AGAAATGTCGCCGTGA-1", "CTACAGACACATACTG-1", "AGAAGCGAGTGGCAGT-1", - "CGTGCTTCATTGCTGA-1", "TGTCCACAGGCATCTT-1", "GTGCAGCAGCCTGAAG-1", - "TGTTTGTGTTCTTCAT-1", "GTTCTATTCCCTCGTA-1", "CACTGGGTCTTCGTAT-1", - "GGAACCCGTCACTTCC-1", "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", - "CACGTGGGTTGGAGGT-1", "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", - "AAGACAACATCAACCA-1", "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", - "CCGGTGAGTTGTTGAC-1", "TTGCCTGCAGATCCTA-1", "ATCCTATGTTTGGGTT-1", - "AGGCCACTCATGAGTC-1", "CCGGTGATCCTACCGT-1", "TCCACCACAAAGGCGT-1", - "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", - "CGATGCGCATCTGTTT-1", "CACTGGGCAACCAACT-1", "ATCGTGATCAGCGTCG-1", + "AGTAGTCAGGTGATAT-1", "TTACCGCCAACCCGCA-1", "GACTCAAAGAAGTCCG-1", + "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", "AACGAAAAGGAACGAA-1", + "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", "GGGAGATCAGTTCACA-1", + "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", "AGAACCTGTTATTCTC-1", + "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", "GGTAATCTCGAGCCAC-1", + "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", "GGTTCTCAGGACTATA-1", + "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", "GGCACGTAGACTTCCA-1", + "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", "ATCACAGTCAGCTTGA-1", + "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", "AGGTTACAGGATTTCC-1", + "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", "CAGTTCCTCTCAACCC-1", + "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", "AGGTTACGTTGACTAC-1", + "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", "ACAAAGAGTTAGGCCC-1", + "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", "CTACAGACACATACTG-1", + "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", "TGTCCACAGGCATCTT-1", + "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", "GTTCTATTCCCTCGTA-1", + "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", "CTACCTGTCCACGTAA-1", + "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", "TACCCGTCAACGGCTC-1", + "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", "TCTTTGAAGTGCAACG-1", + "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", "ATCCTATGTTTGGGTT-1", + "AGGCCACTCATGAGTC-1", "CCGGTGATCCTACCGT-1", "CTTCAATAGGGCCTCT-1", + "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", "CGATGCGCATCTGTTT-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", "TCACACCAGCAGCCCT-1", "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", "TCGGGACGTAACATGA-1", "GTTACGACATCCAACA-1", @@ -233596,38 +222238,36 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TTGGTTTAGTATCCTG-1", "AGTAACCTCATGAGGG-1", "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", "TCATGTTGTCATACCA-1", "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", "GCTTGGGAGCCAAGTG-1", "CCGGACAGTCGTGGAA-1", - "ACCACAAGTCAGGTGA-1", "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", - "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", - "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", - "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", - "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", - "ACACAGTTCCACCTGT-1", "CAAGGGACAGAGCGTA-1", "ATCCTATCAAGACCTT-1", - "TTACCGCAGGTAGATT-1", "AGTAACCGTAGACACG-1", "CAACAACAGACATGCG-1", + "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", "TCCATCGAGTATAACG-1", + "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", "GCTTTCGGTAACGGTG-1", + "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", "AACAGGGTCACCCTCA-1", + "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", "AGTCTCCCACCTCAGG-1", + "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", "ACACAGTTCCACCTGT-1", + "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", "CCTAACCTCTGCCCTA-1", "TGGTACACATTGAAGA-1", - "TATCTTGCACGTTCGG-1", "TCAAGTGAGGATAATC-1", "TACGGGCGTTATAGCC-1", - "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", - "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", - "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", - "CTCATGCTCCACGGGT-1", "AGAAGTATCGAGTCCG-1", "TACGTCCTCCTTGACC-1", - "ATCCATTCAAATGATG-1", "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", - "CCCTAACTCCGCGGAT-1", "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", - "AATGCCATCTTGAACG-1", "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", - "GTCACGGTCATCTATC-1", "GGTGTCGTCCCATGGG-1", "AGTAGTCGTATCCCTC-1", - "TCGACGGGTGCATCTA-1", "TCGCACTCAATCGCCG-1", "GTTTGGATCATACAGC-1", - "CCTCTCCAGCGTGTTT-1", "ATGAGTCTCTTTGATC-1", "ATTCTACGTGTCCAAT-1", - "CCACACTAGTCAGCGA-1", "TACCGAAGTCCTGTCT-1", "CTCACTGGTAGACAAT-1", - "CACGTGGTCTTCGTGC-1", "TGGTTAGTCCGAGAAG-1", "CTACAGAGTACTCGCG-1", - "ACCCTCAGTCCTCCTA-1", "CCTTTGGGTGATTCTG-1", "AATCGACGTGATACCT-1", - "GTGCTTCAGCGTGCTC-1", "ACTGTGACATTCTTCA-1", "GGGACCTCAGAGTGTG-1", - "CAGGTATAGCTGCGAA-1", "GAGGGTACAAACCACT-1", "GATTGGTGTACGATGG-1", - "ATGCGATTCTGTCGTC-1", "GTAAGTCGTACCTAAC-1", "GACTCAAAGGGAACAA-1", - "TTACGCCGTCGTACAT-1", "TATCTGTCATAACTCG-1", "AGCTTCCAGCAAATCA-1", - "GAGTTGTCACAGTATC-1", "TTCTGTACAACGCCCA-1", "CTTCCGAAGGTCCCGT-1", - "AGATCGTCACCCTTAC-1", "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", - "TGATTCTCAGTAGAGC-1", "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", - "ATACCTTTCCTAGAGT-1", "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", - "AACCACAAGTTGAAGT-1", "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", - "TGACAGTAGGCATGCA-1", "TTCAATCCACTTCAGA-1", "GAGACCCCATATCGGT-1", + "TATCTTGCACGTTCGG-1", "TACGGGCGTTATAGCC-1", "CAGCAGCCAAGCAATA-1", + "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", "TTCACGCGTTGGACCC-1", + "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", "TGGGAGAGTTGTCTAG-1", + "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", "CTCATGCTCCACGGGT-1", + "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", "TGAGGGACAAGCTGTT-1", + "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", "ACCATTTGTTCTCCCA-1", + "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", "CGAGTTAAGAAGGATG-1", + "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", "GGTGTCGTCCCATGGG-1", + "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", "TCGCACTCAATCGCCG-1", + "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", "ATGAGTCTCTTTGATC-1", + "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", "TACCGAAGTCCTGTCT-1", + "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", "TGGTTAGTCCGAGAAG-1", + "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", "CCTTTGGGTGATTCTG-1", + "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", "ACTGTGACATTCTTCA-1", + "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", "GAGGGTACAAACCACT-1", + "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", "GTAAGTCGTACCTAAC-1", + "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", "TATCTGTCATAACTCG-1", + "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", "TTCTGTACAACGCCCA-1", + "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", "CTATCTAAGACATAAC-1", + "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", "TTTGACTAGTCATACC-1", + "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", "CGGAATTAGTAGGGTC-1", + "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", "GATCAGTCACCAGCTG-1", + "CGATGCGTCGATTCCC-1", "TTCAATCCACTTCAGA-1", "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", "AGATCCAGTAACAGGC-1", "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", "TTCTGTAAGCCTTGAT-1", "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", "TTGCCTGGTATACGGG-1", "AAGACTCGTTGCCTAA-1", @@ -233635,59 +222275,56 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TACCGAAAGGCCTTCG-1", "TGAATCGGTGGTTCTA-1", "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", "GCACTAACATTGACAC-1", "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", "AGATCGTCACTTACAG-1", "AGGGAGTGTTTACACG-1", - "CAAGAGGAGGCAGGTT-1", "GGTGGCTAGAAGCCTG-1", "TTTCGATCAACGAGGT-1", - "AATGACCTCAATCGGT-1", "GCAACATGTCCTACAA-1", "CCTCCAAAGCGACTAG-1", + "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", "GTTTGGAGTTTCGACA-1", "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", "TAGATCGAGTTAGTAG-1", "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", "ATGACCATCCCGTTCA-1", "GTCAGCGGTTTGACAC-1", - "GCAACATAGCACTTTG-1", "CAGCGTGGTACGATCT-1", "AGATGAACACACCTTC-1", - "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", - "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", - "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", - "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", - "TATTCCAGTTTGGAAA-1", "TGGCGTGTCCTCTCGA-1", "GATTCGAGTGCCGAAA-1", - "CTCAGGGTCGCTTTAT-1", "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", - "TACTTCAAGACGCCCT-1", "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", - "GCAGCCAGTACAACGG-1", "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", - "CCCTGATTCATGACAC-1", "TCTGCCATCTGTGCTC-1", "TTTCAGTCAGTCTCTC-1", - "GACACGCAGTTGCTGT-1", "TAATTCCAGCACTTTG-1", "TGTGAGTTCCTGTAAG-1", - "CACTGTCGTCGAACAG-1", "ACGGGTCAGCGACTGA-1", "GTGAGTTGTGGTCTAT-1", - "AATGACCTCAACCTCC-1", "TCAAGACAGCTTTGTG-1", "GGGAGATGTCTGTGAT-1", - "TCCGATCGTGGCCTCA-1", "CTCCATGAGCCGGATA-1", "CGGAACCTCCCTCAAC-1", - "TCAGGGCGTAATGTGA-1", "AACGGGAGTGCAATGG-1", "GATTCGAGTGGGAGAG-1", - "AGATCCAGTTAGGCTT-1", "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", - "ATGGGTTAGCCATTCA-1", "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", - "GACCCTTAGTCCCGAC-1", "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", - "GTGCAGCAGTGGCGAT-1", "TGAATCGCACGCTGAC-1", "CGTAGTACATGTACGT-1", + "GCAACATAGCACTTTG-1", "AGATGAACACACCTTC-1", "TGTTCCGTCTAGACAC-1", + "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", "ACGGGTCCAGTTGTCA-1", + "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", "TGAGGTTAGCGTCAAG-1", + "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", "GTCTTTAAGGTCGTAG-1", + "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", "TATTCCAGTTTGGAAA-1", + "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", "CCACGTTTCATTGGTG-1", + "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", "GGAAGTGCAAGTTCGT-1", + "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", "GATGACTTCTTTCCAA-1", + "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", "TCTGCCATCTGTGCTC-1", + "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", "TAATTCCAGCACTTTG-1", + "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", "ACGGGTCAGCGACTGA-1", + "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", "TCAAGACAGCTTTGTG-1", + "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", "CTCCATGAGCCGGATA-1", + "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", "AACGGGAGTGCAATGG-1", + "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", "GAGAAATGTCGCGTCA-1", + "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", "TGGATCAAGCGACTGA-1", + "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", "TCACTATTCACTTATC-1", + "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", "ATATCCTAGGGATCAC-1", "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", "ATCATTCTCACGTCCT-1", "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", "AGAAATGTCTGTAAGC-1", "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", "AACCTGATCACTGGTA-1", "GGTGTCGGTTAGAAGT-1", - "CAACCAAAGTACGAGC-1", "AAGTTCGAGAGAACCC-1", "TCGACCTAGACGACTG-1", - "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", - "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", - "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", - "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", - "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", - "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", - "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", - "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", - "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", - "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", - "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", - "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", - "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", - "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", - "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", - "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", - "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", - "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", - "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", - "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", - "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", "TTCCTTCCATGACTAC-1", - "GCGTGCATCTATACGG-1", "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", - "CGAGGCTTCGAACACT-1", "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", - "TGGATGTAGTTTGTCG-1", "TCAGGGCCACTTCATT-1", "CTTCTCTCATGACCCG-1", + "CAACCAAAGTACGAGC-1", "TCGACCTAGACGACTG-1", "AATGCCATCTTACCAT-1", + "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", "GCAGGCTCAAACTGCT-1", + "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", "ACATTTCAGCCGTAAG-1", + "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", "TTTCACATCTTCGGTC-1", + "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", "AATGACCCAGAGTCAG-1", + "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", "AATGGCTAGTCGTCTA-1", + "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", "TATCCTAAGGGAGGGT-1", + "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", "TCAGGGCCATCTAACG-1", + "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", "TGTTGAGCACCCTAGG-1", + "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", "TCACGCTCACCGGCTA-1", + "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", "AGTAACCGTATAGCTC-1", + "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", "CCTCAACCATGGCACC-1", + "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", "ATCGTCCCACATTCGA-1", + "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", "CAGTTCCAGAATCTAG-1", + "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", "CGTGATAAGAGTAACT-1", + "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", "GTACAACGTCTTCCGT-1", + "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", "TTTACGTAGCGATCGA-1", + "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", "TCCACGTCACCTCAGG-1", + "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", "TGGTGATTCTCCATAT-1", + "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", "ATTATCCCACGCAAAG-1", + "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", "TGTTCCGGTTGCCATA-1", + "TGTCAGAAGTTCGCAT-1", "GCGTGCATCTATACGG-1", "AACAGGGAGAGCGACT-1", + "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", "AAAGAACGTAGGCAGT-1", + "CAGATACAGTAGAGTT-1", "TCAGGGCCACTTCATT-1", "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", "GTAATCGAGAATACAC-1", "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", "AGGACTTAGGGCTTCC-1", "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", "TTGTTGTGTCTACGAT-1", "ATGAAAGAGGAGTACC-1", @@ -233695,31 +222332,31 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TAGACTGCAGCCGGTT-1", "TGACGCGAGCCTCTTC-1", "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", "ACCCTTGGTTACCGTA-1", "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", "CGCGTGAAGGCTTCCG-1", "AACCTTTCAGTGGTGA-1", - "ACAGCCGGTCTGTCAA-1", "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", - "TTCCAATGTCCTCATC-1", "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", - "CATGCGGAGTCGGGAT-1", "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", - "AAAGTCCTCCTTCAGC-1", "ATCGGCGTCACAAGAA-1", "CTGGTCTGTGGTTTAC-1", - "ATCCCTGCAGATAAAC-1", "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", - "ACGGTCGTCTTAAGGC-1", "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", - "ACAGGGACAAGCTGTT-1", "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", - "AGGTTGTAGCCGAACA-1", "CTATCTAGTATGTGTC-1", "TTCATTGTCGAGTCCG-1", + "ACAGCCGGTCTGTCAA-1", "CACATGATCTATTCGT-1", "GTCACGGGTTATTCCT-1", + "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", "TGAGTCAAGACTCTTG-1", + "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", "TGCGATATCGTAGTCA-1", + "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", "ATCGGCGTCACAAGAA-1", + "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", "CATCGCTTCCTTCTAA-1", + "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", "CGGGCATTCATTTGTC-1", + "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", "GGGACCTAGCCTTGAT-1", + "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", "CCTAACCGTGCCTACG-1", "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", "GAGGGTAGTGGTTTAC-1", "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", "ACCTGTCCAGGACTAG-1", "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", "CCGTTCACAACGGCTC-1", "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", "GCTACCTAGCCGAACA-1", "ACCACAAAGTATAACG-1", - "AGTTCCCTCCGTATGA-1", "TCATTGTGTATACCTG-1", "GTTCATTAGTGGATTA-1", - "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", - "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", - "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", - "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", - "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", - "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", - "AATTCCTCAAGACCTT-1", "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", - "CCAATTTCAGGCTTGC-1", "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", - "GTTCGCTAGGGACCAT-1", "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", - "CATCGCTTCAAATAGG-1", "GGATCTACACTTGACA-1", "CTCCAACGTGATTAGA-1", - "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", "GCCTGTTTCGATACAC-1", + "AGTTCCCTCCGTATGA-1", "GTTCATTAGTGGATTA-1", "GTGACGCAGGTCGTGA-1", + "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", "GACACGCCATGCCATA-1", + "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", "TAGACCACAGCAAGAC-1", + "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", "TTCAGGACAGGTAGTG-1", + "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", "ACCCTTGGTGTTCGAT-1", + "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", "TCGTCCACACCAGACC-1", + "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", "GTATTGGCATGGGTCC-1", + "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", "GTTGTCCCAGGCCCTA-1", + "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", "GCACGTGGTGGAAGTC-1", + "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", "GGATCTACACTTGACA-1", + "TTCCGGTCAACACACT-1", "CTCCAACGTGATTAGA-1", "CCCTGATTCTCATGGA-1", + "CACTGAATCTATGTGG-1", "TGCTTGCCATGTCAGT-1", "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", "TCCCATGCAGTCGGTC-1", "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", "AGGTTACTCCTAACAG-1", "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", "ATCCGTCTCAGCGGAA-1", "AATTCCTTCCCATAGA-1", @@ -233746,10 +222383,9 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CATTCATTCTAGCCTC-1", "TCAGTGACAGGCTATT-1", "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", "CTTCTAACAGCTTCCT-1", "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", "CGGAGAAGTCACCGCA-1", "GTGATGTCAAATGATG-1", - "CACGTGGGTTAGTTCG-1", "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", - "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", - "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", "GCTTGGGTCTACCCAC-1", - "TATCCTAGTGATACTC-1", "GCACGTGGTGGTTTAC-1", "GGAATCTCAGGACAGT-1", + "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", "CTTCCGAAGACTACCT-1", + "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", "GTACAGTTCACCTTGC-1", + "TCATACTAGGGCGAGA-1", "GCACGTGGTGGTTTAC-1", "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", "GTTGTAGAGTAACCGG-1", "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", "GCGTTTCTCCACGAAT-1", "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", "AACAGGGAGAAGCGGG-1", "CGGCAGTTCACTTCTA-1", @@ -233757,1765 +222393,1758 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CATGAGTCAGGCCTGT-1", "GTAGGTTCACGGAAGT-1", "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", "TTTAGTCGTACAGCGA-1", "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", "CAGTTCCGTCGTGTTA-1", "CGAGTTATCCCAATAG-1", - "ACCGTTCTCGCTGTCT-1", "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", - "GACCCTTCAATCTGCA-1", "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", - "CACATGAGTGAGACGT-1", "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", - "ATGACCAGTATGGAAT-1", "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", - "TTCCAATTCTGGCCGA-1", "TCGCTCAGTCTACACA-1", "GATCGTAGTCACTCGG-1", + "GTAGAAACAGACCTAT-1", "ACCGTTCTCGCTGTCT-1", "TTTATGCTCTTGTTAC-1", + "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", "ATTTACCCAGATGCGA-1", + "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", "GGGTCTGCAAAGGCTG-1", + "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", "AAGTACCTCCCGAATA-1", + "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", "TCGCTCAGTCTACACA-1", "TACCTCGTCGACCCAG-1", "TAGAGTCGTTGTTGAC-1", "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", "GACTGATTCAAGGAGC-1", "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", "GGTCACGAGTGAGCCA-1"))), key = structure("rna_", names = ""), assay.orig = NULL, var.features = c("S100A12", "CAVIN2", - "FCRL5", "CRIP1", "TREML1", "CLIC3", "TMEM40", "FKBP5", "CD8B", - "LILRA5", "ITGA2B", "ALPL", "TMEM176B", "CCR2", "KCNQ1OT1", - "TRIM58", "TRBV6-2", "PPM1N", "CNST", "C3AR1", "BRI3", "IL17RA", - "LRG1", "ZNF605", "GLIPR2", "NRG1", "LINC01857", "XCL1", - "KIF11", "C12orf75", "RPH3A", "KLF10", "FAM30A", "LEF1", - "SPEF2", "AC114490.3", "ZFAND5", "LINC00865", "ANKRD6", "AP1S2", - "PBXIP1", "DSP", "CPNE5", "IFIT3", "PLK2", "PTX3", "HLA-DQB1", - "SLC7A7", "CREM", "AP000442.2", "CRYGS", "KIR2DL3", "RNF130", - "PIK3AP1", "HIST1H2AL", "FXYD6", "ZNF804A", "CD247", "MACROD2", - "CD83", "ANKDD1A", "TLR5", "GON7", "PIAS3", "ETS1", "SLC38A11", - "TXNDC5", "AC108463.3", "TRIM46", "AC046158.1", "AC013270.1", - "RAB6B", "OLFML2B", "ANXA5", "SCPEP1", "ZFP36", "CMIP", "IL12RB2", - "LINC02132", "NECTIN1", "LPP-AS2", "IGHA1", "CDK14", "PARVB", - "MTSS1", "NUP85", "SLFN5", "LINC02207", "RPGR", "GEMIN4", - "STOML1", "ACP5", "GIMAP7", "HOMER3", "MRPS22", "LINC02432", - "RASAL2", "ZNF556", "HCAR3", "AC078883.3", "AC007952.4", - "GNB4", "CSGALNACT2", "HNRNPLL", "C7orf26", "SQLE", "KCNE1", - "PDCD10", "ALOX5AP", "MACF1", "MBOAT7", "SLC35E3", "GPR65", - "LAMTOR1", "GRINA", "ANKRD46", "DVL3", "EIF3A", "MGST1", - "PCYOX1", "SGO2", "BTAF1", "IQGAP2", "PGAM1", "ITPK1", "CFAP36", - "RNF169", "LINC02361", "SIRPD", "AC141586.2", "DLEU7", "CENPBD1", - "DISP2", "SEPT11", "CCAR1", "SIPA1L2", "SORT1", "VAT1", "RPS12", - "PIK3CD", "GIMAP8", "NOC4L", "PLCL1", "GCSAM", "DNAAF2", - "CLN8", "DENND5A", "SS18", "SLC12A2", "UNC50", "VPS37C", - "SERPINB2", "SNX27", "CD84", "MIR29B2CHG", "UBE2J1", "ZNF263", - "PIBF1", "TIMELESS", "TPI1", "ENC1", "PHF2", "FASTKD3", "AC005726.1", - "IL7", "RASSF1-AS1", "TLK1", "HCFC2", "CLN3", "GPR174", "ZNF184", - "PTCD1", "ATRN", "BRAP", "ATG4C", "SLC35E1", "COLGALT1", - "B2M", "ARF3", "PAX5", "CSPP1", "SEL1L3", "HSD17B4", "C12orf73", - "PRMT9", "FNIP2", "DIAPH1", "MT-CO1", "CHORDC1", "ETV6", - "ALDH5A1", "JUP", "ZBTB8A", "AC078846.1", "LINC02158", "TEX30", - "DOCK11", "DMTF1", "NHSL2", "PLPBP", "TOPBP1", "LAMP2", "ZNF358", - "GBP5", "COPA", "BRCC3", "TTF1", "MRE11", "TM9SF2", "RNF125", - "ACAT1", "CNOT6L", "HSBP1L1", "SENP2", "RIC3", "SNHG12", - "THEMIS", "MAFF", "TMED3", "NOL4L", "FAM174A", "TDRD7", "XPOT", - "SNTB2", "CHAF1A", "MXD3", "EVL", "CSKMT", "NFU1", "BNIP3L", - "DNAJC17", "TREML4", "ZNF296", "PLD2", "TSPAN18", "OSBPL7", - "PLCB2", "CTNS", "IWS1", "TMEM87B", "STX6", "ATP10D", "IFNAR1", - "ZNF12", "AUP1", "PVT1", "NUP160", "CEP192", "GP6", "EDN3", - "AC005329.2", "SRXN1", "AC079907.1", "AC017100.1", "AC087392.3", - "KLHL32", "CHID1", "TTC33", "MED13L", "CDKN2AIP", "GNE", - "SLC41A3", "IFIT5", "DCLK2", "LINC02413", "FOXJ1", "EXO1", - "AL590428.1", "FAM81A", "SUSD2", "COLCA1", "ZNF781", "AC078881.1", - "OR4F15", "AC004771.4", "COL8A1", "ZFHX2", "PEAR1", "RIMKLA", + "FCRL5", "CLIC3", "CRIP1", "CD8B", "LILRA5", "TMEM176B", + "TREML1", "FKBP5", "ALPL", "CCR2", "TMEM40", "TRBV6-2", "PPM1N", + "ITGA2B", "C3AR1", "ZNF605", "KCNQ1OT1", "KIF11", "BRI3", + "IL17RA", "LRG1", "C12orf75", "GLIPR2", "NRG1", "XCL1", "FAM30A", + "KLF10", "RPH3A", "LEF1", "SPEF2", "AC114490.3", "ZFAND5", + "AP1S2", "LINC01857", "CPNE5", "LINC00865", "ANKRD6", "TRIM58", + "PBXIP1", "IFIT3", "DSP", "CREM", "PTX3", "GON7", "PLK2", + "CRYGS", "AC078883.3", "AP000442.2", "ZNF804A", "HLA-DQB1", + "PIK3AP1", "CD247", "CD83", "SLC7A7", "TLR5", "KIR2DL3", + "ETS1", "RNF130", "HIST1H2AL", "TXNDC5", "AC108463.3", "AC046158.1", + "AC013270.1", "RAB6B", "OLFML2B", "ZFP36", "ANXA5", "PARVB", + "SLC38A11", "ANKDD1A", "LINC02132", "NECTIN1", "ZNF556", + "IGHA1", "FXYD6", "SCPEP1", "MTSS1", "LINC02432", "CDK14", + "GIMAP7", "SLFN5", "AC007952.4", "SLC35E3", "SQLE", "RPGR", + "MRPS22", "KCNE1", "LINC02207", "LAMTOR1", "AC141586.2", + "RASAL2", "HCAR3", "CSGALNACT2", "GNB4", "MGST1", "MBOAT7", + "EIF3A", "STOML1", "GPR65", "ALOX5AP", "C7orf26", "MACF1", + "GRINA", "ITPK1", "CMIP", "SIPA1L2", "PGAM1", "NUP85", "ACP5", + "IQGAP2", "GIMAP8", "SORT1", "ANKRD46", "HOMER3", "VAT1", + "RNF169", "SLC12A2", "PCYOX1", "PAX5", "DVL3", "PIBF1", "CD84", + "PHF2", "SIRPD", "CENPBD1", "AC005726.1", "DLEU7", "DISP2", + "DENND5A", "DNAAF2", "SEPT11", "COLGALT1", "NOC4L", "ATG4C", + "SS18", "RPS12", "MIR29B2CHG", "TIMELESS", "SERPINB2", "CCAR1", + "GCSAM", "CFAP36", "CLN3", "B2M", "BRAP", "ENC1", "TOPBP1", + "CHORDC1", "PLCL1", "SEL1L3", "SLC35E1", "HSD17B4", "CSKMT", + "UBE2J1", "VPS37C", "C12orf73", "BTAF1", "IL7", "RASSF1-AS1", + "TEX30", "FASTKD3", "ZBTB8A", "GBP5", "NDRG3", "FUNDC1", + "PTCD1", "ATRN", "ARF3", "CLN8", "GPR174", "MAFF", "PRMT9", + "CSPP1", "RNF125", "MRE11", "PLPBP", "BRCC3", "ETV6", "NOL4L", + "JUP", "ZNF184", "SGO2", "DNAJC17", "SNX27", "FNIP2", "FAM174A", + "HNRNPLL", "SNHG12", "DMTF1", "HCFC2", "TDRD7", "ZNF12", + "COPA", "LINC02361", "LINC02158", "AC078846.1", "TMED3", + "PVT1", "STX6", "LAMP2", "TMLHE", "NFU1", "ACAT1", "ALDH5A1", + "IWS1", "MED13L", "TPI1", "MT-CO1", "TTF1", "LINC01588", + "HEG1", "SCAI", "NPDC1", "AASDHPPT", "DOCK11", "NHSL2", "CNOT6L", + "RIC3", "MNT", "UMPS", "CTNND1", "TM9SF2", "EVL", "HDDC2", + "SENP2", "CHAF1A", "CTNS", "ZNF358", "DAP", "CC2D1B", "CEP192", + "SIDT2", "DIAPH1", "ADAM19", "ZNF263", "HSBP1L1", "KIAA0100", + "TREML4", "C17orf97", "ZNF296", "PLD2", "ZNF555", "OSBPL7", + "CDKN2AIP", "MAPK8", "PIK3CD", "IFNAR1", "BNIP3L", "XPOT", + "CHID1", "TRAF5", "RYBP", "CALM2", "GOLGA7", "PMS1", "BNIP3", + "MSMO1", "AUP1", "PTK2B", "SNTB2", "ACADVL", "IFIT5", "AC005329.2", + "SRXN1", "AC079907.1", "AC017100.1", "AC087392.3", "KLHL32", + "GNE", "GUSB", "MCMBP", "ATL3", "PLCXD1", "AQP3", "MRPS9", + "NDUFB1", "ATP10D", "DSTYK", "DCLK2", "LINC02413", "FOXJ1", + "EXO1", "AL590428.1", "FAM81A", "SUSD2", "COLCA1", "AKAP3", + "ZNF781", "AC078881.1", "COL8A1", "ZFHX2", "PEAR1", "RIMKLA", "AL645504.1", "AP000704.1", "AC008429.1", "EGFL8", "AC009950.1", "CIART", "RUNDC3A", "PTGER3", "LY6K", "AC021483.2", "CCDC163", - "GGN", "LNX1", "PDZD2", "CYP2E1", "CR936218.1", "AC069277.1", - "C8orf34", "LINC01876", "EDAR", "KCNA5", "AL136295.2", "VEPH1", - "AP002518.1", "CHI3L1", "LINC00563", "AL449106.1", "ERICH6", + "GGN", "LNX1", "ABLIM3", "PDZD2", "CYP2E1", "AC069277.1", + "C8orf34", "AC022167.2", "LINC01876", "EDAR", "KCNA5", "AL136295.2", + "VEPH1", "AP002518.1", "CHI3L1", "AL449106.1", "ERICH6", "KL", "BPIFB1", "THRSP", "SMIM35", "AL162742.1", "CDO1", - "LINC01686", "PLSCR2", "SLCO5A1", "TEX29", "IGHV1-2", "OR52I1", - "AC112721.2", "LINC01978", "Z99127.1", "AC027306.1", "AL135744.1", - "SPIRE2", "TPO", "AC023825.2", "CACNA1C", "AL136309.2", "RBFOX2", - "GDA", "AL391095.3", "AC027338.1", "FRG1-DT", "NRG2", "STBD1", - "AC022167.1", "CA3", "LINC02569", "AC087672.2", "AOC2", "AC022148.2", - "AC069503.1", "AC091488.1", "TRIP13", "IZUMO2", "CDHR5", - "RET", "GLYATL1B", "AL391335.1", "CITED1", "ATP12A", "AC023154.1", - "LINC01833", "FAM72C", "SPATA21", "NEFL", "AP002360.3", "AC091057.4", - "AC092620.3", "AC002464.1", "CRYGD", "EMX2OS", "TRGVB", "C2CD6", - "AP000911.1", "AC244197.2", "OR52N5", "TRPM3", "AC069029.1", - "AC099062.1", "FBXO27", "ADGRA3", "RIMS3", "CLNK", "AL121992.1", - "AL021807.1", "LHFPL6", "AL157402.2", "TMEM119", "ST8SIA1", + "LINC01686", "PLSCR2", "TEX29", "IGHV1-2", "OR52I1", "AC112721.2", + "LINC01978", "Z99127.1", "AC027306.1", "AL135744.1", "SPIRE2", + "AC025430.1", "AC023825.2", "CACNA1C", "RBFOX2", "GDA", "AL391095.3", + "AC027338.1", "FRG1-DT", "NRG2", "STBD1", "AC022167.1", "CA3", + "LINC02569", "AC087672.2", "AOC2", "AC022148.2", "AC069503.1", + "AC091488.1", "TRIP13", "IZUMO2", "CDHR5", "RET", "GLYATL1B", + "AL391335.1", "CITED1", "ATP12A", "AC023154.1", "LINC01833", + "FAM72C", "SPATA21", "AP002360.3", "AC091057.4", "AC092620.3", + "AC002464.1", "CRYGD", "EMX2OS", "TRGVB", "C2CD6", "AP000911.1", + "AC244197.2", "FAM227A", "OR52N5", "TRPM3", "AC069029.1", + "AC099062.1", "AFAP1", "FBXO27", "ADGRA3", "RIMS3", "CLNK", + "AL121992.1", "AL021807.1", "AL157402.2", "TMEM119", "ST8SIA1", "FIGNL2", "COL11A2", "CFAP74", "AC104078.1", "AC005614.1", "MALINC1", "PRSS40A", "ADAMTS5", "AL133406.3", "AC105942.1", "ISL2", "ADAM23", "AC010240.3", "AC112503.2", "C1QTNF9", "PRSS36", "GNAO1", "AL162311.3", "RNASEH2B-AS1", "ZBTB12", - "AD001527.1", "TRAF5", "ATL3", "ADAM19", "NDRG3", "LINC01588", - "HEG1", "SCAI", "RNF13", "UMPS", "NDUFB1", "BCL9L", "AASDHPPT", - "C17orf97", "TMLHE", "AQP3", "ACADVL", "CTNND1", "DAP", "CLASP1", - "AC118549.1", "GUSB", "ZNF280D", "SIDT2", "CARHSP1", "MRPS9", - "KIAA0100", "PHAX", "DSTYK", "CHKA", "TADA2A", "FAM131A", - "BCORL1", "AC137932.3", "CEP170", "LDLRAP1", "MSMO1", "CALM2", - "RAB35", "ARHGAP24", "MAP3K12", "CC2D1B", "NELFB", "ZNF555", - "VSIG1", "RGL1", "HDDC2", "RYBP", "AASDH", "MNT", "GOLGA7", - "BIN2", "TMED5", "UBE2E2", "FAM160A2", "MFGE8", "ELAC1", - "SDC4", "MAPK8", "NPDC1", "NUMA1", "AL035587.1", "BBS7", - "ZCCHC24", "IPO11", "POLR3B", "LARP7", "POGK", "THOC2", "PTCD2", - "HPS6", "SOGA1", "DPM1", "TAOK3", "MOSPD2", "PSMB5", "CCDC88B", - "GSTM4", "METAP1", "U2AF1L5", "PMS1", "MALSU1", "ATP6V0E1", - "SIRT7", "FLOT1", "ATF7", "BNIP3", "ZNF76", "SLC35E2A", "IRF2BP1", - "MCMBP", "ERGIC2", "FBXO11", "PTK2B", "E2F6", "GALC", "CELF1", - "STX4", "AL645728.1", "DPP8", "BABAM1", "NPIPB5", "DYM", - "PLCXD1", "KDM1A", "YAF2", "TOR1AIP2", "PSTPIP1", "AGAP3", - "LAPTM5", "ENTPD4", "TPRA1", "STK11IP", "LZTR1", "GPD2", - "SOX12", "TNFSF13", "ME2", "SMAD2", "AP2A1", "KAT6B", "FUBP3", - "STXBP3", "C18orf21", "TFAM", "AL392172.1", "TYSND1", "GGPS1", - "RCE1", "WLS", "LRRC45", "ZNF354B", "AKAP13", "TMEM126B", - "AC022098.1", "LINC00513", "NPRL3", "EZH1", "TMEM219", "MBTPS1", - "STRADA", "TMEM192", "C21orf91", "MANEA", "USP37", "RPP30", - "NME6", "ILK", "SPATA13", "C17orf80", "TGIF1", "TIMM23B", - "AC004067.1", "FAM83D", "PCOLCE", "GPC1", "AC131009.2", "AKAP3", - "PODNL1", "AL132821.1", "PTPN13", "AC023389.1", "ABLIM3", + "AD001527.1", "MACROD2", "NUP160", "CLASP1", "PSTPIP1", "TMEM126B", + "BCL9L", "ERGIC2", "TADA2A", "AC137932.3", "PLCB2", "PHAX", + "RNF13", "RAB35", "CHKA", "ZNF280D", "THEMIS", "AASDH", "TLK1", + "CEP170", "ATF7", "TFAM", "E2F6", "SIRT7", "FAM160A2", "PSMB5", + "POGK", "NPRL3", "ENTPD4", "PIAS3", "NUMA1", "UBE2E2", "DYM", + "TMED5", "ILK", "AGAP3", "CCDC88B", "TGIF1", "TIMM23B", "C21orf91", + "AC022098.1", "C17orf80", "STXBP3", "BABAM1", "METAP1", "TMEM87B", + "EZH1", "CARHSP1", "TOR1AIP2", "MFGE8", "FAM131A", "RGL1", + "VSIG1", "DPM1", "RNF8", "BIN2", "ATP6V0E1", "LDLRAP1", "FLOT1", + "AP2A1", "YAF2", "TCERG1", "FBXO11", "AC118549.1", "NELFB", + "ME2", "LINC00513", "LARP7", "ELAC1", "SDC4", "POLR3B", "SOGA1", + "MALSU1", "KAT6B", "LAPTM5", "KDM1A", "MAP3K12", "AKAP13", + "ZCCHC24", "XPR1", "THOC2", "NPIPB5", "SMIM37", "BBS7", "ZNF76", + "AL035587.1", "PTCD2", "HPS6", "SPATA13", "CELF1", "ARHGAP24", + "ECHDC2", "TMEM192", "MOSPD2", "QARS", "C18orf21", "SNX29", + "SMAD2", "AP5Z1", "MXD3", "AL645728.1", "GSTM4", "IRF2BP1", + "RBBP5", "MT1X", "AC004067.1", "AC007881.3", "FAM83D", "PCOLCE", + "GPC1", "AC131009.2", "PODNL1", "AL132821.1", "PTPN13", "AC023389.1", "AC009961.1", "ZNF793-AS1", "AL672277.1", "ITIH5", "AC004982.1", - "AC022167.2", "AC107982.3", "MIR99AHG", "FRS3", "MYRF", "CCNE1", - "AL354710.2", "SLC5A9", "TRBV5-4", "AC103724.3", "ZNF385D", - "CARD14", "MYLK3", "OR52K2", "AL691403.2", "ARMH4", "AC004494.1", - "PPM1H", "AC104472.3", "MGP", "KRT86", "PDCD1", "SULT1C2", - "AL512353.1", "AL512306.2", "LINC01567", "LINC01134", "MYT1", - "FRRS1L", "ADORA2B", "FSIP1", "PLEKHH2", "KTN1-AS1", "FAM227A", - "AFAP1", "AL583810.1", "TAPT1-AS1", "ST20-MTHFS", "DCBLD2", - "C20orf204", "BICD1", "CRAT", "ERLIN1", "RHOBTB2", "POFUT1", - "FUNDC1", "NTAN1", "FBXO21", "DEF8", "TMEM91", "ARPC4", "SMIM37", - "TMEM8A", "ACTR3B", "KCNAB3", "DYNC2H1", "NOXA1", "S1PR2", - "MSRB3", "AL136115.2", "LINC00265", "ZNF574", "RAB11FIP5", - "CDC42EP1", "PAN3-AS1", "FMO4", "LINC01013", "KLHDC1", "HSD17B1", - "RNF8", "AC001226.2", "LIPE", "INSL3", "AC093525.4", "ZBTB20-AS2", - "EFEMP2", "EMILIN1", "FKBP7", "FAM110B", "PTPRK", "B3GALT2", - "LYSMD4", "ZNF257", "AC111182.1", "AC246785.3", "AIFM3", - "FAM24B", "SEPT7-AS1", "AC006547.3", "AP001636.3", "AC026471.2", - "ZNF250", "N6AMT1", "KLHL11", "NAT1", "GPR135", "FILIP1L", - "MBLAC2", "AC093249.6", "ALDH7A1", "LINC00996", "TMOD1", - "KIFC2", "POMZP3", "ANO9", "TOLLIP-AS1", "MPHOSPH10", "AP1G2", - "PIGX", "TEP1", "PHF14", "S100PBP", "DNMT3A", "PHPT1", "PRR12", - "WDSUB1", "TCERG1", "MYCBP", "ECHDC2", "SUSD6", "ANKLE2", - "FGD5-AS1", "USP10", "AP5Z1", "NRM", "TPCN2", "C1orf174", - "ZNF274", "SMARCAD1", "HADHA", "SNX29", "CCDC66", "MSH3", - "ZNF800", "QARS", "PHYH", "TLE1", "PDZD11", "AC007881.3", - "PNMA5", "SCGB3A1", "AC090527.3", "LRP11", "CAPN10-DT", "CABYR", - "JADE3", "PLEKHA7", "LSM11", "LRAT", "AC008915.2", "ZNF596", - "MADCAM1", "AMOTL1", "C1orf54", "SCN1B", "AC114956.1", "LAMB2", + "AC107982.3", "MIR99AHG", "FRS3", "PLEKHA7", "MYRF", "TRIM46", + "CCNE1", "AL354710.2", "SLC5A9", "TRBV5-4", "AC103724.3", + "ZNF385D", "CARD14", "MYLK3", "OR52K2", "AL691403.2", "ARMH4", + "AC004494.1", "PPM1H", "AC104472.3", "MGP", "KRT86", "PDCD1", + "SULT1C2", "AL512353.1", "AL512306.2", "LINC01567", "LINC01134", + "MYT1", "FRRS1L", "ADORA2B", "FSIP1", "PLEKHH2", "KTN1-AS1", + "AL583810.1", "TAPT1-AS1", "ST20-MTHFS", "DCBLD2", "C20orf204", + "GALC", "DPP8", "STK11IP", "SOX12", "SLC35E2A", "SLC41A3", + "GPD2", "FUBP3", "AC001226.2", "INSL3", "NOXA1", "ZBTB20-AS2", + "EMILIN1", "PTPRK", "ZNF574", "B3GALT2", "LYSMD4", "ZNF257", + "AC111182.1", "PAN3-AS1", "AC246785.3", "AIFM3", "FAM24B", + "LINC02446", "AC006547.3", "AC026471.2", "MSH3", "LIPE", + "PNMA5", "SCGB3A1", "AC090527.3", "LRP11", "AC093525.4", + "CAPN10-DT", "CABYR", "JADE3", "EFEMP2", "FKBP7", "LSM11", + "IL12RB2", "LRAT", "AC008915.2", "ZNF596", "FAM110B", "MADCAM1", + "AMOTL1", "C1orf54", "SCN1B", "AC114956.1", "LPP-AS2", "LAMB2", "KAZALD1", "SNHG4", "LHFPL4", "LINC00968", "AC005034.3", - "MORN4", "LINC02446", "COPZ2", "SLC6A12", "KCNJ14", "NGDN", - "C4orf33", "SNTB1", "UBL4A", "XPR1", "TMEM59", "TARS", "DCBLD1", - "FAM229B", "FRRS1", "AC099778.1", "AC110615.1", "SPACA9", - "AL049840.1", "ZRANB3", "MIPOL1", "HIST2H2AB", "JAG1", "CRYZ", - "CBFB", "CMAS", "COPS7B", "FAHD2A", "SMG9", "MRM2", "PITPNM1", - "PDPK1", "RBBP5", "MT1X", "SDR39U1", "RC3H1", "UBE4B", "SNRNP35", - "HSPA8", "SHPRH", "ZNHIT3", "GAB3", "FBXL3", "CYREN", "ZNF880", - "WDR18", "CHERP", "VPS26A", "NSUN5", "PABPN1", "STK38L", - "ATP5F1C", "MAD1L1", "ECHS1", "CFAP298", "SDR42E2", "PSMB7", - "TCTN1", "POLA2", "ZNF66", "TTC24", "AL078459.1", "EPHB2", - "MED23", "TRAF3", "EXOSC10", "RPF1", "HNRNPH2", "RBM43", - "MAP1LC3B", "DUSP12", "TENT4A", "SRSF2", "MSL2", "RBX1", - "SLC3A2", "KATNBL1", "EEF2KMT", "MICALL1", "WASL", "TRUB1", - "ZNF7", "RBM4B", "ALKBH1", "CAPS", "PSMC3IP", "AL391069.3", - "NDC80", "EHD3", "ZNF841", "HMGA1P4", "WRAP53", "SLC16A1-AS1", - "SDF4", "SNAPC4", "ZBP1", "ZFAND1", "CRK", "POLE3", "TBCB", - "DNAJC27-AS1", "PGBD2", "RHBDD3", "MOSPD1", "HGH1", "SREBF1", - "RBFA", "ECHDC1", "POLR3D", "PLEKHJ1", "OXR1", "HECTD4", - "SMURF1", "HIC2", "HAX1", "SHMT2", "MRPL58", "BTBD3", "ZNF519", - "TCFL5", "GNPDA2", "ERMARD", "AC022706.1", "ZFP1", "AFG3L2", - "ARRDC1", "PQLC1", "SUSD1", "GON4L", "OSER1-DT", "NOTCH4", - "MFSD3", "URB2", "NUDT8", "NUDT12", "PDCD2L", "YARS2", "PKD1", - "FLCN", "FAM189B", "ATP5PB", "RCL1", "SNX24", "GEMIN8", "MIF4GD", - "TMEM218", "B3GAT2", "C2CD2", "VWA5A", "FADD", "WDR91", "FIGNL1", - "CCDC34", "RASGRP2", "CIR1", "TSR2", "CERNA1", "NADK2", "PRMT3", - "PAXBP1-AS1", "CXorf40B", "CTTNBP2NL", "LINC00957", "MFSD2A", - "DNAH1", "GSDMB", "RAB39A", "AC027307.3", "NDUFAF8", "PLGRKT", - "WASHC2C", "NME3", "TGFBR2", "SLU7", "SSR4", "SMG6", "NHLRC3", - "LIG3", "IGSF8", "DDX28", "ANKHD1", "MBIP", "CDADC1", "ABCD3", - "GGA1", "BANF1", "TAF1D", "TIMM10B", "VAPB", "LINC00623", - "ATL2", "AARS", "CYB5A", "TOP3A", "LINC01215", "CPSF3", "CHD2", - "CCDC25", "NFYC", "RNF114", "C12orf29", "ZNF138", "AL118516.1", - "CD37", "UCKL1", "GLOD4", "MIGA1", "FIBP", "SUB1", "DIMT1", - "ICAM3", "ACBD3", "PPP4R3B", "UBE2E1", "DUS1L", "SGPL1", - "EFL1", "PIGC", "SMARCA5", "GIT1", "PAFAH1B1", "RNF5", "FBXO34", - "ZNF639", "PSMC5", "TARSL2", "CHCHD2", "PSMA3", "ATRX", "TRIM28", - "SNRPB", "ZNRD1", "POLR1D", "SEC11C", "BCL7C", "FGD3", "EIF2S3", - "TRAF3IP3", "RPS25", "C8orf59", "OST4", "FXYD5", "RPL13A", - 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FALSE, TRUE, FALSE, TRUE, FALSE, FALSE, TRUE, TRUE, FALSE, - TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, - TRUE, FALSE, TRUE, FALSE, TRUE, FALSE, TRUE, FALSE, TRUE, - TRUE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, FALSE, FALSE, - FALSE, TRUE, FALSE, FALSE, FALSE, TRUE, TRUE, FALSE, - TRUE, FALSE, TRUE, TRUE, FALSE, TRUE, TRUE, FALSE, FALSE, - TRUE, FALSE, TRUE, FALSE, TRUE, FALSE, FALSE, FALSE, - TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, FALSE, FALSE, TRUE, - FALSE, FALSE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, FALSE, - FALSE, TRUE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, - TRUE, TRUE, FALSE, TRUE, TRUE, FALSE, FALSE, FALSE, FALSE, - TRUE, TRUE, FALSE, TRUE, FALSE, FALSE, FALSE, FALSE, - TRUE, TRUE, FALSE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, - FALSE, FALSE, TRUE, TRUE, FALSE, TRUE, TRUE, TRUE, FALSE, - FALSE, TRUE, FALSE, TRUE, FALSE, TRUE, FALSE, TRUE, FALSE, - TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, TRUE, - TRUE, FALSE, TRUE, FALSE, TRUE, FALSE, FALSE, FALSE, - FALSE, TRUE, FALSE, TRUE, FALSE, TRUE, FALSE, FALSE, - FALSE, TRUE, TRUE, FALSE, FALSE, TRUE, TRUE, FALSE, TRUE, - TRUE, TRUE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, - FALSE, FALSE, FALSE, TRUE, FALSE, FALSE, FALSE, FALSE, + "LINC01013", "MORN4", "SEPT7-AS1", "COPZ2", "SLC6A12", "AP001636.3", + "KCNJ14", "MBTPS1", "TNFSF13", "CHERP", "DEF8", "TEP1", "AP1G2", + "TARS", "AL392172.1", "GGPS1", "TPRA1", "RCE1", "WLS", "ZNF354B", + "NSUN5", "NME6", "MPHOSPH10", "TYSND1", "BICD1", "MANEA", + "LRRC45", "USP37", "TMEM219", "PHPT1", "ERLIN1", "RHOBTB2", + "POFUT1", "CRAT", "STRADA", "FBXO21", "NRM", "ARPC4", "UBL4A", + "WDR18", "ACTR3B", "KCNAB3", "DYNC2H1", "GPR135", "S1PR2", + "FILIP1L", "MSRB3", "AL136115.2", "LINC00265", "RAB11FIP5", + "TMOD1", "CDC42EP1", "TSPAN18", "FMO4", "ANO9", "KLHDC1", + "HSD17B1", "STX4", "CCDC66", "SHPRH", "ANKLE2", "NGDN", "PIGX", + "TPCN2", "PKD1", "U2AF1L5", "PDZD11", "COPS7B", "PRR12", + "WDSUB1", "TMEM91", "ZNHIT3", "FAHD2A", "ZNF880", "CYREN", + "USP10", "CAPS", "NAT1", "FAM229B", "FRRS1", "MBLAC2", "AC093249.6", + "ALDH7A1", "LINC00996", "KIFC2", "POMZP3", "SPACA9", "MIPOL1", + "CRYZ", "TOLLIP-AS1", "UNC50", "C1orf174", "ZNF274", "NTAN1", + "TENT4A", "CRK", "HADHA", "TTC33", "SUSD6", "TMEM8A", "SMARCAD1", + "PDPK1", "FBXL3", "SREBF1", "MAD1L1", "DNMT3A", "RPF1", "SNRNP35", + "RC3H1", "TAOK3", "KATNBL1", "SDR42E2", "PHYH", "RPP30", + "PHF14", "MYCBP", "ECHS1", "FGD5-AS1", "TMEM59", "C4orf33", + "MRM2", "SNTB1", "RBFA", "CMAS", "UBE4B", "CBFB", "MAP1LC3B", + "DCBLD1", "ZNF250", "N6AMT1", "KLHL11", "AC099778.1", "AC110615.1", + "AL049840.1", "ZRANB3", "HIST2H2AB", "DUSP12", "ZNF800", + "PABPN1", "GAB3", "GON4L", "ATP5F1C", "SUSD1", "HNRNPH2", + "CFAP298", "ATP5PB", "SDR39U1", "STK38L", "LIG3", "SRSF2", + "ARRDC1", "TCTN1", "POLA2", "BCORL1", "ZNF66", "PSMC3IP", + "TTC24", "AL078459.1", "NDC80", "EPHB2", "JAG1", "ZNF841", + "MED23", "PITPNM1", "PLGRKT", "IGSF8", "VPS26A", "HECTD4", + "AFG3L2", "NHLRC3", "ECHDC1", "CNST", "PLEKHJ1", "TLE1", + "TRAF3", "EXOSC10", "NFYC", "ABCD3", "DDX28", "CDADC1", "TBCB", + "CCDC25", "MRPL58", "OXR1", "OSER1-DT", "GEMIN4", "AL391069.3", + "EHD3", "HMGA1P4", "PDCD10", "POLE3", "PSMB7", "MBIP", "SSR4", + "LINC00623", "SDF4", "AARS", "C12orf29", "NME3", "HAX1", + "TOP3A", "SMG9", "SLC3A2", "POLR3D", "GGA1", "CIR1", "DIMT1", + "UCKL1", "ZNF138", "DUS1L", "TMEM218", "TIMM10B", "ANKHD1", + "PQLC1", "NDUFAF8", "YARS2", "FLCN", "FAM189B", "NOTCH4", + "MFSD3", "URB2", "GSDMB", "NUDT8", "NUDT12", "AC027307.3", + "PDCD2L", "B3GAT2", "HIC2", "WASHC2C", "TSR2", "SLC16A1-AS1", + "SMURF1", "ZBP1", "SUB1", "HSPA8", "MICALL1", "SNAPC4", "ZFAND1", + "ATL2", "EFL1", "SLU7", "EEF2KMT", "LZTR1", "WASL", "WRAP53", + "TRUB1", "ZNF7", "SGPL1", "CERNA1", "PRMT3", "PAXBP1-AS1", + "CXorf40B", "DNAH1", "LINC00957", "RAB39A", "RBM4B", "MOSPD1", + "S100PBP", "ALKBH1", "DNAJC27-AS1", "ZNF519", "RHBDD3", "TCFL5", + "GNPDA2", "CYB5A", "NADK2", "CTTNBP2NL", "VWA5A", "MFSD2A", + "WDR91", "FIGNL1", "AC022706.1", "CCDC34", "SNX24", "PGBD2", + "BTBD3", "ZFP1", "MSL2", "MIF4GD", "RCL1", "C2CD2", "GEMIN8", + "IPO11", "FADD", "HGH1", "ERMARD", "SMG6", "MIGA1", "TAF1D", + "TGFBR2", "RBM43", "FIBP", "CPSF3", "SHMT2", "CD37", "LINC01215", + "AL118516.1", "UBE2E1", "RNF114", "GLOD4", "PIGC", "ACBD3", + "BANF1", "ICAM3", "TARSL2", "VAPB", "FBXO34", "GIT1", "RBX1", + "RASGRP2", "PPP4R3B", "PAFAH1B1", "RNF5", "CHCHD2", "TRIM28", + "ZNRD1", "CHD2", "ZNF639", "SMARCA5", "PSMA3", "ATRX", "BCL7C", + "POLR1D", "PSMC5", "FGD3", "SEC11C", "SNRPB", "EIF2S3", "TRAF3IP3", + "OST4", "RPS25", "C8orf59", "FXYD5", "SMCHD1", "RPL13A", + "DDX5", "EIF3K", "RPL24", "EDF1", "SF1"), meta.features = structure(list( + vst.mean = c(0.018835616438356163, 0, 0, 0, 0, 0.023972602739726026, + 0.0017123287671232876, 0, 0, 0.0068493150684931503, 0, + 0, 0, 0, 0.085616438356164379, 0, 0.090753424657534248, + 0, 0, 1.1215753424657535, 0.053082191780821915, 0, 0.0017123287671232876, + 0.0085616438356164379, 0.0034246575342465752, 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FALSE, FALSE, TRUE, + TRUE, FALSE, TRUE, FALSE, FALSE, TRUE, TRUE, TRUE, FALSE, + TRUE, TRUE, TRUE, FALSE, FALSE, TRUE, TRUE, TRUE, FALSE, + FALSE, FALSE, TRUE, TRUE, TRUE, FALSE, TRUE, FALSE, TRUE, + FALSE, FALSE, FALSE, TRUE, FALSE, TRUE, TRUE, FALSE, + FALSE, TRUE, FALSE, FALSE, FALSE, FALSE, TRUE, FALSE, + TRUE, FALSE, FALSE, FALSE, TRUE, TRUE, TRUE, TRUE, FALSE, + TRUE, TRUE, FALSE, TRUE, TRUE, FALSE, TRUE, FALSE, FALSE, + FALSE, FALSE, FALSE, FALSE, FALSE, TRUE, FALSE, FALSE, + FALSE, TRUE, TRUE, TRUE, TRUE, FALSE, FALSE, FALSE, FALSE, + TRUE, FALSE, TRUE, TRUE, FALSE, FALSE, FALSE, TRUE, FALSE, + FALSE, TRUE, TRUE, FALSE, FALSE, FALSE, FALSE, FALSE, + FALSE, FALSE, TRUE, TRUE, FALSE, TRUE, FALSE, FALSE, + FALSE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, FALSE, FALSE, + FALSE, FALSE, FALSE, FALSE, FALSE, TRUE, TRUE, FALSE, + TRUE, FALSE, FALSE, FALSE, TRUE, TRUE, FALSE, FALSE, + FALSE, TRUE, FALSE, FALSE, FALSE, TRUE, TRUE, TRUE, TRUE, + TRUE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, + FALSE, FALSE, TRUE, TRUE, TRUE, FALSE, TRUE, TRUE, FALSE, + TRUE, TRUE, FALSE, FALSE, TRUE, FALSE, TRUE, FALSE, TRUE, + TRUE, FALSE, TRUE, TRUE, FALSE, FALSE, TRUE, FALSE, TRUE, + TRUE, TRUE, TRUE, FALSE, FALSE, FALSE, TRUE, FALSE, TRUE, + TRUE, TRUE, FALSE, FALSE, FALSE, TRUE, FALSE, TRUE, FALSE, TRUE, TRUE, FALSE, FALSE, FALSE, TRUE, FALSE, TRUE, FALSE, FALSE, TRUE, TRUE, TRUE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, TRUE, TRUE, FALSE, FALSE, @@ -236036,29 +224665,27 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "ACCGTTCGTGGTCAAG-1", "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", "CATGCTCTCTCTCGCA-1", "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", "GACTCTCAGATACATG-1", "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", - "AGTTCCCCATACACCA-1", "TTACCGCCAACCCGCA-1", "GACTCAAAGAAGTCCG-1", - "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", "AACGAAAAGGAACGAA-1", - "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", "GGGAGATCAGTTCACA-1", - "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", "AGAACCTGTTATTCTC-1", - "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", "GGACGTCCACTGCTTC-1", - "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", - "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", - "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", - "ATCACAGTCAGCTTGA-1", "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", - "AGGTTACAGGATTTCC-1", "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", - "CAGTTCCTCTCAACCC-1", "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", - "AGGTTACGTTGACTAC-1", "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", - "ACAAAGAGTTAGGCCC-1", "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", - "CTACAGACACATACTG-1", "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", - "TGTCCACAGGCATCTT-1", "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", - "GTTCTATTCCCTCGTA-1", "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", - "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", - "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", - "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", - "TTGCCTGCAGATCCTA-1", "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", - "CCGGTGATCCTACCGT-1", "TCCACCACAAAGGCGT-1", "CTTCAATAGGGCCTCT-1", - "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", "CGATGCGCATCTGTTT-1", - "CACTGGGCAACCAACT-1", "ATCGTGATCAGCGTCG-1", "TTCCAATTCACTACTT-1", + "TTACCGCCAACCCGCA-1", "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", + "ATCAGGTAGACTAAGT-1", "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", + "TCGTGGGTCGTGTCAA-1", "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", + "CATCAAGTCAAAGGTA-1", "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", + "CGAGAAGTCAGACCGC-1", "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", + "AAACGCTTCTGAGATC-1", "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", + "CCGATGGGTATGTGTC-1", "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", + "CATCCCACACGACGTC-1", "ATCACAGTCAGCTTGA-1", "CACTTCGGTGCGACAA-1", + "CGAGTGCTCTTTGCAT-1", "AGGTTACAGGATTTCC-1", "GGGAGTAAGTAGTCCT-1", + "AGGTTGTAGAACTGAT-1", "CAGTTCCTCTCAACCC-1", "TAGTGCAGTATTAAGG-1", + "AGAGCCCAGTACTGTC-1", "AGGTTACGTTGACTAC-1", "TCCTAATGTCGAACAG-1", + "CACCGTTTCTTAGTTC-1", "ACAAAGAGTTAGGCCC-1", "AACCAACCACGACAAG-1", + "AGAAATGTCGCCGTGA-1", "CTACAGACACATACTG-1", "AGAAGCGAGTGGCAGT-1", + "CGTGCTTCATTGCTGA-1", "TGTCCACAGGCATCTT-1", "GTGCAGCAGCCTGAAG-1", + "TGTTTGTGTTCTTCAT-1", "GTTCTATTCCCTCGTA-1", "CACTGGGTCTTCGTAT-1", + "GGAACCCGTCACTTCC-1", "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", + "CACGTGGGTTGGAGGT-1", "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", + "AAGACAACATCAACCA-1", "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", + "CCGGTGAGTTGTTGAC-1", "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", + "CCGGTGATCCTACCGT-1", "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", + "AGCGCCACATAGTCGT-1", "CGATGCGCATCTGTTT-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", "TCACACCAGCAGCCCT-1", "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", "TCGGGACGTAACATGA-1", "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", @@ -236066,38 +224693,36 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "GTAAGTCCACGAGAAC-1", "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", "AGTAACCTCATGAGGG-1", "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", "TCATGTTGTCATACCA-1", "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", - "GCTTGGGAGCCAAGTG-1", "CCGGACAGTCGTGGAA-1", "ACCACAAGTCAGGTGA-1", - "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", "TCCATCGAGTATAACG-1", - "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", "GCTTTCGGTAACGGTG-1", - "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", "AACAGGGTCACCCTCA-1", - "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", "AGTCTCCCACCTCAGG-1", - "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", "ACACAGTTCCACCTGT-1", - "CAAGGGACAGAGCGTA-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", - "AGTAACCGTAGACACG-1", "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", + "GCTTGGGAGCCAAGTG-1", "CCGGACAGTCGTGGAA-1", "GTGAGCCCATGGGAAC-1", + "TCGTAGAGTGAGTCAG-1", "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", + "GCCAACGAGCTGACTT-1", "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", + "AGACAAAGTGTCCTAA-1", "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", + "TGGCGTGTCAGACCCG-1", "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", + "TAGGGTTTCGTGCGAC-1", "ACACAGTTCCACCTGT-1", "ATCCTATCAAGACCTT-1", + "TTACCGCAGGTAGATT-1", "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", "CCTAACCTCTGCCCTA-1", "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", - "TCAAGTGAGGATAATC-1", "TACGGGCGTTATAGCC-1", "CAGCAGCCAAGCAATA-1", - "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", "TTCACGCGTTGGACCC-1", - "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", "TGGGAGAGTTGTCTAG-1", - "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", "CTCATGCTCCACGGGT-1", - "AGAAGTATCGAGTCCG-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", - "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", - "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", - "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", - "GGTGTCGTCCCATGGG-1", "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", - "TCGCACTCAATCGCCG-1", "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", - "ATGAGTCTCTTTGATC-1", "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", - "TACCGAAGTCCTGTCT-1", "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", - "TGGTTAGTCCGAGAAG-1", "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", - "CCTTTGGGTGATTCTG-1", "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", - "ACTGTGACATTCTTCA-1", "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", - "GAGGGTACAAACCACT-1", "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", - "GTAAGTCGTACCTAAC-1", "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", - "TATCTGTCATAACTCG-1", "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", - "TTCTGTACAACGCCCA-1", "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", - "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", - "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", - "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", - "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TGACAGTAGGCATGCA-1", + "TACGGGCGTTATAGCC-1", "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", + "CTACAGAGTCGCCACA-1", "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", + "GTGTGATAGCCTGTGC-1", "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", + "TGCTCGTCACGGATCC-1", "CTCATGCTCCACGGGT-1", "TACGTCCTCCTTGACC-1", + "ATCCATTCAAATGATG-1", "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", + "CCCTAACTCCGCGGAT-1", "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", + "AATGCCATCTTGAACG-1", "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", + "GTCACGGTCATCTATC-1", "GGTGTCGTCCCATGGG-1", "AGTAGTCGTATCCCTC-1", + "TCGACGGGTGCATCTA-1", "TCGCACTCAATCGCCG-1", "GTTTGGATCATACAGC-1", + "CCTCTCCAGCGTGTTT-1", "ATGAGTCTCTTTGATC-1", "ATTCTACGTGTCCAAT-1", + "CCACACTAGTCAGCGA-1", "TACCGAAGTCCTGTCT-1", "CTCACTGGTAGACAAT-1", + "CACGTGGTCTTCGTGC-1", "TGGTTAGTCCGAGAAG-1", "CTACAGAGTACTCGCG-1", + "ACCCTCAGTCCTCCTA-1", "CCTTTGGGTGATTCTG-1", "AATCGACGTGATACCT-1", + "GTGCTTCAGCGTGCTC-1", "ACTGTGACATTCTTCA-1", "GGGACCTCAGAGTGTG-1", + "CAGGTATAGCTGCGAA-1", "GAGGGTACAAACCACT-1", "GATTGGTGTACGATGG-1", + "ATGCGATTCTGTCGTC-1", "GTAAGTCGTACCTAAC-1", "GACTCAAAGGGAACAA-1", + "TTACGCCGTCGTACAT-1", "TATCTGTCATAACTCG-1", "AGCTTCCAGCAAATCA-1", + "GAGTTGTCACAGTATC-1", "TTCTGTACAACGCCCA-1", "CTTCCGAAGGTCCCGT-1", + "AGATCGTCACCCTTAC-1", "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", + "TGATTCTCAGTAGAGC-1", "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", + "ATACCTTTCCTAGAGT-1", "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", + "AACCACAAGTTGAAGT-1", "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TTCAATCCACTTCAGA-1", "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", "AGATCCAGTAACAGGC-1", "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", "TTCTGTAAGCCTTGAT-1", "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", @@ -236105,59 +224730,56 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CAGCCAGCATCGCCTT-1", "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", "TGAATCGGTGGTTCTA-1", "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", "GCACTAACATTGACAC-1", "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", - "AGATCGTCACTTACAG-1", "AGGGAGTGTTTACACG-1", "CAAGAGGAGGCAGGTT-1", - "GGTGGCTAGAAGCCTG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", - "GCAACATGTCCTACAA-1", "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", + "AGATCGTCACTTACAG-1", "AGGGAGTGTTTACACG-1", "TTTCGATCAACGAGGT-1", + "AATGACCTCAATCGGT-1", "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", "GTTTGGAGTTTCGACA-1", "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", "TAGATCGAGTTAGTAG-1", "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", "ATGACCATCCCGTTCA-1", "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", - "CAGCGTGGTACGATCT-1", "AGATGAACACACCTTC-1", "TGTTCCGTCTAGACAC-1", - "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", "ACGGGTCCAGTTGTCA-1", - "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", "TGAGGTTAGCGTCAAG-1", - "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", "GTCTTTAAGGTCGTAG-1", - "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", "TATTCCAGTTTGGAAA-1", - "TGGCGTGTCCTCTCGA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", - "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", - "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", - "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", - "TCTGCCATCTGTGCTC-1", "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", - "TAATTCCAGCACTTTG-1", "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", - "ACGGGTCAGCGACTGA-1", "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", - "TCAAGACAGCTTTGTG-1", "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", - "CTCCATGAGCCGGATA-1", "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", - "AACGGGAGTGCAATGG-1", "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", - "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", - "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", - "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", - "TGAATCGCACGCTGAC-1", "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", + "AGATGAACACACCTTC-1", "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", + "TGAGGAGCATGGAAGC-1", "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", + "GTGTAACCAGTAACCT-1", "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", + "AGTAACCGTATTTCCT-1", "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", + "AGAGAATTCTATCGCC-1", "TATTCCAGTTTGGAAA-1", "GATTCGAGTGCCGAAA-1", + "CTCAGGGTCGCTTTAT-1", "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", + "TACTTCAAGACGCCCT-1", "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", + "GCAGCCAGTACAACGG-1", "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", + "CCCTGATTCATGACAC-1", "TCTGCCATCTGTGCTC-1", "TTTCAGTCAGTCTCTC-1", + "GACACGCAGTTGCTGT-1", "TAATTCCAGCACTTTG-1", "TGTGAGTTCCTGTAAG-1", + "CACTGTCGTCGAACAG-1", "ACGGGTCAGCGACTGA-1", "GTGAGTTGTGGTCTAT-1", + "AATGACCTCAACCTCC-1", "TCAAGACAGCTTTGTG-1", "GGGAGATGTCTGTGAT-1", + "TCCGATCGTGGCCTCA-1", "CTCCATGAGCCGGATA-1", "CGGAACCTCCCTCAAC-1", + "TCAGGGCGTAATGTGA-1", "AACGGGAGTGCAATGG-1", "GATTCGAGTGGGAGAG-1", + "AGATCCAGTTAGGCTT-1", "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", + "ATGGGTTAGCCATTCA-1", "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", + "GACCCTTAGTCCCGAC-1", "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", + "GTGCAGCAGTGGCGAT-1", "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", "ATATCCTAGGGATCAC-1", "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", "ATCATTCTCACGTCCT-1", "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", "AGAAATGTCTGTAAGC-1", "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", "AACCTGATCACTGGTA-1", "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", - "AAGTTCGAGAGAACCC-1", "TCGACCTAGACGACTG-1", "AATGCCATCTTACCAT-1", - "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", "GCAGGCTCAAACTGCT-1", - "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", "ACATTTCAGCCGTAAG-1", - "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", "TTTCACATCTTCGGTC-1", - "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", "AATGACCCAGAGTCAG-1", - "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", "AATGGCTAGTCGTCTA-1", - "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", "TATCCTAAGGGAGGGT-1", - "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", "TCAGGGCCATCTAACG-1", - "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", "TGTTGAGCACCCTAGG-1", - "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", "TCACGCTCACCGGCTA-1", - "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", "AGTAACCGTATAGCTC-1", - "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", "CCTCAACCATGGCACC-1", - "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", "ATCGTCCCACATTCGA-1", - "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", "CAGTTCCAGAATCTAG-1", - "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", "CGTGATAAGAGTAACT-1", - "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", "GTACAACGTCTTCCGT-1", - "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", "TTTACGTAGCGATCGA-1", - "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", "TCCACGTCACCTCAGG-1", - "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", "TGGTGATTCTCCATAT-1", - "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", "ATTATCCCACGCAAAG-1", - "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", "TGTTCCGGTTGCCATA-1", - "TGTCAGAAGTTCGCAT-1", "TTCCTTCCATGACTAC-1", "GCGTGCATCTATACGG-1", - "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", - "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TGGATGTAGTTTGTCG-1", + "TCGACCTAGACGACTG-1", "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", + "CACGTTCTCGACCTAA-1", "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", + "CCCTTAGAGACGCATG-1", "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", + "TCTCTGGTCTTGCGCT-1", "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", + "TCTCAGCTCTTGATTC-1", "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", + "GTGTAACCATTAGGCT-1", "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", + "ACGGTTATCTGTGTGA-1", "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", + "CTCTCGACAGCTGTGC-1", "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", + "AAAGGGCTCTGTACAG-1", "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", + "TTTGGAGCAAAGCGTG-1", "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", + "GGGCTCATCATTGTTC-1", "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", + "GAGTTACTCCCGTTGT-1", "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", + "AGATGCTTCGTTGCCT-1", "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", + "CTACCTGCAATGTTGC-1", "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", + "TTCTTCCAGGACATCG-1", "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", + "GTGCTTCCAAATCGTC-1", "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", + "GTAATGCTCGTTTACT-1", "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", + "AGAGCAGTCTCCCATG-1", "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", + "CTTTCAAAGGATTCCT-1", "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", + "AGATCCAGTGACTAAA-1", "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", + "GTTCGCTAGTAATCCC-1", "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", + "GCGTGCATCTATACGG-1", "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", + "CGAGGCTTCGAACACT-1", "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TCAGGGCCACTTCATT-1", "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", "GTAATCGAGAATACAC-1", "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", "AGGACTTAGGGCTTCC-1", "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", @@ -236166,31 +224788,31 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TGACGCGAGCCTCTTC-1", "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", "ACCCTTGGTTACCGTA-1", "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", "CGCGTGAAGGCTTCCG-1", "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", - "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", - "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", - "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", - "ATCGGCGTCACAAGAA-1", "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", - "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", - "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", - "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", - "CTATCTAGTATGTGTC-1", "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", + "CACATGATCTATTCGT-1", "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", + "TTCCAATGTCCTCATC-1", "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", + "CATGCGGAGTCGGGAT-1", "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", + "AAAGTCCTCCTTCAGC-1", "ATCGGCGTCACAAGAA-1", "CTGGTCTGTGGTTTAC-1", + "ATCCCTGCAGATAAAC-1", "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", + "ACGGTCGTCTTAAGGC-1", "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", + "ACAGGGACAAGCTGTT-1", "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", + "AGGTTGTAGCCGAACA-1", "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", "CCTAACCGTGCCTACG-1", "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", "GAGGGTAGTGGTTTAC-1", "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", "ACCTGTCCAGGACTAG-1", "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", "CCGTTCACAACGGCTC-1", "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", "GCTACCTAGCCGAACA-1", "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", - "TCATTGTGTATACCTG-1", "GTTCATTAGTGGATTA-1", "GTGACGCAGGTCGTGA-1", - "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", "GACACGCCATGCCATA-1", - "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", "TAGACCACAGCAAGAC-1", - "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", "TTCAGGACAGGTAGTG-1", - "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", "ACCCTTGGTGTTCGAT-1", - "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", "TCGTCCACACCAGACC-1", - "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", "AATTCCTCAAGACCTT-1", - "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", - "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", - "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", - "GGATCTACACTTGACA-1", "CTCCAACGTGATTAGA-1", "CCCTGATTCTCATGGA-1", - "CACTGAATCTATGTGG-1", "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", + "GTTCATTAGTGGATTA-1", "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", + "CTTCTAACATCGTTCC-1", "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", + "GTAGCTACACCAGTTA-1", "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", + "AGCGCTGTCAGTCATG-1", "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", + "GTGAGTTAGCAAGCCA-1", "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", + "ACAGCCGGTGATGTAA-1", "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", + "ACTTATCCAATCGCCG-1", "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", + "CCAATTTCAGGCTTGC-1", "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", + "GTTCGCTAGGGACCAT-1", "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", + "CATCGCTTCAAATAGG-1", "GGATCTACACTTGACA-1", "TTCCGGTCAACACACT-1", + "CTCCAACGTGATTAGA-1", "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", + "TGCTTGCCATGTCAGT-1", "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", "TCCCATGCAGTCGGTC-1", "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", "AGGTTACTCCTAACAG-1", "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", "ATCCGTCTCAGCGGAA-1", "AATTCCTTCCCATAGA-1", "CTCTGGTGTAGATCGG-1", @@ -236216,10 +224838,9 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CCCTCTCAGAACTTCC-1", "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", "TCAGTGACAGGCTATT-1", "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", "CTTCTAACAGCTTCCT-1", "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", - "CGGAGAAGTCACCGCA-1", "GTGATGTCAAATGATG-1", "CACGTGGGTTAGTTCG-1", - "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", "CTTCCGAAGACTACCT-1", - "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", "GTACAGTTCACCTTGC-1", - "TCATACTAGGGCGAGA-1", "GCTTGGGTCTACCCAC-1", "TATCCTAGTGATACTC-1", + "CGGAGAAGTCACCGCA-1", "GTGATGTCAAATGATG-1", "GAAGGGTGTGAAGCTG-1", + "ATCACAGGTCTAGGCC-1", "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", + "AGCCAGCTCTACCAGA-1", "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", "GCACGTGGTGGTTTAC-1", "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", "GTTGTAGAGTAACCGG-1", "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", "GCGTTTCTCCACGAAT-1", "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", @@ -236227,12 +224848,12 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "AGCTCAAGTATGTCCA-1", "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", "GTAGGTTCACGGAAGT-1", "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", "TTTAGTCGTACAGCGA-1", "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", - "CAGTTCCGTCGTGTTA-1", "CGAGTTATCCCAATAG-1", "ACCGTTCTCGCTGTCT-1", - "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", - "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", - "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", - "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", - "TCGCTCAGTCTACACA-1", "GATCGTAGTCACTCGG-1", "TACCTCGTCGACCCAG-1", + "CAGTTCCGTCGTGTTA-1", "CGAGTTATCCCAATAG-1", "GTAGAAACAGACCTAT-1", + "ACCGTTCTCGCTGTCT-1", "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", + "GACCCTTCAATCTGCA-1", "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", + "CACATGAGTGAGACGT-1", "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", + "ATGACCAGTATGGAAT-1", "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", + "TTCCAATTCTGGCCGA-1", "TCGCTCAGTCTACACA-1", "TACCTCGTCGACCCAG-1", "TAGAGTCGTTGTTGAC-1", "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", "GACTGATTCAAGGAGC-1", "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", "GGTCACGAGTGAGCCA-1"), orig.ident = c("mock_experiment", @@ -236430,123 +225051,109 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "mock_experiment", "mock_experiment", "mock_experiment", "mock_experiment", "mock_experiment", "mock_experiment", "mock_experiment", "mock_experiment", "mock_experiment", - "mock_experiment", "mock_experiment", "mock_experiment", - "mock_experiment", "mock_experiment", "mock_experiment", - "mock_experiment", "mock_experiment", "mock_experiment", - "mock_experiment", "mock_experiment", "mock_experiment", - "mock_experiment", "mock_experiment", "mock_experiment", - "mock_experiment", "mock_experiment", "mock_experiment", - "mock_experiment", "mock_experiment", "mock_experiment", - "mock_experiment", "mock_experiment", "mock_experiment", "mock_experiment"), nCount_RNA = c(243, 144, 183, 339, 232, - 289, 111, 523, 380, 243, 497, 230, 462, 220, 117, 310, 258, - 101, 219, 202, 272, 226, 176, 271, 263, 103, 131, 198, 223, - 190, 279, 291, 436, 316, 152, 168, 103, 260, 242, 233, 165, - 242, 220, 111, 374, 352, 255, 392, 351, 347, 112, 310, 194, - 238, 262, 183, 449, 183, 453, 203, 390, 195, 320, 249, 150, - 179, 400, 420, 249, 272, 439, 467, 266, 176, 300, 124, 346, - 385, 255, 416, 477, 253, 235, 218, 494, 300, 223, 222, 248, - 254, 356, 193, 336, 309, 200, 249, 256, 422, 197, 387, 328, - 145, 484, 208, 373, 359, 140, 280, 388, 160, 272, 197, 329, - 174, 166, 231, 188, 318, 529, 310, 166, 227, 483, 144, 305, - 226, 142, 301, 289, 274, 191, 173, 177, 306, 294, 139, 205, - 274, 320, 226, 391, 147, 304, 205, 311, 438, 492, 294, 210, - 198, 144, 127, 170, 340, 398, 364, 295, 244, 107, 145, 196, - 317, 119, 283, 129, 389, 202, 199, 150, 269, 126, 237, 300, - 222, 339, 209, 249, 242, 169, 184, 169, 157, 225, 289, 175, - 113, 115, 227, 151, 211, 207, 343, 165, 367, 264, 406, 296, + 289, 111, 523, 380, 243, 230, 462, 220, 117, 310, 258, 101, + 219, 202, 272, 226, 176, 271, 103, 131, 198, 223, 190, 279, + 291, 436, 316, 152, 168, 103, 260, 242, 233, 165, 242, 220, + 111, 374, 352, 255, 392, 351, 347, 112, 310, 194, 238, 262, + 183, 449, 183, 453, 203, 390, 195, 320, 249, 150, 179, 400, + 249, 272, 439, 266, 176, 300, 124, 255, 416, 477, 253, 235, + 218, 494, 300, 223, 222, 248, 254, 356, 193, 336, 309, 200, + 249, 256, 422, 197, 387, 328, 145, 208, 373, 359, 140, 280, + 388, 160, 272, 197, 329, 174, 166, 231, 188, 318, 310, 166, + 483, 144, 305, 226, 142, 289, 274, 191, 173, 177, 306, 294, + 139, 205, 274, 320, 391, 147, 304, 205, 311, 438, 492, 294, + 210, 198, 144, 127, 170, 340, 398, 364, 295, 244, 107, 145, + 196, 317, 119, 283, 129, 389, 202, 199, 150, 269, 126, 237, + 300, 222, 339, 209, 249, 242, 169, 184, 169, 157, 225, 289, + 175, 113, 115, 227, 151, 211, 207, 343, 165, 367, 264, 296, 150, 305, 306, 362, 405, 349, 454, 196, 172, 174, 189, 207, - 239, 113, 205, 263, 306, 261, 364, 506, 156, 337, 501, 372, - 212, 249, 464, 201, 137, 175, 237, 283, 479, 232, 174, 286, - 197, 227, 472, 422, 115, 269, 453, 213, 324, 322, 118, 224, - 447, 111, 131, 347, 298, 364, 349, 167, 135, 154, 257, 237, - 179, 202, 155, 137, 258, 262, 285, 117, 357, 170, 243, 167, - 166, 319, 169, 196, 365, 380, 335, 176, 431, 388, 259, 119, - 227, 446, 159, 156, 192, 209, 119, 244, 244, 137, 160, 180, - 203, 116, 204, 121, 111, 299, 380, 300, 322, 124, 349, 247, - 329, 104, 379, 252, 297, 405, 386, 224, 257, 262, 124, 148, - 333, 411, 200, 160, 278, 131, 189, 183, 294, 103, 253, 244, - 135, 241, 238, 146, 343, 124, 451, 106, 425, 172, 368, 134, - 345, 429, 442, 914, 337, 327, 333, 174, 122, 242, 171, 178, - 136, 282, 220, 249, 191, 692, 181, 263, 635, 516, 316, 206, - 178, 155, 305, 870, 350, 548, 212, 166, 207, 279, 309, 309, - 222, 119, 182, 198, 615, 311, 383, 406, 288, 216, 164, 555, - 736, 906, 118, 115, 362, 203, 240, 194, 196, 351, 145, 219, - 342, 361, 403, 743, 720, 531, 332, 235, 455, 136, 567, 111, - 223, 285, 219, 235, 133, 408, 418, 381, 512, 344, 574, 213, - 711, 311, 317, 272, 352, 281, 136, 296, 640, 290, 708, 644, - 133, 280, 554, 127, 231, 314, 333, 275, 640, 293, 362, 839, - 602, 481, 130, 802, 151, 438, 215, 160, 215, 322, 330, 295, - 107, 645, 194, 178, 594, 381, 353, 168, 143, 262, 175, 183, - 535, 321, 144, 637, 327, 672, 675, 202, 280, 162, 437, 954, - 146, 632, 208, 544, 167, 214, 437, 273, 230, 329, 321, 264, - 367, 290, 288, 172, 661, 247, 554, 441, 855, 435, 718, 191, - 206, 472, 265, 452, 650, 710, 236, 611, 137, 656, 212, 335, - 300, 239, 176, 559, 302, 593, 269, 274, 690, 734, 339, 130, - 327, 347, 606, 454, 439, 182, 680, 116, 646, 747, 286, 119, - 365, 116, 135, 180, 301, 203, 394, 697, 445, 133, 728, 593, - 174, 149, 655, 390, 460, 474, 175, 454, 246, 170, 526, 316, + 239, 113, 205, 263, 306, 261, 364, 506, 156, 337, 212, 249, + 201, 137, 175, 237, 283, 479, 232, 174, 286, 197, 227, 422, + 115, 269, 453, 213, 324, 322, 118, 224, 447, 111, 131, 347, + 298, 349, 167, 135, 154, 257, 237, 179, 202, 155, 137, 258, + 262, 285, 117, 357, 170, 243, 167, 166, 319, 169, 196, 365, + 380, 335, 176, 431, 388, 259, 119, 227, 446, 159, 156, 192, + 209, 119, 244, 137, 160, 180, 203, 116, 204, 121, 111, 299, + 380, 300, 322, 124, 349, 329, 104, 379, 252, 297, 405, 386, + 224, 257, 262, 124, 148, 333, 411, 200, 160, 278, 131, 189, + 183, 294, 103, 253, 244, 135, 241, 238, 146, 343, 124, 451, + 106, 425, 172, 368, 134, 345, 429, 442, 914, 337, 327, 333, + 174, 122, 242, 171, 178, 136, 282, 220, 249, 191, 692, 181, + 263, 635, 516, 316, 206, 178, 155, 305, 350, 548, 212, 166, + 207, 279, 309, 222, 119, 182, 198, 615, 311, 383, 406, 288, + 216, 164, 555, 736, 906, 118, 115, 362, 203, 240, 194, 196, + 351, 145, 610, 219, 342, 361, 403, 743, 720, 531, 332, 235, + 455, 136, 567, 111, 223, 285, 219, 235, 133, 408, 418, 381, + 344, 574, 213, 711, 311, 317, 272, 352, 281, 136, 296, 640, + 290, 708, 644, 133, 280, 127, 231, 314, 333, 275, 640, 293, + 362, 839, 602, 481, 130, 802, 151, 438, 215, 160, 215, 322, + 295, 107, 645, 194, 178, 594, 381, 353, 168, 143, 406, 262, + 175, 183, 516, 535, 321, 144, 637, 327, 672, 675, 202, 280, + 162, 437, 954, 146, 632, 208, 544, 167, 214, 437, 273, 230, + 329, 321, 264, 367, 290, 288, 172, 661, 247, 554, 441, 855, + 435, 718, 191, 206, 472, 265, 452, 650, 710, 236, 611, 137, + 656, 212, 335, 300, 239, 176, 559, 302, 593, 269, 274, 690, + 734, 339, 130, 327, 347, 606, 454, 439, 182, 680, 116, 646, + 747, 286, 119, 365, 116, 135, 180, 301, 203, 394, 445, 133, + 728, 593, 174, 149, 655, 474, 175, 454, 246, 170, 526, 316, 125, 166, 252, 232, 131, 383, 575, 762, 505, 242, 165, 159, - 369, 528, 236, 344, 235, 177, 226, 507, 298, 192, 277, 199, - 171, 330, 229, 332, 524, 132, 278, 578, 326, 158, 183, 309, + 369, 528, 236, 344, 458, 235, 177, 226, 507, 298, 192, 277, + 199, 171, 330, 229, 332, 524, 132, 578, 326, 158, 183, 309, 232, 169, 422), nFeature_RNA = c(66L, 47L, 54L, 109L, 72L, - 60L, 60L, 158L, 133L, 81L, 156L, 88L, 163L, 86L, 43L, 117L, - 49L, 39L, 85L, 65L, 80L, 76L, 58L, 95L, 95L, 55L, 59L, 69L, - 90L, 68L, 70L, 76L, 151L, 79L, 46L, 65L, 52L, 100L, 72L, - 51L, 54L, 60L, 59L, 50L, 147L, 113L, 60L, 141L, 122L, 108L, - 42L, 116L, 60L, 64L, 53L, 70L, 145L, 58L, 118L, 56L, 90L, - 76L, 58L, 59L, 57L, 46L, 91L, 110L, 100L, 75L, 106L, 122L, - 59L, 57L, 102L, 56L, 75L, 91L, 62L, 120L, 149L, 114L, 84L, - 67L, 150L, 94L, 62L, 79L, 98L, 57L, 134L, 51L, 107L, 82L, - 43L, 89L, 57L, 140L, 83L, 136L, 121L, 57L, 111L, 51L, 108L, - 139L, 49L, 109L, 138L, 60L, 56L, 70L, 105L, 56L, 46L, 74L, - 47L, 80L, 151L, 85L, 48L, 62L, 169L, 47L, 126L, 75L, 46L, - 91L, 80L, 90L, 63L, 78L, 53L, 115L, 68L, 47L, 74L, 70L, 96L, - 52L, 94L, 60L, 106L, 60L, 80L, 129L, 151L, 115L, 63L, 52L, + 60L, 60L, 158L, 133L, 81L, 88L, 163L, 86L, 43L, 117L, 49L, + 39L, 85L, 65L, 80L, 76L, 58L, 95L, 55L, 59L, 69L, 90L, 68L, + 70L, 76L, 151L, 79L, 46L, 65L, 52L, 100L, 72L, 51L, 54L, + 60L, 59L, 50L, 147L, 113L, 60L, 141L, 122L, 108L, 42L, 116L, + 60L, 64L, 53L, 70L, 145L, 58L, 118L, 56L, 90L, 76L, 58L, + 59L, 57L, 46L, 91L, 100L, 75L, 106L, 59L, 57L, 102L, 56L, + 62L, 120L, 149L, 114L, 84L, 67L, 150L, 94L, 62L, 79L, 98L, + 57L, 134L, 51L, 107L, 82L, 43L, 89L, 57L, 140L, 83L, 136L, + 121L, 57L, 51L, 108L, 139L, 49L, 109L, 138L, 60L, 56L, 70L, + 105L, 56L, 46L, 74L, 47L, 80L, 85L, 48L, 169L, 47L, 126L, + 75L, 46L, 80L, 90L, 63L, 78L, 53L, 115L, 68L, 47L, 74L, 70L, + 96L, 94L, 60L, 106L, 60L, 80L, 129L, 151L, 115L, 63L, 52L, 56L, 65L, 46L, 72L, 121L, 102L, 68L, 107L, 63L, 57L, 55L, 116L, 62L, 107L, 42L, 125L, 91L, 72L, 53L, 94L, 47L, 92L, 90L, 68L, 128L, 48L, 65L, 81L, 81L, 47L, 68L, 58L, 82L, 84L, 59L, 57L, 43L, 79L, 49L, 62L, 86L, 108L, 76L, 79L, 106L, - 82L, 73L, 51L, 116L, 104L, 87L, 133L, 127L, 148L, 79L, 71L, - 47L, 65L, 57L, 70L, 55L, 50L, 62L, 101L, 66L, 71L, 146L, - 60L, 133L, 111L, 119L, 88L, 67L, 164L, 76L, 66L, 48L, 79L, - 71L, 131L, 81L, 94L, 127L, 65L, 69L, 108L, 133L, 58L, 69L, - 108L, 59L, 115L, 62L, 43L, 70L, 144L, 58L, 58L, 115L, 77L, - 85L, 122L, 87L, 45L, 52L, 73L, 78L, 50L, 59L, 60L, 46L, 101L, - 87L, 95L, 59L, 83L, 60L, 100L, 48L, 78L, 110L, 49L, 89L, - 88L, 126L, 101L, 54L, 117L, 120L, 67L, 40L, 63L, 142L, 61L, - 63L, 63L, 54L, 37L, 76L, 56L, 47L, 53L, 50L, 90L, 56L, 62L, - 43L, 42L, 66L, 128L, 73L, 123L, 50L, 129L, 71L, 79L, 45L, - 137L, 111L, 75L, 132L, 115L, 59L, 71L, 97L, 46L, 62L, 111L, - 114L, 61L, 56L, 57L, 49L, 89L, 63L, 97L, 58L, 70L, 59L, 53L, - 113L, 90L, 46L, 82L, 56L, 121L, 37L, 115L, 74L, 128L, 60L, - 116L, 127L, 130L, 235L, 93L, 108L, 113L, 59L, 54L, 81L, 63L, - 65L, 49L, 74L, 97L, 66L, 84L, 205L, 48L, 102L, 193L, 163L, - 72L, 56L, 66L, 68L, 75L, 206L, 114L, 151L, 74L, 51L, 63L, - 68L, 76L, 105L, 95L, 46L, 62L, 73L, 167L, 81L, 109L, 136L, - 72L, 76L, 61L, 150L, 195L, 223L, 64L, 64L, 98L, 74L, 80L, - 69L, 100L, 125L, 68L, 90L, 111L, 144L, 129L, 204L, 193L, - 151L, 132L, 64L, 148L, 51L, 157L, 65L, 79L, 103L, 57L, 88L, - 51L, 133L, 121L, 118L, 111L, 100L, 170L, 74L, 187L, 92L, + 73L, 51L, 116L, 104L, 87L, 133L, 127L, 148L, 79L, 71L, 47L, + 65L, 57L, 70L, 55L, 50L, 62L, 101L, 66L, 71L, 146L, 60L, + 133L, 88L, 67L, 76L, 66L, 48L, 79L, 71L, 131L, 81L, 94L, + 127L, 65L, 69L, 133L, 58L, 69L, 108L, 59L, 115L, 62L, 43L, + 70L, 144L, 58L, 58L, 115L, 77L, 122L, 87L, 45L, 52L, 73L, + 78L, 50L, 59L, 60L, 46L, 101L, 87L, 95L, 59L, 83L, 60L, 100L, + 48L, 78L, 110L, 49L, 89L, 88L, 126L, 101L, 54L, 117L, 120L, + 67L, 40L, 63L, 142L, 61L, 63L, 63L, 54L, 37L, 76L, 47L, 53L, + 50L, 90L, 56L, 62L, 43L, 42L, 66L, 128L, 73L, 123L, 50L, + 129L, 79L, 45L, 137L, 111L, 75L, 132L, 115L, 59L, 71L, 97L, + 46L, 62L, 111L, 114L, 61L, 56L, 57L, 49L, 89L, 63L, 97L, + 58L, 70L, 59L, 53L, 113L, 90L, 46L, 82L, 56L, 121L, 37L, + 115L, 74L, 128L, 60L, 116L, 127L, 130L, 235L, 93L, 108L, + 113L, 59L, 54L, 81L, 63L, 65L, 49L, 74L, 97L, 66L, 84L, 205L, + 48L, 102L, 193L, 163L, 72L, 56L, 66L, 68L, 75L, 114L, 151L, + 74L, 51L, 63L, 68L, 105L, 95L, 46L, 62L, 73L, 167L, 81L, + 109L, 136L, 72L, 76L, 61L, 150L, 195L, 223L, 64L, 64L, 98L, + 74L, 80L, 69L, 100L, 125L, 68L, 150L, 90L, 111L, 144L, 129L, + 204L, 193L, 151L, 132L, 64L, 148L, 51L, 157L, 65L, 79L, 103L, + 57L, 88L, 51L, 133L, 121L, 118L, 100L, 170L, 74L, 187L, 92L, 115L, 101L, 134L, 106L, 60L, 89L, 187L, 92L, 175L, 182L, - 49L, 100L, 160L, 52L, 81L, 88L, 82L, 91L, 170L, 93L, 116L, - 194L, 166L, 133L, 45L, 210L, 70L, 129L, 76L, 57L, 67L, 83L, - 104L, 107L, 46L, 160L, 68L, 72L, 195L, 119L, 102L, 56L, 47L, - 78L, 65L, 61L, 158L, 105L, 51L, 196L, 90L, 190L, 190L, 64L, + 49L, 100L, 52L, 81L, 88L, 82L, 91L, 170L, 93L, 116L, 194L, + 166L, 133L, 45L, 210L, 70L, 129L, 76L, 57L, 67L, 83L, 107L, + 46L, 160L, 68L, 72L, 195L, 119L, 102L, 56L, 47L, 102L, 78L, + 65L, 61L, 141L, 158L, 105L, 51L, 196L, 90L, 190L, 190L, 64L, 98L, 71L, 127L, 216L, 63L, 199L, 73L, 172L, 59L, 56L, 166L, 73L, 67L, 82L, 114L, 82L, 132L, 99L, 69L, 71L, 199L, 94L, 168L, 140L, 232L, 149L, 171L, 65L, 68L, 129L, 105L, 136L, 181L, 196L, 81L, 169L, 49L, 186L, 61L, 105L, 89L, 79L, 55L, 156L, 109L, 187L, 71L, 86L, 184L, 199L, 106L, 68L, 91L, 86L, 152L, 170L, 126L, 62L, 189L, 54L, 180L, 196L, 100L, 47L, - 121L, 52L, 46L, 80L, 93L, 69L, 146L, 180L, 147L, 56L, 194L, - 168L, 72L, 72L, 163L, 119L, 103L, 127L, 74L, 131L, 75L, 61L, - 128L, 79L, 42L, 70L, 77L, 65L, 48L, 104L, 173L, 187L, 152L, - 90L, 61L, 66L, 128L, 145L, 68L, 105L, 78L, 61L, 63L, 134L, - 107L, 70L, 95L, 62L, 64L, 81L, 80L, 87L, 161L, 64L, 75L, - 151L, 91L, 68L, 56L, 83L, 60L, 63L, 138L), samples = c("mock_sample_2_id", - "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", - "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", + 121L, 52L, 46L, 80L, 93L, 69L, 146L, 147L, 56L, 194L, 168L, + 72L, 72L, 163L, 127L, 74L, 131L, 75L, 61L, 128L, 79L, 42L, + 70L, 77L, 65L, 48L, 104L, 173L, 187L, 152L, 90L, 61L, 66L, + 128L, 145L, 68L, 105L, 110L, 78L, 61L, 63L, 134L, 107L, 70L, + 95L, 62L, 64L, 81L, 80L, 87L, 161L, 64L, 151L, 91L, 68L, + 56L, 83L, 60L, 63L, 138L), samples = c("mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", @@ -236653,12 +225260,6 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", - "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", - "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", - "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", - "mock_sample_2_id", "mock_sample_2_id", "mock_sample_2_id", - "mock_sample_2_id", "mock_sample_1_id", "mock_sample_1_id", - "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", "mock_sample_1_id", @@ -236750,66 +225351,62 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "mock_sample_1_id"), percent.mt = c(9.8765432098765427, 19.444444444444446, 8.7431693989071047, 24.188790560471976, 18.103448275862068, 13.148788927335639, 27.027027027027028, 24.474187380497131, - 23.421052631578949, 19.753086419753085, 24.547283702213278, - 16.521739130434781, 23.376623376623375, 20, 21.367521367521366, - 26.451612903225808, 22.480620155038761, 20.792079207920793, - 30.593607305936072, 14.85148514851485, 17.647058823529413, - 24.778761061946902, 15.340909090909092, 13.284132841328415, - 30.798479087452474, 26.21359223300971, 13.740458015267176, - 24.242424242424242, 30.493273542600896, 3.1578947368421053, - 14.336917562724013, 10.652920962199312, 20.183486238532112, - 11.075949367088606, 15.131578947368421, 19.047619047619047, - 37.864077669902912, 32.307692307692307, 21.900826446280991, - 12.875536480686694, 14.545454545454545, 24.380165289256198, - 18.636363636363637, 23.423423423423422, 21.122994652406419, - 25.28409090909091, 21.176470588235293, 16.581632653061224, - 26.210826210826209, 18.443804034582133, 14.285714285714285, - 27.419354838709676, 20.103092783505154, 25.630252100840334, - 18.320610687022899, 14.754098360655737, 21.826280623608017, - 21.857923497267759, 22.516556291390728, 16.748768472906402, - 38.974358974358978, 30.76923076923077, 15.312500000000002, - 25.301204819277107, 43.333333333333336, 22.905027932960895, - 32.25, 26.666666666666668, 26.104417670682732, 18.014705882352942, - 20.728929384965831, 14.346895074946467, 18.045112781954884, - 18.181818181818183, 29.333333333333332, 37.903225806451616, - 15.606936416184972, 36.623376623376622, 12.549019607843137, + 23.421052631578949, 19.753086419753085, 16.521739130434781, + 23.376623376623375, 20, 21.367521367521366, 26.451612903225808, + 22.480620155038761, 20.792079207920793, 30.593607305936072, + 14.85148514851485, 17.647058823529413, 24.778761061946902, + 15.340909090909092, 13.284132841328415, 26.21359223300971, + 13.740458015267176, 24.242424242424242, 30.493273542600896, + 3.1578947368421053, 14.336917562724013, 10.652920962199312, + 20.183486238532112, 11.075949367088606, 15.131578947368421, + 19.047619047619047, 37.864077669902912, 32.307692307692307, + 21.900826446280991, 12.875536480686694, 14.545454545454545, + 24.380165289256198, 18.636363636363637, 23.423423423423422, + 21.122994652406419, 25.28409090909091, 21.176470588235293, + 16.581632653061224, 26.210826210826209, 18.443804034582133, + 14.285714285714285, 27.419354838709676, 20.103092783505154, + 25.630252100840334, 18.320610687022899, 14.754098360655737, + 21.826280623608017, 21.857923497267759, 22.516556291390728, + 16.748768472906402, 38.974358974358978, 30.76923076923077, + 15.312500000000002, 25.301204819277107, 43.333333333333336, + 22.905027932960895, 32.25, 26.104417670682732, 18.014705882352942, + 20.728929384965831, 18.045112781954884, 18.181818181818183, + 29.333333333333332, 37.903225806451616, 12.549019607843137, 31.25, 29.140461215932913, 20.553359683794469, 31.063829787234042, 12.385321100917432, 30.364372469635626, 20, 15.246636771300448, 4.5045045045045047, 26.612903225806448, 14.960629921259844, 21.348314606741571, 7.7720207253886011, 27.678571428571431, 19.417475728155338, 20.5, 19.678714859437751, 14.0625, 29.383886255924168, 23.350253807106601, 27.906976744186046, 31.402439024390244, - 27.586206896551722, 25.413223140495866, 15.865384615384615, - 42.627345844504021, 16.991643454038996, 15.714285714285714, - 24.285714285714285, 17.525773195876287, 18.75, 23.161764705882355, - 12.690355329949238, 20.060790273556233, 15.517241379310345, - 13.253012048192772, 10.822510822510822, 12.23404255319149, - 16.037735849056602, 31.568998109640834, 21.29032258064516, - 13.855421686746988, 26.431718061674008, 13.871635610766045, + 27.586206896551722, 15.865384615384615, 42.627345844504021, + 16.991643454038996, 15.714285714285714, 24.285714285714285, + 17.525773195876287, 18.75, 23.161764705882355, 12.690355329949238, + 20.060790273556233, 15.517241379310345, 13.253012048192772, + 10.822510822510822, 12.23404255319149, 16.037735849056602, + 21.29032258064516, 13.855421686746988, 13.871635610766045, 29.166666666666668, 12.786885245901638, 20.79646017699115, - 12.676056338028168, 31.561461794019934, 12.802768166089965, - 29.197080291970799, 26.701570680628272, 13.872832369942195, - 23.163841807909606, 25.163398692810457, 19.387755102040817, - 16.546762589928058, 21.951219512195124, 16.788321167883211, - 28.4375, 29.20353982300885, 14.322250639386189, 34.013605442176868, - 40.131578947368425, 12.682926829268293, 22.186495176848876, - 15.52511415525114, 23.577235772357724, 21.088435374149661, - 19.047619047619047, 15.656565656565657, 19.444444444444446, - 21.259842519685041, 21.176470588235293, 16.764705882352938, - 38.693467336683419, 32.142857142857146, 19.322033898305087, - 20.901639344262296, 14.018691588785046, 16.551724137931036, - 15.816326530612246, 25.552050473186121, 24.369747899159663, - 21.908127208480565, 24.806201550387598, 25.96401028277635, - 21.782178217821784, 42.211055276381906, 21.333333333333336, - 18.587360594795538, 46.825396825396822, 33.755274261603375, - 15.333333333333332, 21.171171171171171, 22.123893805309734, - 33.014354066985646, 34.939759036144579, 30.165289256198346, - 28.402366863905325, 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0.45344436168670654, NA, + 0.25041544437408447, 0.058837790042161942, NA, 0.050096701830625534, + 0.17312289774417877, NA, 0.57790589332580566, NA, 0.44738149642944336, + NA, 0.61105883121490479, NA, 0.30079701542854309, NA, 0.2904089093208313, + 0.11686951667070389, 0.38906866312026978, 0.53697603940963745, + 0.23396690189838409, 0.37859293818473816, 0.20581108331680298, + NA, NA, 0.38241025805473328, NA, NA, NA, 0.5277673602104187, + 0.30374869704246521, 0.37281113862991333, NA, 0.31067299842834473, + NA, 0.28932163119316101, 0.14972446858882904, 0.74341720342636108, + 0.2962939441204071, NA, NA, NA, 0.55736267566680908, 0.63990479707717896, + 0.36913898587226868, 0.41593974828720093, NA, 0.27489054203033447, + 0.28253224492073059, 0.06353875994682312, 0.069056734442710876, + NA, NA, NA, 0.093630693852901459, 0.61859899759292603, 0.47266632318496704, + 0.12876304984092712, 0.48088714480400085, 0.33040100336074829, + NA, 0.26355728507041931, 0.23255312442779541, 0.79493647813796997, + NA, NA, 0.40558379888534546, 0.26389709115028381, 0.40056660771369934, + NA, NA, 0.41590964794158936, NA, 0.86538296937942505, 0.095996804535388947, + 0.31266054511070251, 0.29406026005744934, 0.17663972079753876, + 0.17140163481235504, 0.19040955603122711, 0.69033783674240112, + 0.078076928853988647, 0.39320480823516846, 0.4065898060798645, + NA, 0.80369997024536133, NA, 0.32526460289955139, 0.825592041015625, + NA, 0.65263903141021729, NA, 0.52682381868362427, 0.19825083017349243, + 0.31986591219902039, 0.14108294248580933, 0.74157840013504028, + 0.53123128414154053, 0.42585891485214233, 0.23019742965698242, + 0.53855705261230469, 0.56434148550033569, 0.14576119184494019, + 0.21186524629592896, NA, 0.20218558609485626, 0.19524595141410828, + 0.28570476174354553, 0.7948182225227356, 0.12330053746700287, + NA, 0.43300646543502808, NA, 0.22535693645477295, 0.1608143150806427, + 0.58724379539489746, 0.47371339797973633, 0.43847000598907471, + 0.52437847852706909, 0.25252354145050049, 0.84853613376617432, + 0.53785914182662964, 0.66022658348083496, NA, 0.60930556058883667, + NA, 0.19509761035442352, 0.14386285841464996, NA, 0.16968902945518494, + 0.37796390056610107, 0.5547214150428772, NA, 0.31914755702018738, + NA, NA, 0.61214381456375122, 0.3953898549079895, 0.4185909628868103, + NA, NA, 0.69882553815841675, 0.52036726474761963, NA, NA, + 0.76384991407394409, 0.40320363640785217, 0.47213703393936157, + NA, 0.18886810541152954, 0.75700837373733521, 0.53785914182662964, + 0.12903168797492981, 0.2348484992980957, 0.38143542408943176, + NA, 0.19332224130630493, 0.86059558391571045, NA, 0.14641037583351135, + 0.21109890937805176, 0.22349610924720764, NA, NA, 0.69420772790908813, + 0.50331032276153564, 0.17815670371055603, 0.7413259744644165, + 0.13433708250522614, 0.21881154179573059, 0.5784534215927124, + 0.26692125201225281, 0.31266728043556213, NA, 0.27499639987945557, + 0.069032028317451477, 0.66410225629806519, 0.27746337652206421, + 0.71206456422805786, 0.44564217329025269, 0.42851245403289795, + NA, 0.17908927798271179, 0.11533175408840179, 0.12288431078195572, + 0.21113082766532898, 0.060929514467716217, 0.3268122673034668, + 0.32857403159141541, 0.27356165647506714, NA, 0.38844406604766846, + NA, 0.14531661570072174, 0.34903010725975037, 0.30457699298858643, + NA, 0.31028288602828979, 0.4339083731174469, 0.1097528412938118, + 0.73096847534179688, 0.22898301482200623, 0.45141413807868958, + 0.21454662084579468, 0.21357740461826324, NA, 0.69208210706710815, + 0.74870997667312622, 0.59558016061782837, 0.14272615313529968, + 0.26756235957145691, NA, 0.031311973929405212, NA, 0.37305009365081787, + 0.24013535678386688, 0.3091340959072113, NA, 0.57366949319839478, + NA, NA, NA, 0.45906135439872742, 0.24479438364505768, 0.32196277379989624, + 0.22008858621120453, NA, 0.12681397795677185, 0.52542692422866821, + NA, NA, 0.59330159425735474, 0.42809304594993591, NA, 0.24321652948856354, + 0.57456368207931519, NA, 0.62270951271057129, 0.34464934468269348, + NA, NA, 0.20002706348896027, 0.08912813663482666, NA, 0.59647685289382935, + 0.12996827065944672, 0.42851245403289795, 0.36295714974403381, + 0.12657733261585236, NA, NA, 0.14687930047512054, 0.58116358518600464, + 0.3643534779548645, 0.11457958817481995, 0.77548706531524658, + 0.45549514889717102, NA, 0.32305943965911865, 0.76556515693664551, + 0.27560797333717346, NA, 0.29089140892028809, NA, NA, 0.43072274327278137, + 0.42857694625854492, 0.4678446352481842, 0.46730855107307434, + NA, 0.27967050671577454, 0.26951554417610168, NA, NA, 0.3588869571685791, + NA, NA, 0.33693805336952209), doublet_class = c("singlet", NA, NA, "singlet", "singlet", "singlet", NA, "singlet", "singlet", - "singlet", "singlet", "singlet", "singlet", "singlet", NA, - "singlet", "singlet", NA, "singlet", "singlet", "singlet", - "singlet", NA, "singlet", "singlet", NA, NA, NA, "singlet", - NA, "singlet", "singlet", "singlet", "singlet", NA, NA, NA, - "singlet", "singlet", "singlet", NA, "singlet", "singlet", - NA, "singlet", "singlet", "singlet", "singlet", "singlet", - "singlet", NA, "singlet", NA, "singlet", "singlet", NA, "singlet", - NA, "singlet", "singlet", "singlet", NA, "singlet", "singlet", - NA, NA, "singlet", "singlet", "singlet", "singlet", "singlet", + "singlet", "singlet", "singlet", "singlet", NA, "singlet", + "singlet", NA, "singlet", "singlet", "singlet", "singlet", + NA, "singlet", NA, NA, NA, "singlet", NA, "singlet", "singlet", + "singlet", "singlet", NA, NA, NA, "singlet", "singlet", "singlet", + NA, "singlet", "singlet", NA, "singlet", "singlet", "singlet", + "singlet", "singlet", "singlet", NA, "singlet", NA, "singlet", + "singlet", NA, "singlet", NA, "singlet", "singlet", "singlet", + NA, "singlet", "singlet", NA, NA, "singlet", "singlet", "singlet", "singlet", "singlet", NA, "singlet", NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", - "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", - "singlet", NA, "singlet", "singlet", NA, "singlet", "singlet", - "singlet", NA, "singlet", "singlet", NA, "singlet", "singlet", - "singlet", "singlet", NA, "singlet", "singlet", NA, "singlet", - NA, "singlet", NA, NA, "singlet", NA, "singlet", "singlet", - "singlet", NA, "singlet", "singlet", NA, "singlet", "singlet", - NA, "singlet", "singlet", "singlet", NA, NA, NA, "singlet", - "singlet", NA, "singlet", "singlet", "singlet", "singlet", + "singlet", "singlet", "singlet", "singlet", "singlet", NA, + "singlet", "singlet", NA, "singlet", "singlet", "singlet", + NA, "singlet", "singlet", NA, "singlet", "singlet", "singlet", + NA, "singlet", "singlet", NA, "singlet", NA, "singlet", NA, + NA, "singlet", NA, "singlet", "singlet", NA, "singlet", NA, + "singlet", "singlet", NA, "singlet", "singlet", NA, NA, NA, + "singlet", "singlet", NA, "singlet", "singlet", "singlet", "singlet", NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", NA, NA, NA, NA, "singlet", "singlet", "singlet", "singlet", "singlet", NA, NA, NA, "singlet", @@ -237111,153 +225694,146 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", NA, NA, NA, NA, "singlet", "singlet", NA, NA, NA, "singlet", NA, "singlet", "singlet", "singlet", - NA, "singlet", "singlet", "singlet", "singlet", NA, "singlet", - "singlet", "singlet", "singlet", "singlet", "singlet", NA, - NA, NA, NA, "singlet", "singlet", NA, "singlet", "singlet", - "singlet", "singlet", "singlet", "singlet", NA, "singlet", - "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", - NA, NA, "singlet", "singlet", "singlet", "singlet", NA, "singlet", NA, "singlet", "singlet", "singlet", NA, "singlet", "singlet", + "singlet", "singlet", "singlet", "singlet", NA, NA, NA, NA, + "singlet", "singlet", NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", NA, "singlet", "singlet", - NA, NA, "singlet", "singlet", "singlet", "singlet", NA, NA, + "singlet", "singlet", NA, NA, "singlet", "singlet", "singlet", + "singlet", NA, "singlet", NA, "singlet", "singlet", NA, "singlet", + "singlet", "singlet", "singlet", "singlet", NA, "singlet", + "singlet", NA, NA, "singlet", "singlet", "singlet", NA, NA, NA, "singlet", "singlet", NA, "singlet", NA, NA, "singlet", "singlet", "singlet", NA, "singlet", NA, "singlet", NA, NA, "singlet", NA, NA, "singlet", "singlet", "singlet", NA, "singlet", "singlet", "singlet", NA, "singlet", "singlet", NA, NA, NA, - "singlet", NA, "singlet", "singlet", NA, NA, NA, "singlet", - NA, "singlet", NA, NA, "singlet", "singlet", "singlet", "singlet", - NA, "singlet", "singlet", "singlet", NA, "singlet", "singlet", - "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", - NA, NA, "singlet", "singlet", NA, NA, "singlet", NA, NA, - NA, "singlet", NA, "singlet", "singlet", NA, "singlet", "singlet", - NA, "singlet", NA, "singlet", NA, "singlet", NA, "singlet", - NA, "singlet", "singlet", "singlet", "singlet", "singlet", - "singlet", "singlet", NA, NA, "singlet", NA, NA, NA, "singlet", - "singlet", "singlet", NA, "singlet", NA, "singlet", "singlet", - "singlet", "singlet", NA, NA, NA, "singlet", "singlet", "singlet", - "singlet", "singlet", NA, "singlet", "singlet", "singlet", - "singlet", "singlet", NA, NA, NA, "singlet", "singlet", "singlet", - "singlet", "singlet", "singlet", NA, "singlet", "singlet", - "singlet", NA, NA, "singlet", "singlet", "singlet", NA, NA, + "singlet", NA, "singlet", NA, NA, NA, "singlet", NA, "singlet", + NA, NA, "singlet", "singlet", "singlet", "singlet", NA, "singlet", "singlet", NA, "singlet", "singlet", "singlet", "singlet", + "singlet", "singlet", "singlet", "singlet", NA, NA, "singlet", + "singlet", NA, NA, "singlet", NA, NA, NA, "singlet", NA, + "singlet", "singlet", NA, "singlet", "singlet", NA, "singlet", + NA, "singlet", NA, "singlet", NA, "singlet", NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", - NA, "singlet", NA, "singlet", "singlet", NA, "singlet", NA, - "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", + NA, NA, "singlet", NA, NA, NA, "singlet", "singlet", "singlet", + NA, "singlet", NA, "singlet", "singlet", "singlet", "singlet", + NA, NA, NA, "singlet", "singlet", "singlet", "singlet", NA, + "singlet", "singlet", "singlet", "singlet", NA, NA, NA, "singlet", + "singlet", "singlet", "singlet", "singlet", "singlet", NA, + "singlet", "singlet", "singlet", NA, NA, "singlet", "singlet", + "singlet", NA, NA, "singlet", NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", - "singlet", NA, "singlet", "singlet", "singlet", "singlet", - "singlet", NA, "singlet", "singlet", NA, "singlet", "singlet", + "singlet", "singlet", NA, "singlet", NA, "singlet", "singlet", + NA, "singlet", NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", + "singlet", "singlet", NA, "singlet", "singlet", "singlet", "singlet", "singlet", NA, "singlet", NA, "singlet", "singlet", - NA, "singlet", "singlet", "singlet", "singlet", NA, "singlet", - NA, NA, "singlet", "singlet", "singlet", NA, NA, "singlet", - NA, NA, "singlet", "singlet", NA, "singlet", "singlet", "singlet", - "singlet", "singlet", "singlet", NA, "singlet", "singlet", - NA, "singlet", "singlet", "singlet", NA, NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", - "singlet", NA, "singlet", "singlet", "singlet", "singlet", - "singlet", "singlet", "singlet", NA, "singlet", "singlet", + "singlet", "singlet", NA, "singlet", NA, "singlet", "singlet", + NA, "singlet", "singlet", "singlet", NA, "singlet", NA, NA, + "singlet", "singlet", "singlet", NA, NA, "singlet", "singlet", + NA, NA, "singlet", "singlet", "singlet", NA, "singlet", "singlet", + "singlet", "singlet", "singlet", "singlet", NA, "singlet", + "singlet", NA, "singlet", "singlet", "singlet", NA, NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", - NA, "singlet", NA, "singlet", "singlet", "singlet", NA, "singlet", + "singlet", "singlet", NA, "singlet", "singlet", "singlet", + "singlet", "singlet", "singlet", "singlet", NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", - "singlet", NA, "singlet", "singlet", "singlet", "singlet", "singlet", NA, "singlet", NA, "singlet", "singlet", "singlet", - NA, "singlet", NA, NA, NA, "singlet", "singlet", "singlet", - "singlet", "singlet", NA, "singlet", "singlet", NA, NA, "singlet", + NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", NA, "singlet", "singlet", - NA, "singlet", "singlet", NA, NA, "singlet", "singlet", NA, + "singlet", "singlet", "singlet", NA, "singlet", NA, "singlet", + "singlet", "singlet", NA, "singlet", NA, NA, NA, "singlet", + "singlet", "singlet", "singlet", NA, "singlet", "singlet", + NA, NA, "singlet", "singlet", NA, "singlet", "singlet", NA, + "singlet", "singlet", NA, NA, "singlet", "singlet", NA, "singlet", + "singlet", "singlet", "singlet", "singlet", NA, NA, "singlet", "singlet", "singlet", "singlet", "singlet", "singlet", NA, - NA, "singlet", "singlet", "singlet", "singlet", "singlet", - NA, "singlet", "singlet", "singlet", NA, "singlet", NA, NA, - "singlet", "singlet", "singlet", "singlet", NA, "singlet", - "singlet", "singlet", NA, NA, "singlet", NA, NA, "singlet" - ), emptyDrops_Total = c(243L, 144L, 183L, 339L, 232L, 289L, - 111L, 523L, 380L, 243L, 497L, 230L, 462L, 220L, 117L, 310L, - 258L, 101L, 219L, 202L, 272L, 226L, 176L, 271L, 263L, 103L, - 131L, 198L, 223L, 190L, 279L, 291L, 436L, 316L, 152L, 168L, - 103L, 260L, 242L, 233L, 165L, 242L, 220L, 111L, 374L, 352L, - 255L, 392L, 351L, 347L, 112L, 310L, 194L, 238L, 262L, 183L, - 449L, 183L, 453L, 203L, 390L, 195L, 320L, 249L, 150L, 179L, - 400L, 420L, 249L, 272L, 439L, 467L, 266L, 176L, 300L, 124L, - 346L, 385L, 255L, 416L, 477L, 253L, 235L, 218L, 494L, 300L, - 223L, 222L, 248L, 254L, 356L, 193L, 336L, 309L, 200L, 249L, - 256L, 422L, 197L, 387L, 328L, 145L, 484L, 208L, 373L, 359L, - 140L, 280L, 388L, 160L, 272L, 197L, 329L, 174L, 166L, 231L, - 188L, 318L, 529L, 310L, 166L, 227L, 483L, 144L, 305L, 226L, - 142L, 301L, 289L, 274L, 191L, 173L, 177L, 306L, 294L, 139L, - 205L, 274L, 320L, 226L, 391L, 147L, 304L, 205L, 311L, 438L, - 492L, 294L, 210L, 198L, 144L, 127L, 170L, 340L, 398L, 364L, - 295L, 244L, 107L, 145L, 196L, 317L, 119L, 283L, 129L, 389L, - 202L, 199L, 150L, 269L, 126L, 237L, 300L, 222L, 339L, 209L, - 249L, 242L, 169L, 184L, 169L, 157L, 225L, 289L, 175L, 113L, - 115L, 227L, 151L, 211L, 207L, 343L, 165L, 367L, 264L, 406L, - 296L, 150L, 305L, 306L, 362L, 405L, 349L, 454L, 196L, 172L, - 174L, 189L, 207L, 239L, 113L, 205L, 263L, 306L, 261L, 364L, - 506L, 156L, 337L, 501L, 372L, 212L, 249L, 464L, 201L, 137L, - 175L, 237L, 283L, 479L, 232L, 174L, 286L, 197L, 227L, 472L, - 422L, 115L, 269L, 453L, 213L, 324L, 322L, 118L, 224L, 447L, - 111L, 131L, 347L, 298L, 364L, 349L, 167L, 135L, 154L, 257L, - 237L, 179L, 202L, 155L, 137L, 258L, 262L, 285L, 117L, 357L, - 170L, 243L, 167L, 166L, 319L, 169L, 196L, 365L, 380L, 335L, - 176L, 431L, 388L, 259L, 119L, 227L, 446L, 159L, 156L, 192L, - 209L, 119L, 244L, 244L, 137L, 160L, 180L, 203L, 116L, 204L, - 121L, 111L, 299L, 380L, 300L, 322L, 124L, 349L, 247L, 329L, - 104L, 379L, 252L, 297L, 405L, 386L, 224L, 257L, 262L, 124L, - 148L, 333L, 411L, 200L, 160L, 278L, 131L, 189L, 183L, 294L, - 103L, 253L, 244L, 135L, 241L, 238L, 146L, 343L, 124L, 451L, - 106L, 425L, 172L, 368L, 134L, 345L, 429L, 442L, 914L, 337L, - 327L, 333L, 174L, 122L, 242L, 171L, 178L, 136L, 282L, 220L, - 249L, 191L, 692L, 181L, 263L, 635L, 516L, 316L, 206L, 178L, - 155L, 305L, 870L, 350L, 548L, 212L, 166L, 207L, 279L, 309L, - 309L, 222L, 119L, 182L, 198L, 615L, 311L, 383L, 406L, 288L, - 216L, 164L, 555L, 736L, 906L, 118L, 115L, 362L, 203L, 240L, - 194L, 196L, 351L, 145L, 219L, 342L, 361L, 403L, 743L, 720L, - 531L, 332L, 235L, 455L, 136L, 567L, 111L, 223L, 285L, 219L, - 235L, 133L, 408L, 418L, 381L, 512L, 344L, 574L, 213L, 711L, - 311L, 317L, 272L, 352L, 281L, 136L, 296L, 640L, 290L, 708L, - 644L, 133L, 280L, 554L, 127L, 231L, 314L, 333L, 275L, 640L, - 293L, 362L, 839L, 602L, 481L, 130L, 802L, 151L, 438L, 215L, - 160L, 215L, 322L, 330L, 295L, 107L, 645L, 194L, 178L, 594L, - 381L, 353L, 168L, 143L, 262L, 175L, 183L, 535L, 321L, 144L, - 637L, 327L, 672L, 675L, 202L, 280L, 162L, 437L, 954L, 146L, - 632L, 208L, 544L, 167L, 214L, 437L, 273L, 230L, 329L, 321L, - 264L, 367L, 290L, 288L, 172L, 661L, 247L, 554L, 441L, 855L, - 435L, 718L, 191L, 206L, 472L, 265L, 452L, 650L, 710L, 236L, - 611L, 137L, 656L, 212L, 335L, 300L, 239L, 176L, 559L, 302L, - 593L, 269L, 274L, 690L, 734L, 339L, 130L, 327L, 347L, 606L, - 454L, 439L, 182L, 680L, 116L, 646L, 747L, 286L, 119L, 365L, - 116L, 135L, 180L, 301L, 203L, 394L, 697L, 445L, 133L, 728L, - 593L, 174L, 149L, 655L, 390L, 460L, 474L, 175L, 454L, 246L, - 170L, 526L, 316L, 125L, 166L, 252L, 232L, 131L, 383L, 575L, - 762L, 505L, 242L, 165L, 159L, 369L, 528L, 236L, 344L, 235L, - 177L, 226L, 507L, 298L, 192L, 277L, 199L, 171L, 330L, 229L, - 332L, 524L, 132L, 278L, 578L, 326L, 158L, 183L, 309L, 232L, - 169L, 422L), emptyDrops_LogProb = c(-316.46791579206229, + "singlet", "singlet", "singlet", NA, "singlet", NA, NA, "singlet", + "singlet", "singlet", "singlet", NA, "singlet", "singlet", + NA, NA, "singlet", NA, NA, "singlet"), emptyDrops_Total = c(243L, + 144L, 183L, 339L, 232L, 289L, 111L, 523L, 380L, 243L, 230L, + 462L, 220L, 117L, 310L, 258L, 101L, 219L, 202L, 272L, 226L, + 176L, 271L, 103L, 131L, 198L, 223L, 190L, 279L, 291L, 436L, + 316L, 152L, 168L, 103L, 260L, 242L, 233L, 165L, 242L, 220L, + 111L, 374L, 352L, 255L, 392L, 351L, 347L, 112L, 310L, 194L, + 238L, 262L, 183L, 449L, 183L, 453L, 203L, 390L, 195L, 320L, + 249L, 150L, 179L, 400L, 249L, 272L, 439L, 266L, 176L, 300L, + 124L, 255L, 416L, 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235L, 133L, 408L, 418L, 381L, + 344L, 574L, 213L, 711L, 311L, 317L, 272L, 352L, 281L, 136L, + 296L, 640L, 290L, 708L, 644L, 133L, 280L, 127L, 231L, 314L, + 333L, 275L, 640L, 293L, 362L, 839L, 602L, 481L, 130L, 802L, + 151L, 438L, 215L, 160L, 215L, 322L, 295L, 107L, 645L, 194L, + 178L, 594L, 381L, 353L, 168L, 143L, 406L, 262L, 175L, 183L, + 516L, 535L, 321L, 144L, 637L, 327L, 672L, 675L, 202L, 280L, + 162L, 437L, 954L, 146L, 632L, 208L, 544L, 167L, 214L, 437L, + 273L, 230L, 329L, 321L, 264L, 367L, 290L, 288L, 172L, 661L, + 247L, 554L, 441L, 855L, 435L, 718L, 191L, 206L, 472L, 265L, + 452L, 650L, 710L, 236L, 611L, 137L, 656L, 212L, 335L, 300L, + 239L, 176L, 559L, 302L, 593L, 269L, 274L, 690L, 734L, 339L, + 130L, 327L, 347L, 606L, 454L, 439L, 182L, 680L, 116L, 646L, + 747L, 286L, 119L, 365L, 116L, 135L, 180L, 301L, 203L, 394L, + 445L, 133L, 728L, 593L, 174L, 149L, 655L, 474L, 175L, 454L, + 246L, 170L, 526L, 316L, 125L, 166L, 252L, 232L, 131L, 383L, + 575L, 762L, 505L, 242L, 165L, 159L, 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TRUE, + TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, + TRUE, FALSE, TRUE, TRUE, FALSE, FALSE, TRUE, TRUE, TRUE, + TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, TRUE, TRUE, + FALSE, FALSE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, TRUE, + TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, FALSE, + TRUE, TRUE), emptyDrops_FDR = c(0, 0.00068463741861108003, + 0.00023948222461704448, 0, 0, 0, 0.00012355452352853886, + 0, 0, 0, 0, 0, 0, 0.0022232733746682639, 0, 0, 0.0017888701043440327, + 0, 0, 0, 0, 0.00012355452352853886, 0, 0.00012355452352853886, + 0.00012355452352853886, 0, 0, 0.00012355452352853886, 0, + 0, 0, 0, 0.00079640129828659374, 0.00012355452352853886, + 0.00012355452352853886, 0, 0, 0, 0.00023948222461704448, + 0, 0, 0.00012355452352853886, 0, 0, 0, 0, 0, 0, 0.00023948222461704448, + 0, 0.00012355452352853886, 0, 0, 0.00012355452352853886, + 0, 0.00023948222461704448, 0, 0, 0, 0, 0, 0, 0.00012355452352853886, + 0.0087534422045260647, 0, 0, 0, 0, 0, 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0.00038819647447020005, 0, 0.00014135132671471809, 0, 0, 0.00014135132671471809, 0.00014135132671471809, 0.00014135132671471809, 0.00014135132671471809, 0, 0.00014135132671471809, 0, 0.00014135132671471809, @@ -237808,69 +226364,66 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 0.00014135132671471809, 0.0013443100134431004, 0.00014135132671471809, 0.00014135132671471809, 0.0048424687732569029, 0.00014135132671471809, 0.00014135132671471809, 0.00038819647447020005, 0.00014135132671471809, - 0, 0.00014135132671471809, 0.00026765384298072095, 0, 0, - 0.00014135132671471809, 0.00014135132671471809, 0, 0.00014135132671471809, - 0.00014135132671471809, 0.00014135132671471809, 0.00014135132671471809, + 0.00014135132671471809, 0.00026765384298072095, 0, 0, 0.00014135132671471809, + 0.00014135132671471809, 0, 0.00014135132671471809, 0.00014135132671471809, 0.00014135132671471809, 0.00014135132671471809, 0.00063076129663019358, 0, 0.00014135132671471809, 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"#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd", - "#77aadd", "#77aadd", "#77aadd", "#77aadd", "#77aadd")), row.names = c("CGATGGCAGACTCGAG-1", - "ACCGTTCGTGGTCAAG-1", "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", - "CATGCTCTCTCTCGCA-1", "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", - "GACTCTCAGATACATG-1", "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", - "AGTTCCCCATACACCA-1", "TTACCGCCAACCCGCA-1", "GACTCAAAGAAGTCCG-1", - "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", "AACGAAAAGGAACGAA-1", - "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", "GGGAGATCAGTTCACA-1", - "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", "AGAACCTGTTATTCTC-1", - "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", "GGACGTCCACTGCTTC-1", + 695L, 700L, 709L, 710L, 714L, 718L, 724L, 728L, 730L, 734L, + 736L, 738L, 741L, 747L, 748L, 751L, 752L, 755L, 756L, 767L, + 771L, 773L, 778L, 781L, 782L, 791L, 793L, 794L, 798L, 800L, + 803L, 806L, 811L, 813L, 814L, 815L, 818L, 823L, 831L, 832L, + 836L, 837L, 839L, 841L, 842L, 851L, 854L, 857L, 858L, 863L, + 875L, 883L, 894L)), row.names = c("CGATGGCAGACTCGAG-1", "ACCGTTCGTGGTCAAG-1", + "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", "CATGCTCTCTCTCGCA-1", + "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", "GACTCTCAGATACATG-1", + "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", "TTACCGCCAACCCGCA-1", + "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", + "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", + "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", + "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", @@ -238109,31 +226458,28 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", - "TTGCCTGCAGATCCTA-1", "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", - "CCGGTGATCCTACCGT-1", "TCCACCACAAAGGCGT-1", "CTTCAATAGGGCCTCT-1", - "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", "CGATGCGCATCTGTTT-1", - "CACTGGGCAACCAACT-1", "ATCGTGATCAGCGTCG-1", "TTCCAATTCACTACTT-1", - "CTCAATTTCCAGCAAT-1", "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", - "TCACACCAGCAGCCCT-1", "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", - "TCGGGACGTAACATGA-1", "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", - "TGTGATGAGGACCCAA-1", "TGGATCAAGGGACAGG-1", "ATGAAAGGTAACATGA-1", - "GTAAGTCCACGAGAAC-1", "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", - "AGTAACCTCATGAGGG-1", "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", - "TCATGTTGTCATACCA-1", "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", - "GCTTGGGAGCCAAGTG-1", "CCGGACAGTCGTGGAA-1", "ACCACAAGTCAGGTGA-1", - "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", "TCCATCGAGTATAACG-1", - "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", "GCTTTCGGTAACGGTG-1", - "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", "AACAGGGTCACCCTCA-1", - "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", "AGTCTCCCACCTCAGG-1", - "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", "ACACAGTTCCACCTGT-1", - "CAAGGGACAGAGCGTA-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", - "AGTAACCGTAGACACG-1", "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", - "CCTAACCTCTGCCCTA-1", "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", - "TCAAGTGAGGATAATC-1", "TACGGGCGTTATAGCC-1", "CAGCAGCCAAGCAATA-1", - "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", "TTCACGCGTTGGACCC-1", - "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", "TGGGAGAGTTGTCTAG-1", - "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", "CTCATGCTCCACGGGT-1", - "AGAAGTATCGAGTCCG-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", + "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", "CCGGTGATCCTACCGT-1", + "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", + "CGATGCGCATCTGTTT-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", + "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", "TCACACCAGCAGCCCT-1", + "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", "TCGGGACGTAACATGA-1", + "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", "TGTGATGAGGACCCAA-1", + "TGGATCAAGGGACAGG-1", "ATGAAAGGTAACATGA-1", "GTAAGTCCACGAGAAC-1", + "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", "AGTAACCTCATGAGGG-1", + "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", "TCATGTTGTCATACCA-1", + "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", "GCTTGGGAGCCAAGTG-1", + "CCGGACAGTCGTGGAA-1", "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", + "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", + "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", + "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", + "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", + "ACACAGTTCCACCTGT-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", + "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", "CCTAACCTCTGCCCTA-1", + "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", "TACGGGCGTTATAGCC-1", + "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", + "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", + "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", + "CTCATGCTCCACGGGT-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", @@ -238151,26 +226497,24 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", - "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TGACAGTAGGCATGCA-1", - "TTCAATCCACTTCAGA-1", "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", - "AGATCCAGTAACAGGC-1", "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", - "TTCTGTAAGCCTTGAT-1", "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", - "TTGCCTGGTATACGGG-1", "AAGACTCGTTGCCTAA-1", "GAGGCCTGTACTGCCG-1", - "CAGCCAGCATCGCCTT-1", "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", - "TGAATCGGTGGTTCTA-1", "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", - "GCACTAACATTGACAC-1", "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", - "AGATCGTCACTTACAG-1", "AGGGAGTGTTTACACG-1", "CAAGAGGAGGCAGGTT-1", - "GGTGGCTAGAAGCCTG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", - "GCAACATGTCCTACAA-1", "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", - "GTTTGGAGTTTCGACA-1", "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", - "TAGATCGAGTTAGTAG-1", "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", - "ATGACCATCCCGTTCA-1", "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", - "CAGCGTGGTACGATCT-1", "AGATGAACACACCTTC-1", "TGTTCCGTCTAGACAC-1", - "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", "ACGGGTCCAGTTGTCA-1", - "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", "TGAGGTTAGCGTCAAG-1", - "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", "GTCTTTAAGGTCGTAG-1", - "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", "TATTCCAGTTTGGAAA-1", - "TGGCGTGTCCTCTCGA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", + "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TTCAATCCACTTCAGA-1", + "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", "AGATCCAGTAACAGGC-1", + "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", "TTCTGTAAGCCTTGAT-1", + "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", "TTGCCTGGTATACGGG-1", + "AAGACTCGTTGCCTAA-1", "GAGGCCTGTACTGCCG-1", "CAGCCAGCATCGCCTT-1", + "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", "TGAATCGGTGGTTCTA-1", + "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", "GCACTAACATTGACAC-1", + "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", "AGATCGTCACTTACAG-1", + "AGGGAGTGTTTACACG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", + "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", "GTTTGGAGTTTCGACA-1", + "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", "TAGATCGAGTTAGTAG-1", + "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", "ATGACCATCCCGTTCA-1", + "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", "AGATGAACACACCTTC-1", + "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", + "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", + "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", + "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", + "TATTCCAGTTTGGAAA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", @@ -238183,43 +226527,42 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", - "TGAATCGCACGCTGAC-1", "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", - "ATATCCTAGGGATCAC-1", "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", - "ATCATTCTCACGTCCT-1", "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", - "AGAAATGTCTGTAAGC-1", "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", - "AACCTGATCACTGGTA-1", "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", - "AAGTTCGAGAGAACCC-1", "TCGACCTAGACGACTG-1", "AATGCCATCTTACCAT-1", - "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", "GCAGGCTCAAACTGCT-1", - "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", "ACATTTCAGCCGTAAG-1", - "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", "TTTCACATCTTCGGTC-1", - "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", "AATGACCCAGAGTCAG-1", - "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", "AATGGCTAGTCGTCTA-1", - "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", "TATCCTAAGGGAGGGT-1", - "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", "TCAGGGCCATCTAACG-1", - "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", "TGTTGAGCACCCTAGG-1", - "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", "TCACGCTCACCGGCTA-1", - "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", "AGTAACCGTATAGCTC-1", - "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", "CCTCAACCATGGCACC-1", - "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", "ATCGTCCCACATTCGA-1", - "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", "CAGTTCCAGAATCTAG-1", - "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", "CGTGATAAGAGTAACT-1", - "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", "GTACAACGTCTTCCGT-1", - "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", "TTTACGTAGCGATCGA-1", - "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", "TCCACGTCACCTCAGG-1", - "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", "TGGTGATTCTCCATAT-1", - "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", "ATTATCCCACGCAAAG-1", - "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", "TGTTCCGGTTGCCATA-1", - "TGTCAGAAGTTCGCAT-1", "TTCCTTCCATGACTAC-1", "GCGTGCATCTATACGG-1", + "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", "ATATCCTAGGGATCAC-1", + "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", "ATCATTCTCACGTCCT-1", + "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", "AGAAATGTCTGTAAGC-1", + "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", "AACCTGATCACTGGTA-1", + "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", "TCGACCTAGACGACTG-1", + "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", + "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", + "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", + "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", + "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", + "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", + "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", + "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", + "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", + "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", + "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", + "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", + "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", + "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", + "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", + "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", + "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", + "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", + "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", + "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", + "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", "GCGTGCATCTATACGG-1", "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", - "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TGGATGTAGTTTGTCG-1", - "TCAGGGCCACTTCATT-1", "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", - "GTAATCGAGAATACAC-1", "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", - "AGGACTTAGGGCTTCC-1", "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", - "TTGTTGTGTCTACGAT-1", "ATGAAAGAGGAGTACC-1", "TGGAGAGGTACGCTAT-1", - "TGCAGATAGCTATCCA-1", "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", - "TGACGCGAGCCTCTTC-1", "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", - "ACCCTTGGTTACCGTA-1", "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", - "CGCGTGAAGGCTTCCG-1", "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", + "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TCAGGGCCACTTCATT-1", + "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", "GTAATCGAGAATACAC-1", + "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", "AGGACTTAGGGCTTCC-1", + "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", "TTGTTGTGTCTACGAT-1", + "ATGAAAGAGGAGTACC-1", "TGGAGAGGTACGCTAT-1", "TGCAGATAGCTATCCA-1", + "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", "TGACGCGAGCCTCTTC-1", + "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", "ACCCTTGGTTACCGTA-1", + "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", "CGCGTGAAGGCTTCCG-1", + "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", "CACATGATCTATTCGT-1", "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", @@ -238227,171 +226570,163 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", - "CTATCTAGTATGTGTC-1", "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", - "CCTAACCGTGCCTACG-1", "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", - "GAGGGTAGTGGTTTAC-1", "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", - "ACCTGTCCAGGACTAG-1", "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", - "CCGTTCACAACGGCTC-1", "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", - "GCTACCTAGCCGAACA-1", "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", - "TCATTGTGTATACCTG-1", "GTTCATTAGTGGATTA-1", "GTGACGCAGGTCGTGA-1", - "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", "GACACGCCATGCCATA-1", - "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", "TAGACCACAGCAAGAC-1", - "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", "TTCAGGACAGGTAGTG-1", - "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", "ACCCTTGGTGTTCGAT-1", - "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", "TCGTCCACACCAGACC-1", - "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", "AATTCCTCAAGACCTT-1", + "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", "CCTAACCGTGCCTACG-1", + "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", "GAGGGTAGTGGTTTAC-1", + "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", "ACCTGTCCAGGACTAG-1", + "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", "CCGTTCACAACGGCTC-1", + "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", "GCTACCTAGCCGAACA-1", + "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", "GTTCATTAGTGGATTA-1", + "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", + "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", + "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", + "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", + "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", + "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", - "GGATCTACACTTGACA-1", "CTCCAACGTGATTAGA-1", "CCCTGATTCTCATGGA-1", - "CACTGAATCTATGTGG-1", "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", - "TCCCATGCAGTCGGTC-1", "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", - "AGGTTACTCCTAACAG-1", "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", - "ATCCGTCTCAGCGGAA-1", "AATTCCTTCCCATAGA-1", "CTCTGGTGTAGATCGG-1", - "CATTGTTGTGGGACAT-1", "CATCCGTAGCGTTCCG-1", "TGAGCATGTTGGATCT-1", - "GCCGTGAAGCATCAAA-1", "CTTCGGTGTTTCACTT-1", "CTACCTGAGACAACAT-1", - "CACGTGGTCTTCTTCC-1", "ATTTCACGTATTTCTC-1", "CTAGACACACATTCGA-1", - "CAAGAGGAGACGCAGT-1", "GATGAGGCAGGCATTT-1", "AATCACGAGCAAATCA-1", - "TTACTGTGTGCCCAGT-1", "ATGGAGGAGCCTTTCC-1", "TTAATCCTCGCTTGCT-1", - "TCAAGCATCTGTCAGA-1", "GTCACGGGTCCAAGAG-1", "ATTTCTGAGCCTATTG-1", - "TACAGGTCAAGAATAC-1", "ACCTGAAAGGGAGGTG-1", "TATCGCCAGTCCCAAT-1", - "GACTTCCCAAAGACTA-1", "TCCGAAACAACGTTAC-1", "CAAGCTACATACTGTG-1", - "ATCGGATAGGATCATA-1", "GGTAACTTCGAGTGAG-1", "GGAATCTCAGCAGTAG-1", - "CTGTAGATCTATGTGG-1", "GCCAGGTAGCATCAGG-1", "AGGTAGGAGGCCACCT-1", - "TTCAGGATCGCTGTTC-1", "TACGGGCTCTTGGATG-1", "TGTACAGGTCGCCTAG-1", - "CGACAGCGTAGTCGTT-1", "ATTCTTGGTATCGCTA-1", "CTCATGCGTCGGTGTC-1", - "CGTGAATCAAGAATAC-1", "ACCTACCTCTTCTGGC-1", "TGATGCAAGTGGGAAA-1", - "TTCACGCGTAGACAGC-1", "AGGGTTTAGTCTAGCT-1", "ACAAGCTTCGTTGTGA-1", - "TGCCGAGAGCTAAACA-1", "GGGACAAAGAGCAAGA-1", "TCGAACATCGGATAAA-1", - "CAGCACGGTTCGTACA-1", "GCACATACAAGCACAG-1", "AGTCTCCCAGCGATTT-1", - "TGTTCCGCAGTCCGTG-1", "ACTACGACATCCGTTC-1", "GCTACAAGTTGCGGCT-1", - "ACCGTTCAGAACGTGC-1", "AGCTACACATCCGGCA-1", "TGTGGCGAGGACATCG-1", - "CCTTGTGAGTCTAGAA-1", "ACCATTTGTTATTCTC-1", "GCCAACGGTGAACTAA-1", - "CCCTCTCAGAACTTCC-1", "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", - "TCAGTGACAGGCTATT-1", "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", - "CTTCTAACAGCTTCCT-1", "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", - "CGGAGAAGTCACCGCA-1", "GTGATGTCAAATGATG-1", "CACGTGGGTTAGTTCG-1", - "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", "CTTCCGAAGACTACCT-1", - "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", "GTACAGTTCACCTTGC-1", - "TCATACTAGGGCGAGA-1", "GCTTGGGTCTACCCAC-1", "TATCCTAGTGATACTC-1", - "GCACGTGGTGGTTTAC-1", "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", - "GTTGTAGAGTAACCGG-1", "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", - "GCGTTTCTCCACGAAT-1", "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", - "AACAGGGAGAAGCGGG-1", "CGGCAGTTCACTTCTA-1", "AGGCATTAGTATGTAG-1", - "AGCTCAAGTATGTCCA-1", "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", - "GTAGGTTCACGGAAGT-1", "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", - "TTTAGTCGTACAGCGA-1", "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", - "CAGTTCCGTCGTGTTA-1", "CGAGTTATCCCAATAG-1", "ACCGTTCTCGCTGTCT-1", + "GGATCTACACTTGACA-1", "TTCCGGTCAACACACT-1", "CTCCAACGTGATTAGA-1", + "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", "TGCTTGCCATGTCAGT-1", + "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", "TCCCATGCAGTCGGTC-1", + "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", "AGGTTACTCCTAACAG-1", + "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", "ATCCGTCTCAGCGGAA-1", + "AATTCCTTCCCATAGA-1", "CTCTGGTGTAGATCGG-1", "CATTGTTGTGGGACAT-1", + "CATCCGTAGCGTTCCG-1", "TGAGCATGTTGGATCT-1", "GCCGTGAAGCATCAAA-1", + "CTTCGGTGTTTCACTT-1", "CTACCTGAGACAACAT-1", "CACGTGGTCTTCTTCC-1", + "ATTTCACGTATTTCTC-1", "CTAGACACACATTCGA-1", "CAAGAGGAGACGCAGT-1", + "GATGAGGCAGGCATTT-1", "AATCACGAGCAAATCA-1", "TTACTGTGTGCCCAGT-1", + "ATGGAGGAGCCTTTCC-1", "TTAATCCTCGCTTGCT-1", "TCAAGCATCTGTCAGA-1", + "GTCACGGGTCCAAGAG-1", "ATTTCTGAGCCTATTG-1", "TACAGGTCAAGAATAC-1", + "ACCTGAAAGGGAGGTG-1", "TATCGCCAGTCCCAAT-1", "GACTTCCCAAAGACTA-1", + "TCCGAAACAACGTTAC-1", "CAAGCTACATACTGTG-1", "ATCGGATAGGATCATA-1", + "GGTAACTTCGAGTGAG-1", "GGAATCTCAGCAGTAG-1", "CTGTAGATCTATGTGG-1", + "GCCAGGTAGCATCAGG-1", "AGGTAGGAGGCCACCT-1", "TTCAGGATCGCTGTTC-1", + "TACGGGCTCTTGGATG-1", "TGTACAGGTCGCCTAG-1", "CGACAGCGTAGTCGTT-1", + "ATTCTTGGTATCGCTA-1", "CTCATGCGTCGGTGTC-1", "CGTGAATCAAGAATAC-1", + "ACCTACCTCTTCTGGC-1", "TGATGCAAGTGGGAAA-1", "TTCACGCGTAGACAGC-1", + "AGGGTTTAGTCTAGCT-1", "ACAAGCTTCGTTGTGA-1", "TGCCGAGAGCTAAACA-1", + "GGGACAAAGAGCAAGA-1", "TCGAACATCGGATAAA-1", "CAGCACGGTTCGTACA-1", + "GCACATACAAGCACAG-1", "AGTCTCCCAGCGATTT-1", "TGTTCCGCAGTCCGTG-1", + "ACTACGACATCCGTTC-1", "GCTACAAGTTGCGGCT-1", "ACCGTTCAGAACGTGC-1", + "AGCTACACATCCGGCA-1", "TGTGGCGAGGACATCG-1", "CCTTGTGAGTCTAGAA-1", + "ACCATTTGTTATTCTC-1", "GCCAACGGTGAACTAA-1", "CCCTCTCAGAACTTCC-1", + "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", "TCAGTGACAGGCTATT-1", + "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", "CTTCTAACAGCTTCCT-1", + "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", "CGGAGAAGTCACCGCA-1", + "GTGATGTCAAATGATG-1", "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", + "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", + "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", "GCACGTGGTGGTTTAC-1", + "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", "GTTGTAGAGTAACCGG-1", + "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", "GCGTTTCTCCACGAAT-1", + "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", "AACAGGGAGAAGCGGG-1", + "CGGCAGTTCACTTCTA-1", "AGGCATTAGTATGTAG-1", "AGCTCAAGTATGTCCA-1", + "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", "GTAGGTTCACGGAAGT-1", + "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", "TTTAGTCGTACAGCGA-1", + "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", "CAGTTCCGTCGTGTTA-1", + "CGAGTTATCCCAATAG-1", "GTAGAAACAGACCTAT-1", "ACCGTTCTCGCTGTCT-1", "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", - "TCGCTCAGTCTACACA-1", "GATCGTAGTCACTCGG-1", "TACCTCGTCGACCCAG-1", - "TAGAGTCGTTGTTGAC-1", "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", - "GACTGATTCAAGGAGC-1", "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", - "GGTCACGAGTGAGCCA-1"), class = "data.frame"), active.assay = "RNA", - active.ident = structure(c(`CGATGGCAGACTCGAG-1` = 1L, `ACCGTTCGTGGTCAAG-1` = 1L, - `CATCCGTGTCAGTCCG-1` = 1L, `GTTGCTCAGTAGCCAG-1` = 1L, `CATGCTCTCTCTCGCA-1` = 1L, - `GGAGATGGTCTCAGAT-1` = 1L, `GCAGCCATCCTGCCAT-1` = 1L, `GACTCTCAGATACATG-1` = 1L, - `CTGGCAGGTTGCCAAT-1` = 1L, `AGTAGTCAGGTGATAT-1` = 1L, `AGTTCCCCATACACCA-1` = 1L, + "TCGCTCAGTCTACACA-1", "TACCTCGTCGACCCAG-1", "TAGAGTCGTTGTTGAC-1", + "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", "GACTGATTCAAGGAGC-1", + "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", "GGTCACGAGTGAGCCA-1" + ), class = "data.frame"), active.assay = "RNA", active.ident = structure(c(`CGATGGCAGACTCGAG-1` = 1L, + `ACCGTTCGTGGTCAAG-1` = 1L, `CATCCGTGTCAGTCCG-1` = 1L, `GTTGCTCAGTAGCCAG-1` = 1L, + `CATGCTCTCTCTCGCA-1` = 1L, `GGAGATGGTCTCAGAT-1` = 1L, `GCAGCCATCCTGCCAT-1` = 1L, + `GACTCTCAGATACATG-1` = 1L, `CTGGCAGGTTGCCAAT-1` = 1L, `AGTAGTCAGGTGATAT-1` = 1L, `TTACCGCCAACCCGCA-1` = 1L, `GACTCAAAGAAGTCCG-1` = 1L, `TTCACGCGTCTCGGGT-1` = 1L, `ATCAGGTAGACTAAGT-1` = 1L, `AACGAAAAGGAACGAA-1` = 1L, `ATCCGTCGTGGCTACC-1` = 1L, `TCGTGGGTCGTGTCAA-1` = 1L, `GGGAGATCAGTTCACA-1` = 1L, `TATCCTAAGACATACA-1` = 1L, `CATCAAGTCAAAGGTA-1` = 1L, `AGAACCTGTTATTCTC-1` = 1L, `GGAGGATTCCAAAGGG-1` = 1L, - `CGAGAAGTCAGACCGC-1` = 1L, `GGACGTCCACTGCTTC-1` = 1L, `GGTAATCTCGAGCCAC-1` = 1L, - `CTGTATTGTACGACTT-1` = 1L, `AAACGCTTCTGAGATC-1` = 1L, `GGTTCTCAGGACTATA-1` = 1L, - `GAACTGTAGTAAGAGG-1` = 1L, `CCGATGGGTATGTGTC-1` = 1L, `GGCACGTAGACTTCCA-1` = 1L, - `TCATATCCACCTATCC-1` = 1L, `CATCCCACACGACGTC-1` = 1L, `ATCACAGTCAGCTTGA-1` = 1L, - `CACTTCGGTGCGACAA-1` = 1L, `CGAGTGCTCTTTGCAT-1` = 1L, `AGGTTACAGGATTTCC-1` = 1L, - `GGGAGTAAGTAGTCCT-1` = 1L, `AGGTTGTAGAACTGAT-1` = 1L, `CAGTTCCTCTCAACCC-1` = 1L, - `TAGTGCAGTATTAAGG-1` = 1L, `AGAGCCCAGTACTGTC-1` = 1L, `AGGTTACGTTGACTAC-1` = 1L, - `TCCTAATGTCGAACAG-1` = 1L, `CACCGTTTCTTAGTTC-1` = 1L, `ACAAAGAGTTAGGCCC-1` = 1L, - `AACCAACCACGACAAG-1` = 1L, `AGAAATGTCGCCGTGA-1` = 1L, `CTACAGACACATACTG-1` = 1L, - `AGAAGCGAGTGGCAGT-1` = 1L, `CGTGCTTCATTGCTGA-1` = 1L, `TGTCCACAGGCATCTT-1` = 1L, - `GTGCAGCAGCCTGAAG-1` = 1L, `TGTTTGTGTTCTTCAT-1` = 1L, `GTTCTATTCCCTCGTA-1` = 1L, - `CACTGGGTCTTCGTAT-1` = 1L, `GGAACCCGTCACTTCC-1` = 1L, `CTACCTGTCCACGTAA-1` = 1L, - `GCTCAAAGTATAGGAT-1` = 1L, `CACGTGGGTTGGAGGT-1` = 1L, `TACCCGTCAACGGCTC-1` = 1L, - `TGGGAAGTCCACCTCA-1` = 1L, `AAGACAACATCAACCA-1` = 1L, `TCTTTGAAGTGCAACG-1` = 1L, - `GTAGAAAAGCAGAAAG-1` = 1L, `CCGGTGAGTTGTTGAC-1` = 1L, `TTGCCTGCAGATCCTA-1` = 1L, - `ATCCTATGTTTGGGTT-1` = 1L, `AGGCCACTCATGAGTC-1` = 1L, `CCGGTGATCCTACCGT-1` = 1L, - `TCCACCACAAAGGCGT-1` = 1L, `CTTCAATAGGGCCTCT-1` = 1L, `GGCACGTTCAACGCTA-1` = 1L, - `AGCGCCACATAGTCGT-1` = 1L, `CGATGCGCATCTGTTT-1` = 1L, `CACTGGGCAACCAACT-1` = 1L, - `ATCGTGATCAGCGTCG-1` = 1L, `TTCCAATTCACTACTT-1` = 1L, `CTCAATTTCCAGCAAT-1` = 1L, - `TTTGGTTAGTTCAACC-1` = 1L, `GTGTGATAGAGCCGTA-1` = 1L, `TCACACCAGCAGCCCT-1` = 1L, - `ACTGTCCGTATGTCAC-1` = 1L, `TTGACCCGTATGTCCA-1` = 1L, `TCGGGACGTAACATGA-1` = 1L, - `GTTACGACATCCAACA-1` = 1L, `CTTCTAACAGGTTTAC-1` = 1L, `TGTGATGAGGACCCAA-1` = 1L, - `TGGATCAAGGGACAGG-1` = 1L, `ATGAAAGGTAACATGA-1` = 1L, `GTAAGTCCACGAGAAC-1` = 1L, - `TTTGACTAGCGGTATG-1` = 1L, `TTGGTTTAGTATCCTG-1` = 1L, `AGTAACCTCATGAGGG-1` = 1L, - `CACCAAAAGTTGTCAC-1` = 1L, `TTTAGTCTCCGATAAC-1` = 1L, `TCATGTTGTCATACCA-1` = 1L, - `ACACCAATCACACCGG-1` = 1L, `GCCAGGTTCGTTCGCT-1` = 1L, `GCTTGGGAGCCAAGTG-1` = 1L, - `CCGGACAGTCGTGGAA-1` = 1L, `ACCACAAGTCAGGTGA-1` = 1L, `GTGAGCCCATGGGAAC-1` = 1L, + `CGAGAAGTCAGACCGC-1` = 1L, `GGTAATCTCGAGCCAC-1` = 1L, `CTGTATTGTACGACTT-1` = 1L, + `AAACGCTTCTGAGATC-1` = 1L, `GGTTCTCAGGACTATA-1` = 1L, `GAACTGTAGTAAGAGG-1` = 1L, + `CCGATGGGTATGTGTC-1` = 1L, `GGCACGTAGACTTCCA-1` = 1L, `TCATATCCACCTATCC-1` = 1L, + `CATCCCACACGACGTC-1` = 1L, `ATCACAGTCAGCTTGA-1` = 1L, `CACTTCGGTGCGACAA-1` = 1L, + `CGAGTGCTCTTTGCAT-1` = 1L, `AGGTTACAGGATTTCC-1` = 1L, `GGGAGTAAGTAGTCCT-1` = 1L, + `AGGTTGTAGAACTGAT-1` = 1L, `CAGTTCCTCTCAACCC-1` = 1L, `TAGTGCAGTATTAAGG-1` = 1L, + `AGAGCCCAGTACTGTC-1` = 1L, `AGGTTACGTTGACTAC-1` = 1L, `TCCTAATGTCGAACAG-1` = 1L, + `CACCGTTTCTTAGTTC-1` = 1L, `ACAAAGAGTTAGGCCC-1` = 1L, `AACCAACCACGACAAG-1` = 1L, + `AGAAATGTCGCCGTGA-1` = 1L, `CTACAGACACATACTG-1` = 1L, `AGAAGCGAGTGGCAGT-1` = 1L, + `CGTGCTTCATTGCTGA-1` = 1L, `TGTCCACAGGCATCTT-1` = 1L, `GTGCAGCAGCCTGAAG-1` = 1L, + `TGTTTGTGTTCTTCAT-1` = 1L, `GTTCTATTCCCTCGTA-1` = 1L, `CACTGGGTCTTCGTAT-1` = 1L, + `GGAACCCGTCACTTCC-1` = 1L, `CTACCTGTCCACGTAA-1` = 1L, `GCTCAAAGTATAGGAT-1` = 1L, + `CACGTGGGTTGGAGGT-1` = 1L, `TACCCGTCAACGGCTC-1` = 1L, `TGGGAAGTCCACCTCA-1` = 1L, + `AAGACAACATCAACCA-1` = 1L, `TCTTTGAAGTGCAACG-1` = 1L, `GTAGAAAAGCAGAAAG-1` = 1L, + `CCGGTGAGTTGTTGAC-1` = 1L, `ATCCTATGTTTGGGTT-1` = 1L, `AGGCCACTCATGAGTC-1` = 1L, + `CCGGTGATCCTACCGT-1` = 1L, `CTTCAATAGGGCCTCT-1` = 1L, `GGCACGTTCAACGCTA-1` = 1L, + `AGCGCCACATAGTCGT-1` = 1L, `CGATGCGCATCTGTTT-1` = 1L, `TTCCAATTCACTACTT-1` = 1L, + `CTCAATTTCCAGCAAT-1` = 1L, `TTTGGTTAGTTCAACC-1` = 1L, `GTGTGATAGAGCCGTA-1` = 1L, + `TCACACCAGCAGCCCT-1` = 1L, `ACTGTCCGTATGTCAC-1` = 1L, `TTGACCCGTATGTCCA-1` = 1L, + `TCGGGACGTAACATGA-1` = 1L, `GTTACGACATCCAACA-1` = 1L, `CTTCTAACAGGTTTAC-1` = 1L, + `TGTGATGAGGACCCAA-1` = 1L, `TGGATCAAGGGACAGG-1` = 1L, `ATGAAAGGTAACATGA-1` = 1L, + `GTAAGTCCACGAGAAC-1` = 1L, `TTTGACTAGCGGTATG-1` = 1L, `TTGGTTTAGTATCCTG-1` = 1L, + `AGTAACCTCATGAGGG-1` = 1L, `CACCAAAAGTTGTCAC-1` = 1L, `TTTAGTCTCCGATAAC-1` = 1L, + `TCATGTTGTCATACCA-1` = 1L, `ACACCAATCACACCGG-1` = 1L, `GCCAGGTTCGTTCGCT-1` = 1L, + `GCTTGGGAGCCAAGTG-1` = 1L, `CCGGACAGTCGTGGAA-1` = 1L, `GTGAGCCCATGGGAAC-1` = 1L, `TCGTAGAGTGAGTCAG-1` = 1L, `TCCATCGAGTATAACG-1` = 1L, `CGAGGAACAAGGTACG-1` = 1L, `GCCAACGAGCTGACTT-1` = 1L, `GCTTTCGGTAACGGTG-1` = 1L, `TGCATCCTCACTACTT-1` = 1L, `AGACAAAGTGTCCTAA-1` = 1L, `AACAGGGTCACCCTCA-1` = 1L, `TGGGTTAGTTTACACG-1` = 1L, `TGGCGTGTCAGACCCG-1` = 1L, `AGTCTCCCACCTCAGG-1` = 1L, `TTGTGTTTCGTTGTGA-1` = 1L, - `TAGGGTTTCGTGCGAC-1` = 1L, `ACACAGTTCCACCTGT-1` = 1L, `CAAGGGACAGAGCGTA-1` = 1L, - `ATCCTATCAAGACCTT-1` = 1L, `TTACCGCAGGTAGATT-1` = 1L, `AGTAACCGTAGACACG-1` = 1L, - `CAACAACAGACATGCG-1` = 1L, `CTACAGACAGTTAGGG-1` = 1L, `CCTAACCTCTGCCCTA-1` = 1L, - `TGGTACACATTGAAGA-1` = 1L, `TATCTTGCACGTTCGG-1` = 1L, `TCAAGTGAGGATAATC-1` = 1L, + `TAGGGTTTCGTGCGAC-1` = 1L, `ACACAGTTCCACCTGT-1` = 1L, `ATCCTATCAAGACCTT-1` = 1L, + `TTACCGCAGGTAGATT-1` = 1L, `CAACAACAGACATGCG-1` = 1L, `CTACAGACAGTTAGGG-1` = 1L, + `CCTAACCTCTGCCCTA-1` = 1L, `TGGTACACATTGAAGA-1` = 1L, `TATCTTGCACGTTCGG-1` = 1L, `TACGGGCGTTATAGCC-1` = 1L, `CAGCAGCCAAGCAATA-1` = 1L, `CGCATGGAGGATTTCC-1` = 1L, `CTACAGAGTCGCCACA-1` = 1L, `TTCACGCGTTGGACCC-1` = 1L, `TGACTCCAGTCTTGGT-1` = 1L, `GTGTGATAGCCTGTGC-1` = 1L, `TGGGAGAGTTGTCTAG-1` = 1L, `TCACGGGGTGTGCTTA-1` = 1L, - `TGCTCGTCACGGATCC-1` = 1L, `CTCATGCTCCACGGGT-1` = 1L, `AGAAGTATCGAGTCCG-1` = 1L, - `TACGTCCTCCTTGACC-1` = 1L, `ATCCATTCAAATGATG-1` = 1L, `TGAGGGACAAGCTGTT-1` = 1L, - `ATTTCACTCTTGGAAC-1` = 1L, `CCCTAACTCCGCGGAT-1` = 1L, `ACCATTTGTTCTCCCA-1` = 1L, - `TGATCAGTCCTAACAG-1` = 1L, `AATGCCATCTTGAACG-1` = 1L, `CGAGTTAAGAAGGATG-1` = 1L, - `GAACTGTGTGAGCCAA-1` = 1L, `GTCACGGTCATCTATC-1` = 1L, `GGTGTCGTCCCATGGG-1` = 1L, - `AGTAGTCGTATCCCTC-1` = 1L, `TCGACGGGTGCATCTA-1` = 1L, `TCGCACTCAATCGCCG-1` = 1L, - `GTTTGGATCATACAGC-1` = 1L, `CCTCTCCAGCGTGTTT-1` = 1L, `ATGAGTCTCTTTGATC-1` = 1L, - `ATTCTACGTGTCCAAT-1` = 1L, `CCACACTAGTCAGCGA-1` = 1L, `TACCGAAGTCCTGTCT-1` = 1L, - `CTCACTGGTAGACAAT-1` = 1L, `CACGTGGTCTTCGTGC-1` = 1L, `TGGTTAGTCCGAGAAG-1` = 1L, - `CTACAGAGTACTCGCG-1` = 1L, `ACCCTCAGTCCTCCTA-1` = 1L, `CCTTTGGGTGATTCTG-1` = 1L, - `AATCGACGTGATACCT-1` = 1L, `GTGCTTCAGCGTGCTC-1` = 1L, `ACTGTGACATTCTTCA-1` = 1L, - `GGGACCTCAGAGTGTG-1` = 1L, `CAGGTATAGCTGCGAA-1` = 1L, `GAGGGTACAAACCACT-1` = 1L, - `GATTGGTGTACGATGG-1` = 1L, `ATGCGATTCTGTCGTC-1` = 1L, `GTAAGTCGTACCTAAC-1` = 1L, - `GACTCAAAGGGAACAA-1` = 1L, `TTACGCCGTCGTACAT-1` = 1L, `TATCTGTCATAACTCG-1` = 1L, - `AGCTTCCAGCAAATCA-1` = 1L, `GAGTTGTCACAGTATC-1` = 1L, `TTCTGTACAACGCCCA-1` = 1L, - `CTTCCGAAGGTCCCGT-1` = 1L, `AGATCGTCACCCTTAC-1` = 1L, `CTATCTAAGACATAAC-1` = 1L, - `ACGTACACAAGTGTCT-1` = 1L, `TGATTCTCAGTAGAGC-1` = 1L, `TTTGACTAGTCATACC-1` = 1L, - `CAATCGAAGTCCCTAA-1` = 1L, `ATACCTTTCCTAGAGT-1` = 1L, `CGGAATTAGTAGGGTC-1` = 1L, - `ACATCCCTCGATTCCC-1` = 1L, `AACCACAAGTTGAAGT-1` = 1L, `GATCAGTCACCAGCTG-1` = 1L, - `CGATGCGTCGATTCCC-1` = 1L, `TGACAGTAGGCATGCA-1` = 1L, `TTCAATCCACTTCAGA-1` = 1L, - `GAGACCCCATATCGGT-1` = 1L, `ACCGTTCTCCCATAAG-1` = 1L, `AGATCCAGTAACAGGC-1` = 1L, - `TCTGGCTGTGGTAACG-1` = 1L, `CGGCAGTGTTCAAAGA-1` = 1L, `TTCTGTAAGCCTTGAT-1` = 1L, - `GGGTCACGTGAGATAT-1` = 1L, `AGTTAGCAGACGCCCT-1` = 1L, `TTGCCTGGTATACGGG-1` = 1L, - `AAGACTCGTTGCCTAA-1` = 1L, `GAGGCCTGTACTGCCG-1` = 1L, `CAGCCAGCATCGCCTT-1` = 1L, - `TCACAAGGTACCTAGT-1` = 1L, `TACCGAAAGGCCTTCG-1` = 1L, `TGAATCGGTGGTTCTA-1` = 1L, - `AATGCCAAGTTACGTC-1` = 1L, `AGAACCTCAGCGTGAA-1` = 1L, `GCACTAACATTGACAC-1` = 1L, - `ATTCATCCACTCCGGA-1` = 1L, `AGTAACCAGAAGCCAC-1` = 1L, `AGATCGTCACTTACAG-1` = 1L, - `AGGGAGTGTTTACACG-1` = 1L, `CAAGAGGAGGCAGGTT-1` = 1L, `GGTGGCTAGAAGCCTG-1` = 1L, - `TTTCGATCAACGAGGT-1` = 1L, `AATGACCTCAATCGGT-1` = 1L, `GCAACATGTCCTACAA-1` = 1L, - `CCTCCAAAGCGACTAG-1` = 1L, `CATCCCAGTACCGTCG-1` = 1L, `GTTTGGAGTTTCGACA-1` = 1L, - `GGTGGCTTCTAGCCTC-1` = 1L, `AACAAAGGTAGTGGCA-1` = 1L, `TAGATCGAGTTAGTAG-1` = 1L, - `AGCTCAAAGGCCCGTT-1` = 1L, `GTCGAATCACAGACGA-1` = 1L, `ATGACCATCCCGTTCA-1` = 1L, - `GTCAGCGGTTTGACAC-1` = 1L, `GCAACATAGCACTTTG-1` = 1L, `CAGCGTGGTACGATCT-1` = 1L, + `TGCTCGTCACGGATCC-1` = 1L, `CTCATGCTCCACGGGT-1` = 1L, `TACGTCCTCCTTGACC-1` = 1L, + `ATCCATTCAAATGATG-1` = 1L, `TGAGGGACAAGCTGTT-1` = 1L, `ATTTCACTCTTGGAAC-1` = 1L, + `CCCTAACTCCGCGGAT-1` = 1L, `ACCATTTGTTCTCCCA-1` = 1L, `TGATCAGTCCTAACAG-1` = 1L, + `AATGCCATCTTGAACG-1` = 1L, `CGAGTTAAGAAGGATG-1` = 1L, `GAACTGTGTGAGCCAA-1` = 1L, + `GTCACGGTCATCTATC-1` = 1L, `GGTGTCGTCCCATGGG-1` = 1L, `AGTAGTCGTATCCCTC-1` = 1L, + `TCGACGGGTGCATCTA-1` = 1L, `TCGCACTCAATCGCCG-1` = 1L, `GTTTGGATCATACAGC-1` = 1L, + `CCTCTCCAGCGTGTTT-1` = 1L, `ATGAGTCTCTTTGATC-1` = 1L, `ATTCTACGTGTCCAAT-1` = 1L, + `CCACACTAGTCAGCGA-1` = 1L, `TACCGAAGTCCTGTCT-1` = 1L, `CTCACTGGTAGACAAT-1` = 1L, + `CACGTGGTCTTCGTGC-1` = 1L, `TGGTTAGTCCGAGAAG-1` = 1L, `CTACAGAGTACTCGCG-1` = 1L, + `ACCCTCAGTCCTCCTA-1` = 1L, `CCTTTGGGTGATTCTG-1` = 1L, `AATCGACGTGATACCT-1` = 1L, + `GTGCTTCAGCGTGCTC-1` = 1L, `ACTGTGACATTCTTCA-1` = 1L, `GGGACCTCAGAGTGTG-1` = 1L, + `CAGGTATAGCTGCGAA-1` = 1L, `GAGGGTACAAACCACT-1` = 1L, `GATTGGTGTACGATGG-1` = 1L, + `ATGCGATTCTGTCGTC-1` = 1L, `GTAAGTCGTACCTAAC-1` = 1L, `GACTCAAAGGGAACAA-1` = 1L, + `TTACGCCGTCGTACAT-1` = 1L, `TATCTGTCATAACTCG-1` = 1L, `AGCTTCCAGCAAATCA-1` = 1L, + `GAGTTGTCACAGTATC-1` = 1L, `TTCTGTACAACGCCCA-1` = 1L, `CTTCCGAAGGTCCCGT-1` = 1L, + `AGATCGTCACCCTTAC-1` = 1L, `CTATCTAAGACATAAC-1` = 1L, `ACGTACACAAGTGTCT-1` = 1L, + `TGATTCTCAGTAGAGC-1` = 1L, `TTTGACTAGTCATACC-1` = 1L, `CAATCGAAGTCCCTAA-1` = 1L, + `ATACCTTTCCTAGAGT-1` = 1L, `CGGAATTAGTAGGGTC-1` = 1L, `ACATCCCTCGATTCCC-1` = 1L, + `AACCACAAGTTGAAGT-1` = 1L, `GATCAGTCACCAGCTG-1` = 1L, `CGATGCGTCGATTCCC-1` = 1L, + `TTCAATCCACTTCAGA-1` = 1L, `GAGACCCCATATCGGT-1` = 1L, `ACCGTTCTCCCATAAG-1` = 1L, + `AGATCCAGTAACAGGC-1` = 1L, `TCTGGCTGTGGTAACG-1` = 1L, `CGGCAGTGTTCAAAGA-1` = 1L, + `TTCTGTAAGCCTTGAT-1` = 1L, `GGGTCACGTGAGATAT-1` = 1L, `AGTTAGCAGACGCCCT-1` = 1L, + `TTGCCTGGTATACGGG-1` = 1L, `AAGACTCGTTGCCTAA-1` = 1L, `GAGGCCTGTACTGCCG-1` = 1L, + `CAGCCAGCATCGCCTT-1` = 1L, `TCACAAGGTACCTAGT-1` = 1L, `TACCGAAAGGCCTTCG-1` = 1L, + `TGAATCGGTGGTTCTA-1` = 1L, `AATGCCAAGTTACGTC-1` = 1L, `AGAACCTCAGCGTGAA-1` = 1L, + `GCACTAACATTGACAC-1` = 1L, `ATTCATCCACTCCGGA-1` = 1L, `AGTAACCAGAAGCCAC-1` = 1L, + `AGATCGTCACTTACAG-1` = 1L, `AGGGAGTGTTTACACG-1` = 1L, `TTTCGATCAACGAGGT-1` = 1L, + `AATGACCTCAATCGGT-1` = 1L, `CCTCCAAAGCGACTAG-1` = 1L, `CATCCCAGTACCGTCG-1` = 1L, + `GTTTGGAGTTTCGACA-1` = 1L, `GGTGGCTTCTAGCCTC-1` = 1L, `AACAAAGGTAGTGGCA-1` = 1L, + `TAGATCGAGTTAGTAG-1` = 1L, `AGCTCAAAGGCCCGTT-1` = 1L, `GTCGAATCACAGACGA-1` = 1L, + `ATGACCATCCCGTTCA-1` = 1L, `GTCAGCGGTTTGACAC-1` = 1L, `GCAACATAGCACTTTG-1` = 1L, `AGATGAACACACCTTC-1` = 1L, `TGTTCCGTCTAGACAC-1` = 1L, `CCCTTAGAGAGGGCGA-1` = 1L, `TGAGGAGCATGGAAGC-1` = 1L, `ACGGGTCCAGTTGTCA-1` = 1L, `GTGCAGCAGTTAGTAG-1` = 1L, `GTGTAACCAGTAACCT-1` = 1L, `TGAGGTTAGCGTCAAG-1` = 1L, `CATCCGTAGTTGCTGT-1` = 1L, `AGTAACCGTATTTCCT-1` = 1L, `GTCTTTAAGGTCGTAG-1` = 1L, `CCTAAGAGTGTTACTG-1` = 1L, - `AGAGAATTCTATCGCC-1` = 1L, `TATTCCAGTTTGGAAA-1` = 1L, `TGGCGTGTCCTCTCGA-1` = 1L, - `GATTCGAGTGCCGAAA-1` = 1L, `CTCAGGGTCGCTTTAT-1` = 1L, `CCACGTTTCATTGGTG-1` = 1L, - `GATGGAGCAAAGGCGT-1` = 1L, `TACTTCAAGACGCCCT-1` = 1L, `GGAAGTGCAAGTTCGT-1` = 1L, - `AGTCAACAGGTAAGTT-1` = 1L, `GCAGCCAGTACAACGG-1` = 1L, `GATGACTTCTTTCCAA-1` = 1L, - `TTGGGCGAGGGTGAAA-1` = 1L, `CCCTGATTCATGACAC-1` = 1L, `TCTGCCATCTGTGCTC-1` = 1L, - `TTTCAGTCAGTCTCTC-1` = 1L, `GACACGCAGTTGCTGT-1` = 1L, `TAATTCCAGCACTTTG-1` = 1L, - `TGTGAGTTCCTGTAAG-1` = 1L, `CACTGTCGTCGAACAG-1` = 1L, `ACGGGTCAGCGACTGA-1` = 1L, - `GTGAGTTGTGGTCTAT-1` = 1L, `AATGACCTCAACCTCC-1` = 1L, `TCAAGACAGCTTTGTG-1` = 1L, - `GGGAGATGTCTGTGAT-1` = 1L, `TCCGATCGTGGCCTCA-1` = 1L, `CTCCATGAGCCGGATA-1` = 1L, - `CGGAACCTCCCTCAAC-1` = 1L, `TCAGGGCGTAATGTGA-1` = 1L, `AACGGGAGTGCAATGG-1` = 1L, - `GATTCGAGTGGGAGAG-1` = 1L, `AGATCCAGTTAGGCTT-1` = 1L, `GAGAAATGTCGCGTCA-1` = 1L, - `GACTATGGTATCTTCT-1` = 1L, `ATGGGTTAGCCATTCA-1` = 1L, `TGGATCAAGCGACTGA-1` = 1L, - `TGCTGAATCCTATTGT-1` = 1L, `GACCCTTAGTCCCGAC-1` = 1L, `TCACTATTCACTTATC-1` = 1L, - `TAAGCGTGTAGTCGGA-1` = 1L, `GTGCAGCAGTGGCGAT-1` = 1L, `TGAATCGCACGCTGAC-1` = 1L, - `CGTAGTACATGTACGT-1` = 1L, `GTCTCACAGAACAAGG-1` = 1L, `ATATCCTAGGGATCAC-1` = 1L, - `GATGATCTCAAGCCGC-1` = 1L, `GCAACCGCAGTTTCGA-1` = 1L, `ATCATTCTCACGTCCT-1` = 1L, - `CCGGTGAGTTGATCGT-1` = 1L, `GAAATGAGTGTAGGAC-1` = 1L, `AGAAATGTCTGTAAGC-1` = 1L, - `GACTCAATCGGAGTGA-1` = 1L, `ACAAAGACAGTCAGCC-1` = 1L, `AACCTGATCACTGGTA-1` = 1L, - `GGTGTCGGTTAGAAGT-1` = 1L, `CAACCAAAGTACGAGC-1` = 1L, `AAGTTCGAGAGAACCC-1` = 1L, + `AGAGAATTCTATCGCC-1` = 1L, `TATTCCAGTTTGGAAA-1` = 1L, `GATTCGAGTGCCGAAA-1` = 1L, + `CTCAGGGTCGCTTTAT-1` = 1L, `CCACGTTTCATTGGTG-1` = 1L, `GATGGAGCAAAGGCGT-1` = 1L, + `TACTTCAAGACGCCCT-1` = 1L, `GGAAGTGCAAGTTCGT-1` = 1L, `AGTCAACAGGTAAGTT-1` = 1L, + `GCAGCCAGTACAACGG-1` = 1L, `GATGACTTCTTTCCAA-1` = 1L, `TTGGGCGAGGGTGAAA-1` = 1L, + `CCCTGATTCATGACAC-1` = 1L, `TCTGCCATCTGTGCTC-1` = 1L, `TTTCAGTCAGTCTCTC-1` = 1L, + `GACACGCAGTTGCTGT-1` = 1L, `TAATTCCAGCACTTTG-1` = 1L, `TGTGAGTTCCTGTAAG-1` = 1L, + `CACTGTCGTCGAACAG-1` = 1L, `ACGGGTCAGCGACTGA-1` = 1L, `GTGAGTTGTGGTCTAT-1` = 1L, + `AATGACCTCAACCTCC-1` = 1L, `TCAAGACAGCTTTGTG-1` = 1L, `GGGAGATGTCTGTGAT-1` = 1L, + `TCCGATCGTGGCCTCA-1` = 1L, `CTCCATGAGCCGGATA-1` = 1L, `CGGAACCTCCCTCAAC-1` = 1L, + `TCAGGGCGTAATGTGA-1` = 1L, `AACGGGAGTGCAATGG-1` = 1L, `GATTCGAGTGGGAGAG-1` = 1L, + `AGATCCAGTTAGGCTT-1` = 1L, `GAGAAATGTCGCGTCA-1` = 1L, `GACTATGGTATCTTCT-1` = 1L, + `ATGGGTTAGCCATTCA-1` = 1L, `TGGATCAAGCGACTGA-1` = 1L, `TGCTGAATCCTATTGT-1` = 1L, + `GACCCTTAGTCCCGAC-1` = 1L, `TCACTATTCACTTATC-1` = 1L, `TAAGCGTGTAGTCGGA-1` = 1L, + `GTGCAGCAGTGGCGAT-1` = 1L, `CGTAGTACATGTACGT-1` = 1L, `GTCTCACAGAACAAGG-1` = 1L, + `ATATCCTAGGGATCAC-1` = 1L, `GATGATCTCAAGCCGC-1` = 1L, `GCAACCGCAGTTTCGA-1` = 1L, + `ATCATTCTCACGTCCT-1` = 1L, `CCGGTGAGTTGATCGT-1` = 1L, `GAAATGAGTGTAGGAC-1` = 1L, + `AGAAATGTCTGTAAGC-1` = 1L, `GACTCAATCGGAGTGA-1` = 1L, `ACAAAGACAGTCAGCC-1` = 1L, + `AACCTGATCACTGGTA-1` = 1L, `GGTGTCGGTTAGAAGT-1` = 1L, `CAACCAAAGTACGAGC-1` = 1L, `TCGACCTAGACGACTG-1` = 1L, `AATGCCATCTTACCAT-1` = 1L, `GGGTATTCACCCGTAG-1` = 1L, `CACGTTCTCGACCTAA-1` = 1L, `GCAGGCTCAAACTGCT-1` = 1L, `ACGGTCGGTATGGGAC-1` = 1L, `CCCTTAGAGACGCATG-1` = 1L, `ACATTTCAGCCGTAAG-1` = 1L, `GTGAGCCGTGTGTGTT-1` = 1L, @@ -238413,10249 +226748,32270 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr `CTTTCAAAGGATTCCT-1` = 1L, `TGGTGATTCTCCATAT-1` = 1L, `ACCTGTCAGTGCAGCA-1` = 1L, `AGATCCAGTGACTAAA-1` = 1L, `ATTATCCCACGCAAAG-1` = 1L, `CGGAACCCAACGCATT-1` = 1L, `GTTCGCTAGTAATCCC-1` = 1L, `TGTTCCGGTTGCCATA-1` = 1L, `TGTCAGAAGTTCGCAT-1` = 1L, - `TTCCTTCCATGACTAC-1` = 1L, `GCGTGCATCTATACGG-1` = 1L, `AACAGGGAGAGCGACT-1` = 1L, - `ACCCTCATCTGAGAGG-1` = 1L, `CGAGGCTTCGAACACT-1` = 1L, `AAAGAACGTAGGCAGT-1` = 1L, - `CAGATACAGTAGAGTT-1` = 1L, `TGGATGTAGTTTGTCG-1` = 1L, `TCAGGGCCACTTCATT-1` = 1L, - `CTTCTCTCATGACCCG-1` = 1L, `GCATCGGAGCGCCTTG-1` = 1L, `GTAATCGAGAATACAC-1` = 1L, - `GGAATCTGTTACCCTC-1` = 1L, `TCCATCGCATGATAGA-1` = 1L, `AGGACTTAGGGCTTCC-1` = 1L, - `CCTTTGGCATTCTCCG-1` = 1L, `CTTCAATTCCGATAAC-1` = 1L, `TTGTTGTGTCTACGAT-1` = 1L, - `ATGAAAGAGGAGTACC-1` = 1L, `TGGAGAGGTACGCTAT-1` = 1L, `TGCAGATAGCTATCCA-1` = 1L, - `CAAGAGGCACCGTGCA-1` = 1L, `TAGACTGCAGCCGGTT-1` = 1L, `TGACGCGAGCCTCTTC-1` = 1L, - `GCGAGAATCGCTGTTC-1` = 1L, `AGACTCAGTGTAACGG-1` = 1L, `ACCCTTGGTTACCGTA-1` = 1L, - `AGTGTTGTCTATGTGG-1` = 1L, `TGTTGAGGTTCCCAAA-1` = 1L, `CGCGTGAAGGCTTCCG-1` = 1L, - `AACCTTTCAGTGGTGA-1` = 1L, `ACAGCCGGTCTGTCAA-1` = 1L, `GTCACGGGTTATTCCT-1` = 1L, - `ATGACCACATCGATCA-1` = 1L, `TTCCAATGTCCTCATC-1` = 1L, `TGAGTCAAGACTCTTG-1` = 1L, - `TGTGCGGTCATTACTC-1` = 1L, `CATGCGGAGTCGGGAT-1` = 1L, `TGCGATATCGTAGTCA-1` = 1L, - `CTCATGCCAAACGTGG-1` = 1L, `AAAGTCCTCCTTCAGC-1` = 1L, `ATCGGCGTCACAAGAA-1` = 1L, - `CTGGTCTGTGGTTTAC-1` = 1L, `ATCCCTGCAGATAAAC-1` = 1L, `CATCGCTTCCTTCTAA-1` = 1L, - `TCATGGAAGAAGATCT-1` = 1L, `ACGGTCGTCTTAAGGC-1` = 1L, `CGGGCATTCATTTGTC-1` = 1L, - `GGGTTTACAGGTCAGA-1` = 1L, `ACAGGGACAAGCTGTT-1` = 1L, `GGGACCTAGCCTTGAT-1` = 1L, - `CGTAAGTAGTGGGAAA-1` = 1L, `AGGTTGTAGCCGAACA-1` = 1L, `CTATCTAGTATGTGTC-1` = 1L, - `TTCATTGTCGAGTCCG-1` = 1L, `TAGGGTTAGCGGGTAT-1` = 1L, `CCTAACCGTGCCTACG-1` = 1L, - `CCCATTGAGTTGGCTT-1` = 1L, `ATGCATGTCGCATTGA-1` = 1L, `GAGGGTAGTGGTTTAC-1` = 1L, - `TTCCACGCACATTGTG-1` = 1L, `AAGATAGTCCTATTGT-1` = 1L, `ACCTGTCCAGGACTAG-1` = 1L, - `CATGGTAGTGTTGATC-1` = 1L, `TGTTTGTTCATTTGTC-1` = 1L, `CCGTTCACAACGGCTC-1` = 1L, - `ACTGTCCCATCACGGC-1` = 1L, `CTCATGCAGCCGATCC-1` = 1L, `GCTACCTAGCCGAACA-1` = 1L, - `ACCACAAAGTATAACG-1` = 1L, `AGTTCCCTCCGTATGA-1` = 1L, `TCATTGTGTATACCTG-1` = 1L, + `GCGTGCATCTATACGG-1` = 1L, `AACAGGGAGAGCGACT-1` = 1L, `ACCCTCATCTGAGAGG-1` = 1L, + `CGAGGCTTCGAACACT-1` = 1L, `AAAGAACGTAGGCAGT-1` = 1L, `CAGATACAGTAGAGTT-1` = 1L, + `TCAGGGCCACTTCATT-1` = 1L, `CTTCTCTCATGACCCG-1` = 1L, `GCATCGGAGCGCCTTG-1` = 1L, + `GTAATCGAGAATACAC-1` = 1L, `GGAATCTGTTACCCTC-1` = 1L, `TCCATCGCATGATAGA-1` = 1L, + `AGGACTTAGGGCTTCC-1` = 1L, `CCTTTGGCATTCTCCG-1` = 1L, `CTTCAATTCCGATAAC-1` = 1L, + `TTGTTGTGTCTACGAT-1` = 1L, `ATGAAAGAGGAGTACC-1` = 1L, `TGGAGAGGTACGCTAT-1` = 1L, + `TGCAGATAGCTATCCA-1` = 1L, `CAAGAGGCACCGTGCA-1` = 1L, `TAGACTGCAGCCGGTT-1` = 1L, + `TGACGCGAGCCTCTTC-1` = 1L, `GCGAGAATCGCTGTTC-1` = 1L, `AGACTCAGTGTAACGG-1` = 1L, + `ACCCTTGGTTACCGTA-1` = 1L, `AGTGTTGTCTATGTGG-1` = 1L, `TGTTGAGGTTCCCAAA-1` = 1L, + `CGCGTGAAGGCTTCCG-1` = 1L, `AACCTTTCAGTGGTGA-1` = 1L, `ACAGCCGGTCTGTCAA-1` = 1L, + `CACATGATCTATTCGT-1` = 1L, `GTCACGGGTTATTCCT-1` = 1L, `ATGACCACATCGATCA-1` = 1L, + `TTCCAATGTCCTCATC-1` = 1L, `TGAGTCAAGACTCTTG-1` = 1L, `TGTGCGGTCATTACTC-1` = 1L, + `CATGCGGAGTCGGGAT-1` = 1L, `TGCGATATCGTAGTCA-1` = 1L, `CTCATGCCAAACGTGG-1` = 1L, + `AAAGTCCTCCTTCAGC-1` = 1L, `ATCGGCGTCACAAGAA-1` = 1L, `CTGGTCTGTGGTTTAC-1` = 1L, + `ATCCCTGCAGATAAAC-1` = 1L, `CATCGCTTCCTTCTAA-1` = 1L, `TCATGGAAGAAGATCT-1` = 1L, + `ACGGTCGTCTTAAGGC-1` = 1L, `CGGGCATTCATTTGTC-1` = 1L, `GGGTTTACAGGTCAGA-1` = 1L, + `ACAGGGACAAGCTGTT-1` = 1L, `GGGACCTAGCCTTGAT-1` = 1L, `CGTAAGTAGTGGGAAA-1` = 1L, + `AGGTTGTAGCCGAACA-1` = 1L, `TTCATTGTCGAGTCCG-1` = 1L, `TAGGGTTAGCGGGTAT-1` = 1L, + `CCTAACCGTGCCTACG-1` = 1L, `CCCATTGAGTTGGCTT-1` = 1L, `ATGCATGTCGCATTGA-1` = 1L, + `GAGGGTAGTGGTTTAC-1` = 1L, `TTCCACGCACATTGTG-1` = 1L, `AAGATAGTCCTATTGT-1` = 1L, + `ACCTGTCCAGGACTAG-1` = 1L, `CATGGTAGTGTTGATC-1` = 1L, `TGTTTGTTCATTTGTC-1` = 1L, + `CCGTTCACAACGGCTC-1` = 1L, `ACTGTCCCATCACGGC-1` = 1L, `CTCATGCAGCCGATCC-1` = 1L, + `GCTACCTAGCCGAACA-1` = 1L, `ACCACAAAGTATAACG-1` = 1L, `AGTTCCCTCCGTATGA-1` = 1L, `GTTCATTAGTGGATTA-1` = 1L, `GTGACGCAGGTCGTGA-1` = 1L, `AGTAACCAGTATTGCC-1` = 1L, `CTTCTAACATCGTTCC-1` = 1L, `GACACGCCATGCCATA-1` = 1L, `GGTGAAGAGTCCTACA-1` = 1L, `GTAGCTACACCAGTTA-1` = 1L, `TAGACCACAGCAAGAC-1` = 1L, `CAACAACGTACTAGCT-1` = 1L, `AGCGCTGTCAGTCATG-1` = 1L, `TTCAGGACAGGTAGTG-1` = 1L, `GTTGTCCAGCACACAG-1` = 1L, `GTGAGTTAGCAAGCCA-1` = 1L, `ACCCTTGGTGTTCGAT-1` = 1L, `TGTACAGCAAACTAAG-1` = 1L, `ACAGCCGGTGATGTAA-1` = 1L, `TCGTCCACACCAGACC-1` = 1L, `TAACCAGCAACGGCTC-1` = 1L, - `ACTTATCCAATCGCCG-1` = 1L, `AATTCCTCAAGACCTT-1` = 1L, `GTATTGGCATGGGTCC-1` = 1L, - `CAACAGTCACGGTGAA-1` = 1L, `CCAATTTCAGGCTTGC-1` = 1L, `GTTGTCCCAGGCCCTA-1` = 1L, - `TAACCAGGTGGCGTAA-1` = 1L, `GTTCGCTAGGGACCAT-1` = 1L, `GCACGTGGTGGAAGTC-1` = 1L, - `GCACATATCCCTTTGG-1` = 1L, `CATCGCTTCAAATAGG-1` = 1L, `GGATCTACACTTGACA-1` = 1L, + `ACTTATCCAATCGCCG-1` = 1L, `GTATTGGCATGGGTCC-1` = 1L, `CAACAGTCACGGTGAA-1` = 1L, + `CCAATTTCAGGCTTGC-1` = 1L, `GTTGTCCCAGGCCCTA-1` = 1L, `TAACCAGGTGGCGTAA-1` = 1L, + `GTTCGCTAGGGACCAT-1` = 1L, `GCACGTGGTGGAAGTC-1` = 1L, `GCACATATCCCTTTGG-1` = 1L, + `CATCGCTTCAAATAGG-1` = 1L, `GGATCTACACTTGACA-1` = 1L, `TTCCGGTCAACACACT-1` = 1L, `CTCCAACGTGATTAGA-1` = 1L, `CCCTGATTCTCATGGA-1` = 1L, `CACTGAATCTATGTGG-1` = 1L, - `GCCTGTTTCGATACAC-1` = 1L, `CACGGGTTCTTACACT-1` = 1L, `TCCCATGCAGTCGGTC-1` = 1L, - `CGTAATGTCATACGAC-1` = 1L, `CCTCCTCTCCGGTTCT-1` = 1L, `AGGTTACTCCTAACAG-1` = 1L, - `GGGACAATCTATTGTC-1` = 1L, `ACAACCACATGGAACG-1` = 1L, `ATCCGTCTCAGCGGAA-1` = 1L, - `AATTCCTTCCCATAGA-1` = 1L, `CTCTGGTGTAGATCGG-1` = 1L, `CATTGTTGTGGGACAT-1` = 1L, - `CATCCGTAGCGTTCCG-1` = 1L, `TGAGCATGTTGGATCT-1` = 1L, `GCCGTGAAGCATCAAA-1` = 1L, - `CTTCGGTGTTTCACTT-1` = 1L, `CTACCTGAGACAACAT-1` = 1L, `CACGTGGTCTTCTTCC-1` = 1L, - `ATTTCACGTATTTCTC-1` = 1L, `CTAGACACACATTCGA-1` = 1L, `CAAGAGGAGACGCAGT-1` = 1L, - `GATGAGGCAGGCATTT-1` = 1L, `AATCACGAGCAAATCA-1` = 1L, `TTACTGTGTGCCCAGT-1` = 1L, - `ATGGAGGAGCCTTTCC-1` = 1L, `TTAATCCTCGCTTGCT-1` = 1L, `TCAAGCATCTGTCAGA-1` = 1L, - `GTCACGGGTCCAAGAG-1` = 1L, `ATTTCTGAGCCTATTG-1` = 1L, `TACAGGTCAAGAATAC-1` = 1L, - `ACCTGAAAGGGAGGTG-1` = 1L, `TATCGCCAGTCCCAAT-1` = 1L, `GACTTCCCAAAGACTA-1` = 1L, - `TCCGAAACAACGTTAC-1` = 1L, `CAAGCTACATACTGTG-1` = 1L, `ATCGGATAGGATCATA-1` = 1L, - `GGTAACTTCGAGTGAG-1` = 1L, `GGAATCTCAGCAGTAG-1` = 1L, `CTGTAGATCTATGTGG-1` = 1L, - `GCCAGGTAGCATCAGG-1` = 1L, `AGGTAGGAGGCCACCT-1` = 1L, `TTCAGGATCGCTGTTC-1` = 1L, - `TACGGGCTCTTGGATG-1` = 1L, `TGTACAGGTCGCCTAG-1` = 1L, `CGACAGCGTAGTCGTT-1` = 1L, - `ATTCTTGGTATCGCTA-1` = 1L, `CTCATGCGTCGGTGTC-1` = 1L, `CGTGAATCAAGAATAC-1` = 1L, - `ACCTACCTCTTCTGGC-1` = 1L, `TGATGCAAGTGGGAAA-1` = 1L, `TTCACGCGTAGACAGC-1` = 1L, - `AGGGTTTAGTCTAGCT-1` = 1L, `ACAAGCTTCGTTGTGA-1` = 1L, `TGCCGAGAGCTAAACA-1` = 1L, - `GGGACAAAGAGCAAGA-1` = 1L, `TCGAACATCGGATAAA-1` = 1L, `CAGCACGGTTCGTACA-1` = 1L, - `GCACATACAAGCACAG-1` = 1L, `AGTCTCCCAGCGATTT-1` = 1L, `TGTTCCGCAGTCCGTG-1` = 1L, - `ACTACGACATCCGTTC-1` = 1L, `GCTACAAGTTGCGGCT-1` = 1L, `ACCGTTCAGAACGTGC-1` = 1L, - `AGCTACACATCCGGCA-1` = 1L, `TGTGGCGAGGACATCG-1` = 1L, `CCTTGTGAGTCTAGAA-1` = 1L, - `ACCATTTGTTATTCTC-1` = 1L, `GCCAACGGTGAACTAA-1` = 1L, `CCCTCTCAGAACTTCC-1` = 1L, - `TCAATCTGTACATACC-1` = 1L, `CATTCATTCTAGCCTC-1` = 1L, `TCAGTGACAGGCTATT-1` = 1L, - `TCAGTGATCACACCCT-1` = 1L, `ATCGTCCAGTTTGCTG-1` = 1L, `CTTCTAACAGCTTCCT-1` = 1L, - `TAACTTCAGGTAGATT-1` = 1L, `TTTCCTCAGCTTCGTA-1` = 1L, `CGGAGAAGTCACCGCA-1` = 1L, - `GTGATGTCAAATGATG-1` = 1L, `CACGTGGGTTAGTTCG-1` = 1L, `GAAGGGTGTGAAGCTG-1` = 1L, + `TGCTTGCCATGTCAGT-1` = 1L, `GCCTGTTTCGATACAC-1` = 1L, `CACGGGTTCTTACACT-1` = 1L, + `TCCCATGCAGTCGGTC-1` = 1L, `CGTAATGTCATACGAC-1` = 1L, `CCTCCTCTCCGGTTCT-1` = 1L, + `AGGTTACTCCTAACAG-1` = 1L, `GGGACAATCTATTGTC-1` = 1L, `ACAACCACATGGAACG-1` = 1L, + `ATCCGTCTCAGCGGAA-1` = 1L, `AATTCCTTCCCATAGA-1` = 1L, `CTCTGGTGTAGATCGG-1` = 1L, + `CATTGTTGTGGGACAT-1` = 1L, `CATCCGTAGCGTTCCG-1` = 1L, `TGAGCATGTTGGATCT-1` = 1L, + `GCCGTGAAGCATCAAA-1` = 1L, `CTTCGGTGTTTCACTT-1` = 1L, `CTACCTGAGACAACAT-1` = 1L, + `CACGTGGTCTTCTTCC-1` = 1L, `ATTTCACGTATTTCTC-1` = 1L, `CTAGACACACATTCGA-1` = 1L, + `CAAGAGGAGACGCAGT-1` = 1L, `GATGAGGCAGGCATTT-1` = 1L, `AATCACGAGCAAATCA-1` = 1L, + `TTACTGTGTGCCCAGT-1` = 1L, `ATGGAGGAGCCTTTCC-1` = 1L, `TTAATCCTCGCTTGCT-1` = 1L, + `TCAAGCATCTGTCAGA-1` = 1L, `GTCACGGGTCCAAGAG-1` = 1L, `ATTTCTGAGCCTATTG-1` = 1L, + `TACAGGTCAAGAATAC-1` = 1L, `ACCTGAAAGGGAGGTG-1` = 1L, `TATCGCCAGTCCCAAT-1` = 1L, + `GACTTCCCAAAGACTA-1` = 1L, `TCCGAAACAACGTTAC-1` = 1L, `CAAGCTACATACTGTG-1` = 1L, + `ATCGGATAGGATCATA-1` = 1L, `GGTAACTTCGAGTGAG-1` = 1L, `GGAATCTCAGCAGTAG-1` = 1L, + `CTGTAGATCTATGTGG-1` = 1L, `GCCAGGTAGCATCAGG-1` = 1L, `AGGTAGGAGGCCACCT-1` = 1L, + `TTCAGGATCGCTGTTC-1` = 1L, `TACGGGCTCTTGGATG-1` = 1L, `TGTACAGGTCGCCTAG-1` = 1L, + `CGACAGCGTAGTCGTT-1` = 1L, `ATTCTTGGTATCGCTA-1` = 1L, `CTCATGCGTCGGTGTC-1` = 1L, + `CGTGAATCAAGAATAC-1` = 1L, `ACCTACCTCTTCTGGC-1` = 1L, `TGATGCAAGTGGGAAA-1` = 1L, + `TTCACGCGTAGACAGC-1` = 1L, `AGGGTTTAGTCTAGCT-1` = 1L, `ACAAGCTTCGTTGTGA-1` = 1L, + `TGCCGAGAGCTAAACA-1` = 1L, `GGGACAAAGAGCAAGA-1` = 1L, `TCGAACATCGGATAAA-1` = 1L, + `CAGCACGGTTCGTACA-1` = 1L, `GCACATACAAGCACAG-1` = 1L, `AGTCTCCCAGCGATTT-1` = 1L, + `TGTTCCGCAGTCCGTG-1` = 1L, `ACTACGACATCCGTTC-1` = 1L, `GCTACAAGTTGCGGCT-1` = 1L, + `ACCGTTCAGAACGTGC-1` = 1L, `AGCTACACATCCGGCA-1` = 1L, `TGTGGCGAGGACATCG-1` = 1L, + `CCTTGTGAGTCTAGAA-1` = 1L, `ACCATTTGTTATTCTC-1` = 1L, `GCCAACGGTGAACTAA-1` = 1L, + `CCCTCTCAGAACTTCC-1` = 1L, `TCAATCTGTACATACC-1` = 1L, `CATTCATTCTAGCCTC-1` = 1L, + `TCAGTGACAGGCTATT-1` = 1L, `TCAGTGATCACACCCT-1` = 1L, `ATCGTCCAGTTTGCTG-1` = 1L, + `CTTCTAACAGCTTCCT-1` = 1L, `TAACTTCAGGTAGATT-1` = 1L, `TTTCCTCAGCTTCGTA-1` = 1L, + `CGGAGAAGTCACCGCA-1` = 1L, `GTGATGTCAAATGATG-1` = 1L, `GAAGGGTGTGAAGCTG-1` = 1L, `ATCACAGGTCTAGGCC-1` = 1L, `CTTCCGAAGACTACCT-1` = 1L, `TGATGGTCAACCGATT-1` = 1L, `AGCCAGCTCTACCAGA-1` = 1L, `GTACAGTTCACCTTGC-1` = 1L, `TCATACTAGGGCGAGA-1` = 1L, - `GCTTGGGTCTACCCAC-1` = 1L, `TATCCTAGTGATACTC-1` = 1L, `GCACGTGGTGGTTTAC-1` = 1L, - `GGAATCTCAGGACAGT-1` = 1L, `GACGTTATCAGCTCTC-1` = 1L, `GTTGTAGAGTAACCGG-1` = 1L, - `TATGTTCTCCATGCAA-1` = 1L, `GTCTACCCAGAAGTTA-1` = 1L, `GCGTTTCTCCACGAAT-1` = 1L, - `CGGGTCACAAAGCTAA-1` = 1L, `CTGAATGTCGAACACT-1` = 1L, `AACAGGGAGAAGCGGG-1` = 1L, - `CGGCAGTTCACTTCTA-1` = 1L, `AGGCATTAGTATGTAG-1` = 1L, `AGCTCAAGTATGTCCA-1` = 1L, - `GATAGAATCAAGAATG-1` = 1L, `CATGAGTCAGGCCTGT-1` = 1L, `GTAGGTTCACGGAAGT-1` = 1L, - `AGGTTACCAGTCCCGA-1` = 1L, `TGTGGCGCAGCTGCCA-1` = 1L, `TTTAGTCGTACAGCGA-1` = 1L, - `CAACCAAGTGATGTAA-1` = 1L, `TGTGATGCAGCTTCCT-1` = 1L, `CAGTTCCGTCGTGTTA-1` = 1L, - `CGAGTTATCCCAATAG-1` = 1L, `ACCGTTCTCGCTGTCT-1` = 1L, `TTTATGCTCTTGTTAC-1` = 1L, - `CTGGCAGGTACATTGC-1` = 1L, `GACCCTTCAATCTGCA-1` = 1L, `ATTTACCCAGATGCGA-1` = 1L, - `TGCTTGCGTCTGTGAT-1` = 1L, `CACATGAGTGAGACGT-1` = 1L, `GGGTCTGCAAAGGCTG-1` = 1L, - `TTTCAGTCACTACAGT-1` = 1L, `ATGACCAGTATGGAAT-1` = 1L, `AAGTACCTCCCGAATA-1` = 1L, - `CATGCGGCAGACAAAT-1` = 1L, `TTCCAATTCTGGCCGA-1` = 1L, `TCGCTCAGTCTACACA-1` = 1L, - `GATCGTAGTCACTCGG-1` = 1L, `TACCTCGTCGACCCAG-1` = 1L, `TAGAGTCGTTGTTGAC-1` = 1L, - `AGGTGTTAGTTAGTAG-1` = 1L, `TGCCGAGCAGTACTAC-1` = 1L, `GACTGATTCAAGGAGC-1` = 1L, - `CCTCCTCGTCTAATCG-1` = 1L, `GGTAACTGTCGCATTA-1` = 1L, `GGTCACGAGTGAGCCA-1` = 1L - ), levels = "mock_experiment", class = "factor"), graphs = list(), - neighbors = list(), reductions = list(pca = new("DimReduc", - cell.embeddings = structure(c(-5.2562903998809523, -5.2812025999085455, - -5.6357883507739706, 5.0675884716831288, -4.3347256532573173, - -5.3287215180717347, -4.1668901937556777, 5.6910719504025122, - 7.0961982869206883, -3.4190018079996927, 8.5370578534088839, - -3.6947612860146442, 9.7227076454252632, 1.9318400921033783, - -5.1936589791007401, 5.9393486436534424, -5.5480847118431136, - -6.1485493383871184, 2.4554740122186165, -3.7089874788858364, - -3.443749328065099, -3.6907280038975592, -5.0874112158713647, - -1.7595814282050564, 2.9236222398530103, -0.097467107743827192, - -3.8149692311765855, -3.8137767070389019, 3.4484037318266343, - -3.6833938528011356, -3.7958949773690174, -4.7736522522829814, - 9.0592495478691859, -4.1158106876207716, -6.2800866294462629, - -4.0676717370996185, -3.1080259131086008, 4.7937434340380092, - -3.4370625836885038, -6.2350002806675775, -5.0714635899081699, - -5.3958479933102534, -5.3051482833153534, -5.2741493273851479, - 9.8903104376097737, 5.9105350195306938, -3.8721982326443802, - 8.049412491322304, 5.9022997942168214, -1.5257585062329699, - -5.116311850569458, 5.4823595556267062, -5.1587247612603386, - -4.0899924238472698, -6.5444447723036809, -3.7377319990148434, - 8.2842885415146572, -5.3345268620342621, -2.4402530698657587, - -5.722857440291329, -2.0764071682516358, 1.1937073129359725, - -5.6867636185635089, -6.2042216193468001, -0.051744484666228163, - -6.0758374454339288, -3.7862203415270468, -1.9595832162816611, - 4.157889491469418, -3.518539604050416, -2.0365279214634708, - -1.9671364441609671, -5.1268009861756383, -5.066406816421944, - 4.3194611759891508, -3.1853422288747, -5.3284132932709243, - -3.2137593290480093, -5.4339673071555961, 5.4615577071776222, - 7.518641501242084, 5.1405750129117651, 2.0064419833949376, - -4.1609841615984804, 8.4869195103660875, -3.3356153600708636, - -4.8149044062846205, -2.6344863852977478, 3.6583168170314293, - -5.5443963961498888, 7.7886959282469066, -7.2657283869633469, - 4.712175606507131, -3.3326166341274237, -5.9351957643408593, - -2.9347650915904513, -5.9978435169792572, 8.1998866166210149, - 2.529310392416678, 7.4212018503385, 6.0198533381210622, - -5.0768517030444391, -3.0386324122831878, -5.2068750753286528, - 2.4542481930924631, 8.2363324628408883, -4.2491725010369894, - 5.8338354511650063, 8.538456323900709, -5.3834044156811114, - -5.8791284777084947, -3.6578608487564619, -1.9085824264965698, - -4.3785823360191332, -5.884399773671011, -3.4518821379359528, - -6.9253188279343521, -5.4228128377426543, 8.8602810319356973, - -3.3855181370037992, -5.1540888554971929, -4.2207807950855942, - 9.7111192244197593, -2.6108872455588399, 6.2563196426832288, - -4.1678269343520222, -5.6484078465022058, 2.3585244135450898, - -5.3423217662396514, -2.5540163488275391, -4.086167433762439, - 1.8950861364509801, -5.0101254037323901, 4.9581671618268839, - -5.7464419204264177, -7.3783883767102347, -3.9764377043691761, - -5.6983900303978618, -1.1584855378990915, -4.9668283250742595, - -4.1068644849903819, -0.35232949491252979, 5.1910947286468625, - -4.6641718737223945, -2.5002658892920713, -0.28476070725156022, - 7.504584023634858, 5.9876258708642816, -5.4484502467409701, - -5.5355830653097504, -4.7334122627723803, 1.5620292083184915, - -6.5557911205463393, -5.0422995267962918, 4.3188957313085075, - 3.9504738058593083, -4.8739581153198266, 6.5274772991683694, - 0.59537972986514331, -5.2405709487353027, -5.9840644762359725, - 4.3565806264782729, -3.3102145701762886, 5.065909484683238, - -5.599100082726193, 6.7181568802399081, 3.8887467292178419, - 1.9962190907883142, -4.6650804517208444, -2.3562616447815747, - -1.4569102976190613, 2.2050025310312313, -3.0196107306396551, - -5.313497079368287, 5.7668945300093073, -5.4850876275031331, - -3.663493481351622, -2.8505727650466621, 3.4923936528408661, - -6.6478772665392762, 0.25566535471453167, -4.9248641677263159, - -2.8094961959991074, -4.3435307781046086, -5.8534010982191882, - -0.02029825325001066, -5.3956222414388586, -4.3274802163523463, - -5.8141554711425556, -5.8010508353858299, 4.2094121202666832, - -1.9638294202855806, 1.2331054621847453, -4.8920639329934579, - 5.7581606377814092, -3.7653951499699301, -3.235728399714827, - -1.6489330501750061, 5.6924923549233153, 3.8104457187957794, - -3.5464685899198947, 6.815527431152975, 7.022275593111841, - 7.9200252512929969, 3.2259356161772974, 1.5103402512070272, - -6.2816311935548041, -5.0236936470504903, -4.9054608569509499, - -3.0120149943966381, -0.16497731465872822, -5.6269901872101391, - -5.2715186836190355, 4.3680949070138908, -5.6145145219203476, - -5.4699094328847755, 1.3719215477688882, -4.0444247816907168, - 8.6595848647649323, -3.0555309608318368, 3.7399276913716757, - 2.9061634784326515, -5.3497009642966233, 8.9227960001088356, - -3.2724144628398495, 1.5422112470868465, -5.4185303366864694, - 2.7226954389240512, -4.6187587159448107, 5.2681122666436258, - -3.3278337447652997, 5.1657821347455162, 6.7241446550628927, - -5.5045111635683064, -3.617804901204305, -2.2220001745550246, - 6.0752562867013324, 1.0492019338635796, -4.1178769183994062, - -1.5203816062206932, -4.8945738468534437, 5.6337482372368264, - -5.4853244893449151, -5.4233543909813999, -4.858825570745644, - 8.4537264855228198, 0.31351634905464693, -4.9634550767714911, - 5.1910247537361434, -4.4838838565588555, -3.9036198293330906, - 5.3478233681274414, 3.8768180355633821, -5.1190235664406094, - -5.2254072295362644, -4.4274815833539876, -2.1833539878194164, - -4.5576461882017751, -4.964580021825129, -3.8937110200684213, - -5.2242708800130151, 3.4871503061908773, -2.4056322136403856, - -1.2736754790077309, -0.18356103360304707, -3.0719019503952687, - 1.4054459175696665, 5.0501089907819416, -6.5942715097470419, - 2.0674782381843535, 3.8326852355840368, -5.5848500122017501, - 3.0321058335531212, -2.2981003339736605, 5.5611814300799614, - -1.7444704212930768, -5.731787841303154, 4.1511836625835157, - 5.6263025356069107, -5.3874634724166279, -5.2360757975602334, - -5.5967532488682172, 6.6644400557239267, -6.3446267496149806, - -6.6145613498612299, -5.0075161489373157, -4.0646824943937689, - -7.2783439199630369, -3.4392911764067402, -4.7166727220038558, - -6.0630094471710061, -4.39126455199475, -5.3158119288914518, - 4.0945869714505383, -3.6367002164606266, -3.7122649125394638, - -4.8380373875697025, -5.7710125200306379, -4.6471902845820594, - 5.8854586187988325, -2.9505219767130222, 6.0425482205572925, - -1.2772390486398282, 7.4704074495338597, -3.3580914336767758, - -3.6421537028854143, -2.8506116071960395, 7.3018900736145662, - 5.5144796818989255, -4.9200150603439283, 6.6246310334797895, - 5.1727864179757947, -4.5105397690376678, -2.8111224107472843, - 4.6668926667252615, -6.3898049188609818, 0.4851169497824086, - 4.3884990303571811, 4.8578779681323443, -4.0335807405158999, - -4.7722817397317963, -4.7684501331496874, -5.8816930616819807, - 3.9714347181952019, -5.2752971804070015, -0.79927916859628878, - 0.34673661737651967, -4.4796739311311242, -5.7453145561257015, - -2.2887574273346183, 4.6506279488338054, 4.0789029523549472, - -4.8140628310427873, -3.6496634219746826, -0.78803546523005275, - -2.0942535422940383, -6.5050636108511055, -2.3168734036053817, - 2.5304648332530286, 0.46843329478560941, 2.0543664891676614, - 5.693757066499713, 3.7304697971449534, 5.152097860252824, - 14.990898492784959, 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`AGCTCAAGTATGTCCA-1` = 1L, `GATAGAATCAAGAATG-1` = 1L, `CATGAGTCAGGCCTGT-1` = 1L, + `GTAGGTTCACGGAAGT-1` = 1L, `AGGTTACCAGTCCCGA-1` = 1L, `TGTGGCGCAGCTGCCA-1` = 1L, + `TTTAGTCGTACAGCGA-1` = 1L, `CAACCAAGTGATGTAA-1` = 1L, `TGTGATGCAGCTTCCT-1` = 1L, + `CAGTTCCGTCGTGTTA-1` = 1L, `CGAGTTATCCCAATAG-1` = 1L, `GTAGAAACAGACCTAT-1` = 1L, + `ACCGTTCTCGCTGTCT-1` = 1L, `TTTATGCTCTTGTTAC-1` = 1L, `CTGGCAGGTACATTGC-1` = 1L, + `GACCCTTCAATCTGCA-1` = 1L, `ATTTACCCAGATGCGA-1` = 1L, `TGCTTGCGTCTGTGAT-1` = 1L, + `CACATGAGTGAGACGT-1` = 1L, `GGGTCTGCAAAGGCTG-1` = 1L, `TTTCAGTCACTACAGT-1` = 1L, + `ATGACCAGTATGGAAT-1` = 1L, `AAGTACCTCCCGAATA-1` = 1L, `CATGCGGCAGACAAAT-1` = 1L, + `TTCCAATTCTGGCCGA-1` = 1L, `TCGCTCAGTCTACACA-1` = 1L, `TACCTCGTCGACCCAG-1` = 1L, + `TAGAGTCGTTGTTGAC-1` = 1L, `AGGTGTTAGTTAGTAG-1` = 1L, `TGCCGAGCAGTACTAC-1` = 1L, + `GACTGATTCAAGGAGC-1` = 1L, `CCTCCTCGTCTAATCG-1` = 1L, `GGTAACTGTCGCATTA-1` = 1L, + `GGTCACGAGTGAGCCA-1` = 1L), levels = "mock_experiment", class = "factor"), + graphs = list(), neighbors = list(), reductions = list(pca = new("DimReduc", + cell.embeddings = structure(c(-5.2370956498720735, -5.3007402997746791, + -5.6194682861441017, 5.1213167917326787, -4.3084269358414318, + -5.3324601955041384, -4.2240789168052473, 5.6931861278450953, + 7.1107331581876272, -3.3802051661750032, -3.5835438240126982, + 9.7389903875422164, 1.9656057410181418, -5.1095026518075608, + 5.9650269099127184, -5.5623269663673849, -6.10112038637204, + 2.48216892537619, -3.6780656166888575, -3.4750981758791739, + -3.6844191455280351, -5.0499718984145625, -1.6768430888558707, + -0.17431369711307737, -3.77287773375157, -3.7742571949672166, + 3.3853557635264586, -3.6807343278916695, -3.703804540490347, + -4.7606306309776256, 9.0475597577612277, -4.0693192126235598, + -6.2219341980712368, -4.0672711305579572, -3.2040431422154105, + 4.8302297595438706, -3.3202011925709969, -6.2491625858999704, + -5.0443195408578054, -5.3943846779098372, -5.2955889783233392, + -5.2666754603122392, 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0.89780213762378847, + 0.66557868686085464, -4.5879162759579541), dim = c(584L, 50L), dimnames = list(c("CGATGGCAGACTCGAG-1", "ACCGTTCGTGGTCAAG-1", "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", "CATGCTCTCTCTCGCA-1", "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", "GACTCTCAGATACATG-1", - "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", "AGTTCCCCATACACCA-1", - "TTACCGCCAACCCGCA-1", "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", - "ATCAGGTAGACTAAGT-1", "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", - "TCGTGGGTCGTGTCAA-1", "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", - "CATCAAGTCAAAGGTA-1", "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", - "CGAGAAGTCAGACCGC-1", "GGACGTCCACTGCTTC-1", "GGTAATCTCGAGCCAC-1", - "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", "GGTTCTCAGGACTATA-1", - "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", "GGCACGTAGACTTCCA-1", - "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", "ATCACAGTCAGCTTGA-1", - "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", "AGGTTACAGGATTTCC-1", - "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", "CAGTTCCTCTCAACCC-1", - "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", "AGGTTACGTTGACTAC-1", - "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", "ACAAAGAGTTAGGCCC-1", - "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", "CTACAGACACATACTG-1", - "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", "TGTCCACAGGCATCTT-1", - "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", "GTTCTATTCCCTCGTA-1", - "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", "CTACCTGTCCACGTAA-1", - "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", "TACCCGTCAACGGCTC-1", - "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", "TCTTTGAAGTGCAACG-1", - "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", "TTGCCTGCAGATCCTA-1", + "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", "TTACCGCCAACCCGCA-1", + "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", + "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", + "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", + "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", + "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", + "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", + "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", + "ATCACAGTCAGCTTGA-1", "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", + "AGGTTACAGGATTTCC-1", "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", + "CAGTTCCTCTCAACCC-1", "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", + "AGGTTACGTTGACTAC-1", "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", + "ACAAAGAGTTAGGCCC-1", "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", + "CTACAGACACATACTG-1", "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", + "TGTCCACAGGCATCTT-1", "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", + "GTTCTATTCCCTCGTA-1", "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", + "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", + "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", + "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", + "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", "CCGGTGATCCTACCGT-1", + "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", + "CGATGCGCATCTGTTT-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", + "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", "TCACACCAGCAGCCCT-1", + "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", "TCGGGACGTAACATGA-1", + "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", "TGTGATGAGGACCCAA-1", + "TGGATCAAGGGACAGG-1", "ATGAAAGGTAACATGA-1", "GTAAGTCCACGAGAAC-1", + "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", "AGTAACCTCATGAGGG-1", + "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", "TCATGTTGTCATACCA-1", + "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", "GCTTGGGAGCCAAGTG-1", + "CCGGACAGTCGTGGAA-1", "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", + "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", + "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", + "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", + "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", + "ACACAGTTCCACCTGT-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", + "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", "CCTAACCTCTGCCCTA-1", + "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", "TACGGGCGTTATAGCC-1", + "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", + "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", + "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", + "CTCATGCTCCACGGGT-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", + "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", + "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", + "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", + "GGTGTCGTCCCATGGG-1", "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", + "TCGCACTCAATCGCCG-1", "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", + "ATGAGTCTCTTTGATC-1", "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", + "TACCGAAGTCCTGTCT-1", "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", + "TGGTTAGTCCGAGAAG-1", "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", + "CCTTTGGGTGATTCTG-1", "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", + "ACTGTGACATTCTTCA-1", "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", + "GAGGGTACAAACCACT-1", "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", + "GTAAGTCGTACCTAAC-1", "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", + "TATCTGTCATAACTCG-1", "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", + "TTCTGTACAACGCCCA-1", "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", + "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", + "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", + "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", + "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TTCAATCCACTTCAGA-1", + "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", "AGATCCAGTAACAGGC-1", + "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", "TTCTGTAAGCCTTGAT-1", + "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", "TTGCCTGGTATACGGG-1", + "AAGACTCGTTGCCTAA-1", "GAGGCCTGTACTGCCG-1", "CAGCCAGCATCGCCTT-1", + "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", "TGAATCGGTGGTTCTA-1", + "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", "GCACTAACATTGACAC-1", + "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", "AGATCGTCACTTACAG-1", + "AGGGAGTGTTTACACG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", + "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", "GTTTGGAGTTTCGACA-1", + "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", "TAGATCGAGTTAGTAG-1", + "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", "ATGACCATCCCGTTCA-1", + "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", "AGATGAACACACCTTC-1", + "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", + "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", + "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", + "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", + "TATTCCAGTTTGGAAA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", + "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", + "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", + "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", + "TCTGCCATCTGTGCTC-1", "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", + "TAATTCCAGCACTTTG-1", "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", + "ACGGGTCAGCGACTGA-1", "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", + "TCAAGACAGCTTTGTG-1", "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", + "CTCCATGAGCCGGATA-1", "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", + "AACGGGAGTGCAATGG-1", "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", + "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", + "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", + "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", + "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", "ATATCCTAGGGATCAC-1", + "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", "ATCATTCTCACGTCCT-1", + "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", "AGAAATGTCTGTAAGC-1", + "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", "AACCTGATCACTGGTA-1", + "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", "TCGACCTAGACGACTG-1", + "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", + "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", + "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", + "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", + "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", + "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", + "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", + "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", + "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", + "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", + "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", + "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", + "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", + "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", + "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", + "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", + "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", + "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", + "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", + "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", + "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", "GCGTGCATCTATACGG-1", + "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", + "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TCAGGGCCACTTCATT-1", + "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", "GTAATCGAGAATACAC-1", + "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", "AGGACTTAGGGCTTCC-1", + "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", "TTGTTGTGTCTACGAT-1", + "ATGAAAGAGGAGTACC-1", "TGGAGAGGTACGCTAT-1", "TGCAGATAGCTATCCA-1", + "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", "TGACGCGAGCCTCTTC-1", + "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", "ACCCTTGGTTACCGTA-1", + "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", "CGCGTGAAGGCTTCCG-1", + "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", "CACATGATCTATTCGT-1", + "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", + "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", + "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", + "ATCGGCGTCACAAGAA-1", "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", + "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", + "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", + "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", + "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", "CCTAACCGTGCCTACG-1", + "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", "GAGGGTAGTGGTTTAC-1", + "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", "ACCTGTCCAGGACTAG-1", + "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", "CCGTTCACAACGGCTC-1", + "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", "GCTACCTAGCCGAACA-1", + "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", "GTTCATTAGTGGATTA-1", + "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", + "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", + "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", + "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", + "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", + "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", + "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", + "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", + "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", + "GGATCTACACTTGACA-1", "TTCCGGTCAACACACT-1", "CTCCAACGTGATTAGA-1", + "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", "TGCTTGCCATGTCAGT-1", + "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", "TCCCATGCAGTCGGTC-1", + "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", "AGGTTACTCCTAACAG-1", + "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", "ATCCGTCTCAGCGGAA-1", + "AATTCCTTCCCATAGA-1", "CTCTGGTGTAGATCGG-1", "CATTGTTGTGGGACAT-1", + "CATCCGTAGCGTTCCG-1", "TGAGCATGTTGGATCT-1", "GCCGTGAAGCATCAAA-1", + "CTTCGGTGTTTCACTT-1", "CTACCTGAGACAACAT-1", "CACGTGGTCTTCTTCC-1", + "ATTTCACGTATTTCTC-1", "CTAGACACACATTCGA-1", "CAAGAGGAGACGCAGT-1", + "GATGAGGCAGGCATTT-1", "AATCACGAGCAAATCA-1", "TTACTGTGTGCCCAGT-1", + "ATGGAGGAGCCTTTCC-1", "TTAATCCTCGCTTGCT-1", "TCAAGCATCTGTCAGA-1", + "GTCACGGGTCCAAGAG-1", "ATTTCTGAGCCTATTG-1", "TACAGGTCAAGAATAC-1", + "ACCTGAAAGGGAGGTG-1", "TATCGCCAGTCCCAAT-1", "GACTTCCCAAAGACTA-1", + "TCCGAAACAACGTTAC-1", "CAAGCTACATACTGTG-1", "ATCGGATAGGATCATA-1", + "GGTAACTTCGAGTGAG-1", "GGAATCTCAGCAGTAG-1", "CTGTAGATCTATGTGG-1", + "GCCAGGTAGCATCAGG-1", "AGGTAGGAGGCCACCT-1", "TTCAGGATCGCTGTTC-1", + "TACGGGCTCTTGGATG-1", "TGTACAGGTCGCCTAG-1", "CGACAGCGTAGTCGTT-1", + "ATTCTTGGTATCGCTA-1", "CTCATGCGTCGGTGTC-1", "CGTGAATCAAGAATAC-1", + "ACCTACCTCTTCTGGC-1", "TGATGCAAGTGGGAAA-1", "TTCACGCGTAGACAGC-1", + "AGGGTTTAGTCTAGCT-1", "ACAAGCTTCGTTGTGA-1", "TGCCGAGAGCTAAACA-1", + "GGGACAAAGAGCAAGA-1", "TCGAACATCGGATAAA-1", "CAGCACGGTTCGTACA-1", + "GCACATACAAGCACAG-1", "AGTCTCCCAGCGATTT-1", "TGTTCCGCAGTCCGTG-1", + "ACTACGACATCCGTTC-1", "GCTACAAGTTGCGGCT-1", "ACCGTTCAGAACGTGC-1", + "AGCTACACATCCGGCA-1", "TGTGGCGAGGACATCG-1", "CCTTGTGAGTCTAGAA-1", + "ACCATTTGTTATTCTC-1", "GCCAACGGTGAACTAA-1", "CCCTCTCAGAACTTCC-1", + "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", "TCAGTGACAGGCTATT-1", + "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", "CTTCTAACAGCTTCCT-1", + "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", "CGGAGAAGTCACCGCA-1", + "GTGATGTCAAATGATG-1", "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", + "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", + "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", "GCACGTGGTGGTTTAC-1", + "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", "GTTGTAGAGTAACCGG-1", + "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", "GCGTTTCTCCACGAAT-1", + "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", "AACAGGGAGAAGCGGG-1", + "CGGCAGTTCACTTCTA-1", "AGGCATTAGTATGTAG-1", "AGCTCAAGTATGTCCA-1", + "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", "GTAGGTTCACGGAAGT-1", + "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", "TTTAGTCGTACAGCGA-1", + "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", "CAGTTCCGTCGTGTTA-1", + "CGAGTTATCCCAATAG-1", "GTAGAAACAGACCTAT-1", "ACCGTTCTCGCTGTCT-1", + "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", + "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", + "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", + "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", + "TCGCTCAGTCTACACA-1", "TACCTCGTCGACCCAG-1", "TAGAGTCGTTGTTGAC-1", + "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", "GACTGATTCAAGGAGC-1", + "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", "GGTCACGAGTGAGCCA-1" + ), c("PC_1", "PC_2", "PC_3", "PC_4", "PC_5", "PC_6", + "PC_7", "PC_8", "PC_9", "PC_10", "PC_11", "PC_12", "PC_13", + "PC_14", "PC_15", "PC_16", "PC_17", "PC_18", "PC_19", + "PC_20", "PC_21", "PC_22", "PC_23", "PC_24", "PC_25", + "PC_26", "PC_27", 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"TIMELESS", + "SERPINB2", "CCAR1", "GCSAM", "CFAP36", "CLN3", "B2M", + "BRAP", "ENC1", "TOPBP1", "CHORDC1", "PLCL1", "SEL1L3", + "SLC35E1", "HSD17B4", "CSKMT", "UBE2J1", "VPS37C", + "C12orf73", "BTAF1", "IL7", "RASSF1-AS1", "TEX30", + "FASTKD3", "ZBTB8A", "GBP5", "NDRG3", "FUNDC1", "PTCD1", + "ATRN", "ARF3", "CLN8", "GPR174", "MAFF", "PRMT9", + "CSPP1", "RNF125", "MRE11", "PLPBP", "BRCC3", "ETV6", + "NOL4L", "JUP", "ZNF184", "SGO2", "DNAJC17", "SNX27", + "FNIP2", "FAM174A", "HNRNPLL", "SNHG12", "DMTF1", + "HCFC2", "TDRD7", "ZNF12", "COPA", "LINC02361", "LINC02158", + "AC078846.1", "TMED3", "PVT1", "STX6", "LAMP2", "TMLHE", + "NFU1", "ACAT1", "ALDH5A1", "IWS1", "MED13L", "TPI1", + "MT-CO1", "TTF1", "LINC01588", "HEG1", "SCAI", "NPDC1", + "AASDHPPT", "DOCK11", "NHSL2", "CNOT6L", "RIC3", + "MNT", "UMPS", "CTNND1", "TM9SF2", "EVL", "HDDC2", + "SENP2", "CHAF1A", "CTNS", "ZNF358", "DAP", "CC2D1B", + "CEP192", "SIDT2", "DIAPH1", "ADAM19", "ZNF263", + "HSBP1L1", "KIAA0100", "TREML4", 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"AC112721.2", + "LINC01978", "Z99127.1", "AC027306.1", "AL135744.1", + "SPIRE2", "AC025430.1", "AC023825.2", "CACNA1C", + "RBFOX2", "GDA", "AL391095.3", "AC027338.1", "FRG1-DT", + "NRG2", "STBD1", "AC022167.1", "CA3", "LINC02569", + "AC087672.2", "AOC2", "AC022148.2", "AC069503.1", + "AC091488.1", "TRIP13", "IZUMO2", "CDHR5", "RET", + "GLYATL1B", "AL391335.1", "CITED1", "ATP12A", "AC023154.1", + "LINC01833", "FAM72C", "SPATA21", "AP002360.3", "AC091057.4", + "AC092620.3", "AC002464.1", "CRYGD", "EMX2OS", "TRGVB", + "C2CD6", "AP000911.1", "AC244197.2", "FAM227A", "OR52N5", + "TRPM3", "AC069029.1", "AC099062.1", "AFAP1", "FBXO27", + "ADGRA3", "RIMS3", "CLNK", "AL121992.1", "AL021807.1", + "AL157402.2", "TMEM119", "ST8SIA1", "FIGNL2", "COL11A2", + "CFAP74", "AC104078.1", "AC005614.1", "MALINC1", + "PRSS40A", "ADAMTS5", "AL133406.3", "AC105942.1", + "ISL2", "ADAM23", "AC010240.3", "AC112503.2", "C1QTNF9", + "PRSS36", "GNAO1", "AL162311.3", "RNASEH2B-AS1", + "ZBTB12", "AD001527.1", "MACROD2", "NUP160", "CLASP1", + "PSTPIP1", "TMEM126B", "BCL9L", "ERGIC2", "TADA2A", + "AC137932.3", "PLCB2", "PHAX", "RNF13", "RAB35", + "CHKA", "ZNF280D", "THEMIS", "AASDH", "TLK1", "CEP170", + "ATF7", "TFAM", "E2F6", "SIRT7", "FAM160A2", "PSMB5", + "POGK", "NPRL3", "ENTPD4", "PIAS3", "NUMA1", "UBE2E2", + "DYM", "TMED5", "ILK", "AGAP3", "CCDC88B", "TGIF1", + "TIMM23B", "C21orf91", "AC022098.1", "C17orf80", + "STXBP3", "BABAM1", "METAP1", "TMEM87B", "EZH1", + "CARHSP1", "TOR1AIP2", "MFGE8", "FAM131A", "RGL1", + "VSIG1", "DPM1", "RNF8", "BIN2", "ATP6V0E1", "LDLRAP1", + "FLOT1", "AP2A1", "YAF2", "TCERG1", "FBXO11", "AC118549.1", + "NELFB", "ME2", "LINC00513", "LARP7", "ELAC1", "SDC4", + "POLR3B", "SOGA1", "MALSU1", "KAT6B", "LAPTM5", "KDM1A", + "MAP3K12", "AKAP13", "ZCCHC24", "XPR1", "THOC2", + "NPIPB5", "SMIM37", "BBS7", "ZNF76", "AL035587.1", + "PTCD2", "HPS6", "SPATA13", "CELF1", "ARHGAP24", + "ECHDC2", "TMEM192", "MOSPD2", "QARS", "C18orf21", + "SNX29", "SMAD2", "AP5Z1", "MXD3", 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"LIPE", "PNMA5", "SCGB3A1", "AC090527.3", + "LRP11", "AC093525.4", "CAPN10-DT", "CABYR", "JADE3", + "EFEMP2", "FKBP7", "LSM11", "IL12RB2", "LRAT", "AC008915.2", + "ZNF596", "FAM110B", "MADCAM1", "AMOTL1", "C1orf54", + "SCN1B", "AC114956.1", "LPP-AS2", "LAMB2", "KAZALD1", + "SNHG4", "LHFPL4", "LINC00968", "AC005034.3", "LINC01013", + "MORN4", "SEPT7-AS1", "COPZ2", "SLC6A12", "AP001636.3", + "KCNJ14", "MBTPS1", "TNFSF13", "CHERP", "DEF8", "TEP1", + "AP1G2", "TARS", "AL392172.1", "GGPS1", "TPRA1", + "RCE1", "WLS", "ZNF354B", "NSUN5", "NME6", "MPHOSPH10", + "TYSND1", "BICD1", "MANEA", "LRRC45", "USP37", "TMEM219", + "PHPT1", "ERLIN1", "RHOBTB2", "POFUT1", "CRAT", "STRADA", + "FBXO21", "NRM", "ARPC4", "UBL4A", "WDR18", "ACTR3B", + "KCNAB3", "DYNC2H1", "GPR135", "S1PR2", "FILIP1L", + "MSRB3", "AL136115.2", "LINC00265", "RAB11FIP5", + "TMOD1", "CDC42EP1", "TSPAN18", "FMO4", "ANO9", "KLHDC1", + "HSD17B1", "STX4", "CCDC66", "SHPRH", "ANKLE2", "NGDN", + "PIGX", "TPCN2", "PKD1", "U2AF1L5", "PDZD11", "COPS7B", + "PRR12", "WDSUB1", "TMEM91", "ZNHIT3", "FAHD2A", + "ZNF880", "CYREN", "USP10", "CAPS", "NAT1", "FAM229B", + "FRRS1", "MBLAC2", "AC093249.6", "ALDH7A1", "LINC00996", + "KIFC2", "POMZP3", "SPACA9", "MIPOL1", "CRYZ", "TOLLIP-AS1", + "UNC50", "C1orf174", "ZNF274", "NTAN1", "TENT4A", + "CRK", "HADHA", "TTC33", "SUSD6", "TMEM8A", "SMARCAD1", + "PDPK1", "FBXL3", "SREBF1", "MAD1L1", "DNMT3A", "RPF1", + "SNRNP35", "RC3H1", "TAOK3", "KATNBL1", "SDR42E2", + "PHYH", "RPP30", "PHF14", "MYCBP", "ECHS1", "FGD5-AS1", + "TMEM59", "C4orf33", "MRM2", "SNTB1", "RBFA", "CMAS", + "UBE4B", "CBFB", "MAP1LC3B", "DCBLD1", "ZNF250", + "N6AMT1", "KLHL11", "AC099778.1", "AC110615.1", "AL049840.1", + "ZRANB3", "HIST2H2AB", "DUSP12", "ZNF800", "PABPN1", + "GAB3", "GON4L", "ATP5F1C", "SUSD1", "HNRNPH2", "CFAP298", + "ATP5PB", "SDR39U1", "STK38L", "LIG3", "SRSF2", "ARRDC1", + "TCTN1", "POLA2", "BCORL1", "ZNF66", "PSMC3IP", "TTC24", + "AL078459.1", "NDC80", "EPHB2", "JAG1", "ZNF841", + "MED23", "PITPNM1", "PLGRKT", "IGSF8", "VPS26A", + "HECTD4", "AFG3L2", "NHLRC3", "ECHDC1", "CNST", "PLEKHJ1", + "TLE1", "TRAF3", "EXOSC10", "NFYC", "ABCD3", "DDX28", + "CDADC1", "TBCB", "CCDC25", "MRPL58", "OXR1", "OSER1-DT", + "GEMIN4", "AL391069.3", "EHD3", "HMGA1P4", "PDCD10", + "POLE3", "PSMB7", "MBIP", "SSR4", "LINC00623", "SDF4", + "AARS", "C12orf29", "NME3", "HAX1", "TOP3A", "SMG9", + "SLC3A2", "POLR3D", "GGA1", "CIR1", "DIMT1", "UCKL1", + "ZNF138", "DUS1L", "TMEM218", "TIMM10B", "ANKHD1", + "PQLC1", "NDUFAF8", "YARS2", "FLCN", "FAM189B", "NOTCH4", + "MFSD3", "URB2", "GSDMB", "NUDT8", "NUDT12", "AC027307.3", + "PDCD2L", "B3GAT2", "HIC2", "WASHC2C", "TSR2", "SLC16A1-AS1", + "SMURF1", "ZBP1", "SUB1", "HSPA8", "MICALL1", "SNAPC4", + "ZFAND1", "ATL2", "EFL1", "SLU7", "EEF2KMT", "LZTR1", + "WASL", "WRAP53", "TRUB1", "ZNF7", "SGPL1", "CERNA1", + "PRMT3", "PAXBP1-AS1", "CXorf40B", "DNAH1", "LINC00957", + "RAB39A", "RBM4B", "MOSPD1", "S100PBP", "ALKBH1", + "DNAJC27-AS1", "ZNF519", "RHBDD3", 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0.22004150918008256, + -2.9465028478024382, -2.7968802446776473, 1.503719430608212, + 0.91876264628393545, 2.7492701440107647, -1.0798281673477774, + 0.79499025266457168, -4.6929923141678804, 1.2679080894954251, + -0.60412794138383286, 0.96180129908340994, 1.1335854072804312, + -0.46546177742109263, -0.22878984774283073, 2.151741506627797, + -2.5818575673440316, 1.2249489271632321, -0.51590107850028522, + -1.1402289099898464, -4.9922245609246501, 5.0229424375875524, + -3.7448944029478493, -1.1021613393219194, -3.0180092970049222, + 1.049768454699743, -1.1185526076290842, -0.72726542036329644, + 0.47718958206860329, 3.108368204688817, -0.69277276844642466, + -0.34348018548085646, -0.45035193707810295, 1.8307298499608755, + -2.3968694634038958, 0.28156163865400324, -0.40411244581286559, + 0.77379358296312806, -1.4722241238165021, -1.1524327106973422, + -1.7614469181736363, 0.50856855666862821, 1.0817699008933419, + 0.99304147638660056, 1.9575942985858019, 0.17589837937331629, + 1.1056711658316196, -0.27568323486453333, -0.039792736441474304, + 3.1696560662151745, 1.6152370657489812, -3.0308055731274761, + 0.20879730761270784, -0.63098203582843893, 1.373876531046357, + -1.0638046414614812, 1.2824162683017837, -2.3733757279169545, + 2.4434545321289334, -0.32810632138858231, -1.1900492527493203, + -0.50907381485130299, -1.2009561875116672, -1.7646138731248062, + -0.95216626859515141, -0.087190029334421007, -0.65776589337530156, + 0.058021668286931317, 1.1807319510688117, 0.50106430855821316, + 5.1037511618732525, 2.2328630793785216, 2.3495723546992018, + -1.3452565327413111, -0.85711013320942986, -1.1581056484414749, + -0.72250287435086025, 1.9940709173217361, -0.2682593416951628, + 1.2947881659643239, 1.8507106751506373, -0.90087476894847429, + 3.0723839135549218, -1.1956198507124813, -0.42311651988158239, + 2.248476487667217, -1.38173320937655, -1.4134674603750368, + -1.2793976182714621, -2.3781416715699182, 2.0695582695081338, + 2.1252962947242504, -2.7372512693634539, -0.013953522984812592, + 1.9024237250476208, -0.52822792743252422, 4.8147047443754705, + -0.97249989807861947, -0.075627598463329948, -0.09426060167565016, + 0.87613165356158362, 0.024350693198847487, 1.0281418600410164, + 2.5898125133818382, -1.1873421148940848, -1.2761004279506416, + 0.033339855459818719, -1.0199076529014339, 0.17648101814244357, + -2.3491822239018485, -0.81661875894409708, -0.68897175842627489, + -0.011312504424543266, 0.53472141022518316), dim = c(584L, + 30L), dimnames = list(c("CGATGGCAGACTCGAG-1", "ACCGTTCGTGGTCAAG-1", + "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", "CATGCTCTCTCTCGCA-1", + "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", "GACTCTCAGATACATG-1", + "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", "TTACCGCCAACCCGCA-1", + "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", + "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", + "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", + "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", + "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", + "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", + "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", + "ATCACAGTCAGCTTGA-1", "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", + "AGGTTACAGGATTTCC-1", "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", + "CAGTTCCTCTCAACCC-1", "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", + "AGGTTACGTTGACTAC-1", "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", + "ACAAAGAGTTAGGCCC-1", "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", + "CTACAGACACATACTG-1", "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", + "TGTCCACAGGCATCTT-1", "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", + "GTTCTATTCCCTCGTA-1", "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", + "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", + "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", + "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", "CCGGTGATCCTACCGT-1", - "TCCACCACAAAGGCGT-1", "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", - "AGCGCCACATAGTCGT-1", "CGATGCGCATCTGTTT-1", "CACTGGGCAACCAACT-1", - "ATCGTGATCAGCGTCG-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", + "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", + "CGATGCGCATCTGTTT-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", "TCACACCAGCAGCCCT-1", "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", "TCGGGACGTAACATGA-1", "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", "TGTGATGAGGACCCAA-1", @@ -248663,38 +259019,36 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", "AGTAACCTCATGAGGG-1", "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", "TCATGTTGTCATACCA-1", "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", "GCTTGGGAGCCAAGTG-1", - "CCGGACAGTCGTGGAA-1", "ACCACAAGTCAGGTGA-1", "GTGAGCCCATGGGAAC-1", - "TCGTAGAGTGAGTCAG-1", "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", - "GCCAACGAGCTGACTT-1", "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", - "AGACAAAGTGTCCTAA-1", "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", - "TGGCGTGTCAGACCCG-1", "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", - "TAGGGTTTCGTGCGAC-1", "ACACAGTTCCACCTGT-1", "CAAGGGACAGAGCGTA-1", - "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", "AGTAACCGTAGACACG-1", + "CCGGACAGTCGTGGAA-1", "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", + "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", + "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", + "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", + "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", + "ACACAGTTCCACCTGT-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", "CCTAACCTCTGCCCTA-1", - "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", "TCAAGTGAGGATAATC-1", - "TACGGGCGTTATAGCC-1", "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", - "CTACAGAGTCGCCACA-1", "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", - "GTGTGATAGCCTGTGC-1", "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", - "TGCTCGTCACGGATCC-1", "CTCATGCTCCACGGGT-1", "AGAAGTATCGAGTCCG-1", - "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", "TGAGGGACAAGCTGTT-1", - "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", "ACCATTTGTTCTCCCA-1", - "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", "CGAGTTAAGAAGGATG-1", - "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", "GGTGTCGTCCCATGGG-1", - "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", "TCGCACTCAATCGCCG-1", - "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", "ATGAGTCTCTTTGATC-1", - "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", "TACCGAAGTCCTGTCT-1", - "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", "TGGTTAGTCCGAGAAG-1", - "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", "CCTTTGGGTGATTCTG-1", - "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", "ACTGTGACATTCTTCA-1", - "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", "GAGGGTACAAACCACT-1", - "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", "GTAAGTCGTACCTAAC-1", - "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", "TATCTGTCATAACTCG-1", - "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", "TTCTGTACAACGCCCA-1", - "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", "CTATCTAAGACATAAC-1", - "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", "TTTGACTAGTCATACC-1", - "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", "CGGAATTAGTAGGGTC-1", - "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", "GATCAGTCACCAGCTG-1", - "CGATGCGTCGATTCCC-1", "TGACAGTAGGCATGCA-1", "TTCAATCCACTTCAGA-1", + "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", "TACGGGCGTTATAGCC-1", + "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", + "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", + "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", + "CTCATGCTCCACGGGT-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", + "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", + "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", + "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", + "GGTGTCGTCCCATGGG-1", "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", + "TCGCACTCAATCGCCG-1", "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", + "ATGAGTCTCTTTGATC-1", "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", + "TACCGAAGTCCTGTCT-1", "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", + "TGGTTAGTCCGAGAAG-1", "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", + "CCTTTGGGTGATTCTG-1", "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", + "ACTGTGACATTCTTCA-1", "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", + "GAGGGTACAAACCACT-1", "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", + "GTAAGTCGTACCTAAC-1", "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", + "TATCTGTCATAACTCG-1", "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", + "TTCTGTACAACGCCCA-1", "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", + "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", + "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", + "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", + "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TTCAATCCACTTCAGA-1", "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", "AGATCCAGTAACAGGC-1", "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", "TTCTGTAAGCCTTGAT-1", "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", "TTGCCTGGTATACGGG-1", @@ -248702,59 +259056,56 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", "TGAATCGGTGGTTCTA-1", "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", "GCACTAACATTGACAC-1", "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", "AGATCGTCACTTACAG-1", - "AGGGAGTGTTTACACG-1", "CAAGAGGAGGCAGGTT-1", "GGTGGCTAGAAGCCTG-1", - "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", "GCAACATGTCCTACAA-1", + "AGGGAGTGTTTACACG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", "GTTTGGAGTTTCGACA-1", "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", "TAGATCGAGTTAGTAG-1", "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", "ATGACCATCCCGTTCA-1", - "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", "CAGCGTGGTACGATCT-1", - "AGATGAACACACCTTC-1", "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", - "TGAGGAGCATGGAAGC-1", "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", - "GTGTAACCAGTAACCT-1", "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", - "AGTAACCGTATTTCCT-1", "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", - "AGAGAATTCTATCGCC-1", "TATTCCAGTTTGGAAA-1", "TGGCGTGTCCTCTCGA-1", - "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", "CCACGTTTCATTGGTG-1", - "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", "GGAAGTGCAAGTTCGT-1", - "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", "GATGACTTCTTTCCAA-1", - "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", "TCTGCCATCTGTGCTC-1", - "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", "TAATTCCAGCACTTTG-1", - "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", "ACGGGTCAGCGACTGA-1", - "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", "TCAAGACAGCTTTGTG-1", - "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", "CTCCATGAGCCGGATA-1", - "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", "AACGGGAGTGCAATGG-1", - "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", "GAGAAATGTCGCGTCA-1", - "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", "TGGATCAAGCGACTGA-1", - "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", "TCACTATTCACTTATC-1", - "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", "TGAATCGCACGCTGAC-1", + "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", "AGATGAACACACCTTC-1", + "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", + "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", + "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", + "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", + "TATTCCAGTTTGGAAA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", + "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", + "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", + "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", + "TCTGCCATCTGTGCTC-1", "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", + "TAATTCCAGCACTTTG-1", "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", + "ACGGGTCAGCGACTGA-1", "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", + "TCAAGACAGCTTTGTG-1", "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", + "CTCCATGAGCCGGATA-1", "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", + "AACGGGAGTGCAATGG-1", "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", + "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", + "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", + "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", "ATATCCTAGGGATCAC-1", "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", "ATCATTCTCACGTCCT-1", "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", "AGAAATGTCTGTAAGC-1", "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", "AACCTGATCACTGGTA-1", - "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", "AAGTTCGAGAGAACCC-1", - "TCGACCTAGACGACTG-1", "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", - "CACGTTCTCGACCTAA-1", "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", - "CCCTTAGAGACGCATG-1", "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", - "TCTCTGGTCTTGCGCT-1", "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", - "TCTCAGCTCTTGATTC-1", "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", - "GTGTAACCATTAGGCT-1", "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", - "ACGGTTATCTGTGTGA-1", "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", - "CTCTCGACAGCTGTGC-1", "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", - "AAAGGGCTCTGTACAG-1", "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", - "TTTGGAGCAAAGCGTG-1", "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", - "GGGCTCATCATTGTTC-1", "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", - "GAGTTACTCCCGTTGT-1", "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", - "AGATGCTTCGTTGCCT-1", "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", - "CTACCTGCAATGTTGC-1", "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", - "TTCTTCCAGGACATCG-1", "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", - "GTGCTTCCAAATCGTC-1", "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", - "GTAATGCTCGTTTACT-1", "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", - "AGAGCAGTCTCCCATG-1", "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", - "CTTTCAAAGGATTCCT-1", "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", - "AGATCCAGTGACTAAA-1", "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", - "GTTCGCTAGTAATCCC-1", "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", - "TTCCTTCCATGACTAC-1", "GCGTGCATCTATACGG-1", "AACAGGGAGAGCGACT-1", - "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", "AAAGAACGTAGGCAGT-1", - "CAGATACAGTAGAGTT-1", "TGGATGTAGTTTGTCG-1", "TCAGGGCCACTTCATT-1", + "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", "TCGACCTAGACGACTG-1", + "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", + "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", + "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", + "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", + "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", + "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", + "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", + "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", + "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", + "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", + "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", + "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", + "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", + "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", + "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", + "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", + "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", + "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", + "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", + "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", + "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", "GCGTGCATCTATACGG-1", + "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", + "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TCAGGGCCACTTCATT-1", "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", "GTAATCGAGAATACAC-1", "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", "AGGACTTAGGGCTTCC-1", "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", "TTGTTGTGTCTACGAT-1", @@ -248762,31 +259113,31 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", "TGACGCGAGCCTCTTC-1", "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", "ACCCTTGGTTACCGTA-1", "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", "CGCGTGAAGGCTTCCG-1", - "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", "GTCACGGGTTATTCCT-1", - "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", "TGAGTCAAGACTCTTG-1", - "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", "TGCGATATCGTAGTCA-1", - "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", "ATCGGCGTCACAAGAA-1", - "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", "CATCGCTTCCTTCTAA-1", - "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", "CGGGCATTCATTTGTC-1", - "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", "GGGACCTAGCCTTGAT-1", - "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", "CTATCTAGTATGTGTC-1", + "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", "CACATGATCTATTCGT-1", + "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", + "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", + "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", + "ATCGGCGTCACAAGAA-1", "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", + "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", + "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", + "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", "CCTAACCGTGCCTACG-1", "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", "GAGGGTAGTGGTTTAC-1", "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", "ACCTGTCCAGGACTAG-1", "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", "CCGTTCACAACGGCTC-1", "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", "GCTACCTAGCCGAACA-1", - "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", "TCATTGTGTATACCTG-1", - "GTTCATTAGTGGATTA-1", "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", - "CTTCTAACATCGTTCC-1", "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", - "GTAGCTACACCAGTTA-1", "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", - "AGCGCTGTCAGTCATG-1", "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", - "GTGAGTTAGCAAGCCA-1", "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", - "ACAGCCGGTGATGTAA-1", "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", - "ACTTATCCAATCGCCG-1", "AATTCCTCAAGACCTT-1", "GTATTGGCATGGGTCC-1", - "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", "GTTGTCCCAGGCCCTA-1", - "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", "GCACGTGGTGGAAGTC-1", - "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", "GGATCTACACTTGACA-1", - "CTCCAACGTGATTAGA-1", "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", + "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", "GTTCATTAGTGGATTA-1", + "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", + "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", + "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", + "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", + "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", + "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", + "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", + "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", + "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", + "GGATCTACACTTGACA-1", "TTCCGGTCAACACACT-1", "CTCCAACGTGATTAGA-1", + "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", "TGCTTGCCATGTCAGT-1", "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", "TCCCATGCAGTCGGTC-1", "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", "AGGTTACTCCTAACAG-1", "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", "ATCCGTCTCAGCGGAA-1", @@ -248813,10 +259164,9 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", "TCAGTGACAGGCTATT-1", "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", "CTTCTAACAGCTTCCT-1", "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", "CGGAGAAGTCACCGCA-1", - "GTGATGTCAAATGATG-1", "CACGTGGGTTAGTTCG-1", "GAAGGGTGTGAAGCTG-1", - "ATCACAGGTCTAGGCC-1", "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", - "AGCCAGCTCTACCAGA-1", "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", - "GCTTGGGTCTACCCAC-1", "TATCCTAGTGATACTC-1", "GCACGTGGTGGTTTAC-1", + "GTGATGTCAAATGATG-1", "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", + "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", + "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", "GCACGTGGTGGTTTAC-1", "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", "GTTGTAGAGTAACCGG-1", "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", "GCGTTTCTCCACGAAT-1", "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", "AACAGGGAGAAGCGGG-1", @@ -248824,26702 +259174,15760 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", "GTAGGTTCACGGAAGT-1", "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", "TTTAGTCGTACAGCGA-1", "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", "CAGTTCCGTCGTGTTA-1", - "CGAGTTATCCCAATAG-1", "ACCGTTCTCGCTGTCT-1", "TTTATGCTCTTGTTAC-1", - "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", "ATTTACCCAGATGCGA-1", - "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", "GGGTCTGCAAAGGCTG-1", - "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", "AAGTACCTCCCGAATA-1", - "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", "TCGCTCAGTCTACACA-1", - "GATCGTAGTCACTCGG-1", "TACCTCGTCGACCCAG-1", "TAGAGTCGTTGTTGAC-1", + "CGAGTTATCCCAATAG-1", "GTAGAAACAGACCTAT-1", "ACCGTTCTCGCTGTCT-1", + "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", + "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", + "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", + "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", + "TCGCTCAGTCTACACA-1", "TACCTCGTCGACCCAG-1", "TAGAGTCGTTGTTGAC-1", "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", "GACTGATTCAAGGAGC-1", "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", "GGTCACGAGTGAGCCA-1" - ), c("PC_1", "PC_2", "PC_3", "PC_4", "PC_5", "PC_6", - "PC_7", "PC_8", "PC_9", "PC_10", "PC_11", "PC_12", "PC_13", - "PC_14", "PC_15", "PC_16", "PC_17", "PC_18", "PC_19", - "PC_20", "PC_21", "PC_22", "PC_23", "PC_24", "PC_25", - "PC_26", "PC_27", "PC_28", "PC_29", "PC_30", "PC_31", - "PC_32", "PC_33", "PC_34", "PC_35", "PC_36", "PC_37", - "PC_38", "PC_39", "PC_40", "PC_41", "PC_42", "PC_43", - "PC_44", "PC_45", "PC_46", "PC_47", "PC_48", "PC_49", - "PC_50"))), feature.loadings = structure(c(0.1343137232414563, - 0.012579927781996986, -0.038881725340544633, 0.045517669272081368, - 0.001982191595433436, -0.0096435432266083441, 0.0026636187402085429, - 0.10811012167463686, -0.054300767087784911, 0.11254511650072482, - 0.0035100183715584573, 0.0019473324482745216, 0.070284419894018457, - 0.088135986932720012, -0.0017793447279657937, 0.0075291129116192498, - -0.0052915995640812688, 0.025136708930258128, -0.0045319141256808682, - 0.093858691273829009, 0.13097673811252286, 0.12451767052870892, - 0.062304767918364, 0.014424796717767332, 0.1112808789055247, - 0.032238767264107585, -0.030518568690219773, -0.006825914214602713, - 0.01361367637435484, -0.026307965755584736, 0.039296113195249269, - 0.11253524119938482, -0.036691888700356445, -0.056253783966835516, - -0.00099779377766914075, -0.0013302656616423832, 0.10606832910527447, - -0.0047541549761751555, -0.0029463550295531099, 0.11096956266710901, - -0.01585963651306279, -0.012164954746031641, -0.0059202491331012755, - 0.029041094095173987, 0.0015491637396065835, 0.044892269495362645, - 0.011424238825621144, 0.11055968283813068, -0.0043211757819402261, - -0.002383352655621172, 0.0091121492080131102, -0.0078517785544213615, - 0.12716093124561087, 0.094533210134348789, 0.00023547279399237231, - 0.03819989297699241, 0.0058938991677295266, -0.052227504794601656, - -0.024157476778180947, -0.028907570572241244, 0.025088015565958549, - 0.085872490799589696, 0.030891141343909554, 0.0292336442692844, - -0.11666470023996399, -0.015216438229003985, 0.0039067154136259831, - 0.010645482206532615, -0.0046138671420368916, -0.00247823777604135, - 0.011693465513814416, 0.0028916201988763556, 0.0061450089320831524, - 0.12097328612521503, 0.098909184430204758, 0.07993166571915078, - 0.073725707668995125, -0.0053952846100837754, -0.0095522477245306263, - 0.0030753238261539712, 0.0037744971423113939, -0.017475274120908643, - -0.0026641679299340137, 0.021960014619226746, 0.035587420895129292, - 0.023896953854180322, -0.039134042678236385, 0.035275343077418149, - 0.030791198759654838, 0.011135173750312744, 0.0027405170027603293, - 0.036932243094628968, 0.00048120142539880901, 0.057571747658726781, - 0.019622088520431541, 0.052801877978757898, 0.021613736436670136, - 0.010192639055626288, 0.020441938768847229, -0.0074920225938654109, - 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"AC108463.3", "AC046158.1", "AC013270.1", "RAB6B", "OLFML2B", + "ZFP36", "ANXA5", "PARVB", "SLC38A11", "ANKDD1A", "LINC02132", + "NECTIN1", "ZNF556", "IGHA1", "FXYD6", "SCPEP1", "MTSS1", + "LINC02432", "CDK14", "GIMAP7", "SLFN5", "AC007952.4", + "SLC35E3", "SQLE", "RPGR", "MRPS22", "KCNE1", "LINC02207", + "LAMTOR1", "AC141586.2", "RASAL2", "HCAR3", "CSGALNACT2", + "GNB4", "MGST1", "MBOAT7", "EIF3A", "STOML1", "GPR65", + "ALOX5AP", "C7orf26", "MACF1", "GRINA", "ITPK1", "CMIP", + "SIPA1L2", "PGAM1", "NUP85", "ACP5", "IQGAP2", "GIMAP8", + "SORT1", "ANKRD46", "HOMER3", "VAT1", "RNF169", "SLC12A2", + "PCYOX1", "PAX5", "DVL3", "PIBF1", "CD84", "PHF2", "SIRPD", + "CENPBD1", "AC005726.1", "DLEU7", "DISP2", "DENND5A", + "DNAAF2", "SEPT11", "COLGALT1", "NOC4L", "ATG4C", "SS18", + "RPS12", "MIR29B2CHG", "TIMELESS", "SERPINB2", "CCAR1", + "GCSAM", "CFAP36", "CLN3", "B2M", "BRAP", "ENC1", "TOPBP1", + "CHORDC1", "PLCL1", "SEL1L3", "SLC35E1", "HSD17B4", "CSKMT", + "UBE2J1", "VPS37C", "C12orf73", "BTAF1", "IL7", "RASSF1-AS1", + "TEX30", "FASTKD3", "ZBTB8A", "GBP5", "NDRG3", "FUNDC1", + "PTCD1", "ATRN", "ARF3", "CLN8", "GPR174", "MAFF", "PRMT9", + "CSPP1", "RNF125", "MRE11", "PLPBP", "BRCC3", "ETV6", + "NOL4L", "JUP", "ZNF184", "SGO2", "DNAJC17", "SNX27", + "FNIP2", "FAM174A", "HNRNPLL", "SNHG12", "DMTF1", "HCFC2", + "TDRD7", "ZNF12", "COPA", "LINC02361", "LINC02158", "AC078846.1", + "TMED3", "PVT1", "STX6", "LAMP2", "TMLHE", "NFU1", "ACAT1", + "ALDH5A1", "IWS1", "MED13L", "TPI1", "MT-CO1", "TTF1", + "LINC01588", "HEG1", "SCAI", "NPDC1", "AASDHPPT", "DOCK11", + "NHSL2", "CNOT6L", "RIC3", "MNT", "UMPS", "CTNND1", "TM9SF2", + "EVL", "HDDC2", "SENP2", "CHAF1A", "CTNS", "ZNF358", + "DAP", "CC2D1B", "CEP192", "SIDT2", "DIAPH1", "ADAM19", + "ZNF263", "HSBP1L1", "KIAA0100", "TREML4", "C17orf97", + "ZNF296", "PLD2", "ZNF555", "OSBPL7", "CDKN2AIP", "MAPK8", + "PIK3CD", "IFNAR1", "BNIP3L", "XPOT", "CHID1", "TRAF5", + "RYBP", "CALM2", "GOLGA7", "PMS1", "BNIP3", "MSMO1", + "AUP1", "PTK2B", "SNTB2", "ACADVL", "IFIT5", "AC005329.2", + "SRXN1", "AC079907.1", "AC017100.1", "AC087392.3", "KLHL32", + "GNE", "GUSB", "MCMBP", "ATL3", "PLCXD1", "AQP3", "MRPS9", + "NDUFB1", "ATP10D", "DSTYK", "DCLK2", "LINC02413", "FOXJ1", + "EXO1", "AL590428.1", "FAM81A", "SUSD2", "COLCA1", "AKAP3", + "ZNF781", "AC078881.1", "COL8A1", "ZFHX2", "PEAR1", "RIMKLA", + "AL645504.1", "AP000704.1", "AC008429.1", "EGFL8", "AC009950.1", + "CIART", "RUNDC3A", "PTGER3", "LY6K", "AC021483.2", "CCDC163", + "GGN", "LNX1", "ABLIM3", "PDZD2", "CYP2E1", "AC069277.1", + "C8orf34", "AC022167.2", "LINC01876", "EDAR", "KCNA5", + "AL136295.2", "VEPH1", "AP002518.1", "CHI3L1", "AL449106.1", + "ERICH6", "KL", "BPIFB1", "THRSP", "SMIM35", "AL162742.1", + "CDO1", "LINC01686", "PLSCR2", "TEX29", "IGHV1-2", "OR52I1", + "AC112721.2", "LINC01978", "Z99127.1", "AC027306.1", + "AL135744.1", "SPIRE2", "AC025430.1", "AC023825.2", "CACNA1C", "RBFOX2", "GDA", "AL391095.3", "AC027338.1", "FRG1-DT", "NRG2", "STBD1", "AC022167.1", "CA3", "LINC02569", "AC087672.2", "AOC2", "AC022148.2", "AC069503.1", "AC091488.1", "TRIP13", "IZUMO2", "CDHR5", "RET", "GLYATL1B", "AL391335.1", "CITED1", "ATP12A", "AC023154.1", "LINC01833", "FAM72C", "SPATA21", - "NEFL", "AP002360.3", "AC091057.4", "AC092620.3", "AC002464.1", + "AP002360.3", "AC091057.4", "AC092620.3", "AC002464.1", "CRYGD", "EMX2OS", "TRGVB", "C2CD6", "AP000911.1", "AC244197.2", - "OR52N5", "TRPM3", "AC069029.1", "AC099062.1", "FBXO27", - "ADGRA3", "RIMS3", "CLNK", "AL121992.1", "AL021807.1", - "LHFPL6", "AL157402.2", "TMEM119", "ST8SIA1", "FIGNL2", + "FAM227A", "OR52N5", "TRPM3", "AC069029.1", "AC099062.1", + "AFAP1", "FBXO27", "ADGRA3", "RIMS3", "CLNK", "AL121992.1", + "AL021807.1", "AL157402.2", "TMEM119", "ST8SIA1", "FIGNL2", "COL11A2", "CFAP74", "AC104078.1", "AC005614.1", "MALINC1", "PRSS40A", "ADAMTS5", "AL133406.3", "AC105942.1", "ISL2", "ADAM23", "AC010240.3", "AC112503.2", "C1QTNF9", "PRSS36", "GNAO1", "AL162311.3", "RNASEH2B-AS1", "ZBTB12", "AD001527.1", - "TRAF5", "ATL3", "ADAM19", "NDRG3", "LINC01588", "HEG1", - "SCAI", "RNF13", "UMPS", "NDUFB1", "BCL9L", "AASDHPPT", - "C17orf97", "TMLHE", "AQP3", "ACADVL", "CTNND1", "DAP", - "CLASP1", "AC118549.1", "GUSB", "ZNF280D", "SIDT2", "CARHSP1", - "MRPS9", "KIAA0100", "PHAX", "DSTYK", "CHKA", "TADA2A", - "FAM131A", "BCORL1", "AC137932.3", "CEP170", "LDLRAP1", - "MSMO1", "CALM2", "RAB35", "ARHGAP24", "MAP3K12", "CC2D1B", - "NELFB", "ZNF555", "VSIG1", "RGL1", "HDDC2", "RYBP", - "AASDH", "MNT", "GOLGA7", "BIN2", "TMED5", "UBE2E2", - "FAM160A2", "MFGE8", "ELAC1", "SDC4", "MAPK8", "NPDC1", - "NUMA1", "AL035587.1", "BBS7", "ZCCHC24", "IPO11", "POLR3B", - "LARP7", "POGK", "THOC2", "PTCD2", "HPS6", "SOGA1", "DPM1", - "TAOK3", "MOSPD2", "PSMB5", "CCDC88B", "GSTM4", "METAP1", - "U2AF1L5", "PMS1", "MALSU1", "ATP6V0E1", "SIRT7", "FLOT1", - "ATF7", "BNIP3", "ZNF76", "SLC35E2A", "IRF2BP1", "MCMBP", - "ERGIC2", "FBXO11", "PTK2B", "E2F6", "GALC", "CELF1", - "STX4", "AL645728.1", "DPP8", "BABAM1", "NPIPB5", "DYM", - "PLCXD1", "KDM1A", "YAF2", "TOR1AIP2", "PSTPIP1", "AGAP3", - "LAPTM5", "ENTPD4", "TPRA1", "STK11IP", "LZTR1", "GPD2", - "SOX12", "TNFSF13", "ME2", "SMAD2", "AP2A1", "KAT6B", - "FUBP3", "STXBP3", "C18orf21", "TFAM", "AL392172.1", - "TYSND1", "GGPS1", "RCE1", "WLS", "LRRC45", "ZNF354B", - "AKAP13", "TMEM126B", "AC022098.1", "LINC00513", "NPRL3", - "EZH1", "TMEM219", "MBTPS1", "STRADA", "TMEM192", "C21orf91", - "MANEA", "USP37", "RPP30", "NME6", "ILK", "SPATA13", - "C17orf80", "TGIF1", "TIMM23B", "AC004067.1", "FAM83D", - "PCOLCE", "GPC1", "AC131009.2", "AKAP3", "PODNL1", "AL132821.1", - "PTPN13", "AC023389.1", "ABLIM3", "AC009961.1", "ZNF793-AS1", - "AL672277.1", "ITIH5", "AC004982.1", "AC022167.2", "AC107982.3", - "MIR99AHG", "FRS3", "MYRF", "CCNE1", "AL354710.2", "SLC5A9", + "MACROD2", "NUP160", "CLASP1", "PSTPIP1", "TMEM126B", + "BCL9L", "ERGIC2", "TADA2A", "AC137932.3", "PLCB2", "PHAX", + "RNF13", "RAB35", "CHKA", "ZNF280D", "THEMIS", "AASDH", + "TLK1", "CEP170", "ATF7", "TFAM", "E2F6", "SIRT7", "FAM160A2", + "PSMB5", "POGK", "NPRL3", "ENTPD4", "PIAS3", "NUMA1", + "UBE2E2", "DYM", "TMED5", "ILK", "AGAP3", "CCDC88B", + "TGIF1", "TIMM23B", "C21orf91", "AC022098.1", "C17orf80", + "STXBP3", "BABAM1", "METAP1", "TMEM87B", "EZH1", "CARHSP1", + "TOR1AIP2", "MFGE8", "FAM131A", "RGL1", "VSIG1", "DPM1", + "RNF8", "BIN2", "ATP6V0E1", "LDLRAP1", "FLOT1", "AP2A1", + "YAF2", "TCERG1", "FBXO11", "AC118549.1", "NELFB", "ME2", + "LINC00513", "LARP7", "ELAC1", "SDC4", "POLR3B", "SOGA1", + "MALSU1", "KAT6B", "LAPTM5", "KDM1A", "MAP3K12", "AKAP13", + "ZCCHC24", "XPR1", "THOC2", "NPIPB5", "SMIM37", "BBS7", + "ZNF76", "AL035587.1", "PTCD2", "HPS6", "SPATA13", "CELF1", + "ARHGAP24", "ECHDC2", "TMEM192", "MOSPD2", "QARS", "C18orf21", + "SNX29", "SMAD2", "AP5Z1", "MXD3", "AL645728.1", "GSTM4", + "IRF2BP1", "RBBP5", "MT1X", "AC004067.1", "AC007881.3", + "FAM83D", "PCOLCE", "GPC1", "AC131009.2", "PODNL1", "AL132821.1", + "PTPN13", "AC023389.1", "AC009961.1", "ZNF793-AS1", "AL672277.1", + "ITIH5", "AC004982.1", "AC107982.3", "MIR99AHG", "FRS3", + "PLEKHA7", "MYRF", "TRIM46", "CCNE1", "AL354710.2", "SLC5A9", "TRBV5-4", "AC103724.3", "ZNF385D", "CARD14", "MYLK3", "OR52K2", "AL691403.2", "ARMH4", "AC004494.1", "PPM1H", "AC104472.3", "MGP", "KRT86", "PDCD1", "SULT1C2", "AL512353.1", "AL512306.2", "LINC01567", "LINC01134", "MYT1", "FRRS1L", - "ADORA2B", "FSIP1", "PLEKHH2", "KTN1-AS1", "FAM227A", - "AFAP1", "AL583810.1", "TAPT1-AS1", "ST20-MTHFS", "DCBLD2", - "C20orf204", "BICD1", "CRAT", "ERLIN1", "RHOBTB2", "POFUT1", - "FUNDC1", "NTAN1", "FBXO21", "DEF8", "TMEM91", "ARPC4", - "SMIM37", "TMEM8A", "ACTR3B", "KCNAB3", "DYNC2H1", "NOXA1", - "S1PR2", "MSRB3", "AL136115.2", "LINC00265", "ZNF574", - "RAB11FIP5", "CDC42EP1", "PAN3-AS1", "FMO4", "LINC01013", - "KLHDC1", "HSD17B1", "RNF8", "AC001226.2", "LIPE", "INSL3", - "AC093525.4", "ZBTB20-AS2", "EFEMP2", "EMILIN1", "FKBP7", - "FAM110B", "PTPRK", "B3GALT2", "LYSMD4", "ZNF257", "AC111182.1", - "AC246785.3", "AIFM3", "FAM24B", "SEPT7-AS1", "AC006547.3", - "AP001636.3", "AC026471.2", "ZNF250", "N6AMT1", "KLHL11", - "NAT1", "GPR135", "FILIP1L", "MBLAC2", "AC093249.6", - "ALDH7A1", "LINC00996", "TMOD1", "KIFC2", "POMZP3", "ANO9", - "TOLLIP-AS1", "MPHOSPH10", "AP1G2", "PIGX", "TEP1", "PHF14", - "S100PBP", "DNMT3A", "PHPT1", "PRR12", "WDSUB1", "TCERG1", - "MYCBP", "ECHDC2", "SUSD6", "ANKLE2", "FGD5-AS1", "USP10", - "AP5Z1", "NRM", "TPCN2", "C1orf174", "ZNF274", "SMARCAD1", - "HADHA", "SNX29", "CCDC66", "MSH3", "ZNF800", "QARS", - "PHYH", "TLE1", "PDZD11", "AC007881.3", "PNMA5", "SCGB3A1", - "AC090527.3", "LRP11", "CAPN10-DT", "CABYR", "JADE3", - "PLEKHA7", "LSM11", "LRAT", "AC008915.2", "ZNF596", "MADCAM1", - "AMOTL1", "C1orf54", "SCN1B", "AC114956.1", "LAMB2", - "KAZALD1", "SNHG4", "LHFPL4", "LINC00968", "AC005034.3", - "MORN4", "LINC02446", "COPZ2", "SLC6A12", "KCNJ14", "NGDN", - "C4orf33", "SNTB1", "UBL4A", "XPR1", "TMEM59", "TARS", - "DCBLD1", "FAM229B", "FRRS1", "AC099778.1", "AC110615.1", 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-0.56834244398764455, 0.45491784157947884, + -2.3979375793213085, -0.84374474396819532, -0.73687578968337175, + -0.0094465449646176595, 1.1373507284774256), dim = c(584L, + 30L), dimnames = list(c("CGATGGCAGACTCGAG-1", "ACCGTTCGTGGTCAAG-1", + "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", "CATGCTCTCTCTCGCA-1", + "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", "GACTCTCAGATACATG-1", + "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", "TTACCGCCAACCCGCA-1", + "GACTCAAAGAAGTCCG-1", "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", + "AACGAAAAGGAACGAA-1", "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", + "GGGAGATCAGTTCACA-1", "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", + "AGAACCTGTTATTCTC-1", "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", @@ -275534,31 +274942,28 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", - "TTGCCTGCAGATCCTA-1", "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", - "CCGGTGATCCTACCGT-1", "TCCACCACAAAGGCGT-1", "CTTCAATAGGGCCTCT-1", - "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", "CGATGCGCATCTGTTT-1", - "CACTGGGCAACCAACT-1", "ATCGTGATCAGCGTCG-1", "TTCCAATTCACTACTT-1", - "CTCAATTTCCAGCAAT-1", "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", - "TCACACCAGCAGCCCT-1", "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", - "TCGGGACGTAACATGA-1", "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", - "TGTGATGAGGACCCAA-1", "TGGATCAAGGGACAGG-1", "ATGAAAGGTAACATGA-1", - "GTAAGTCCACGAGAAC-1", "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", - "AGTAACCTCATGAGGG-1", "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", - "TCATGTTGTCATACCA-1", "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", - "GCTTGGGAGCCAAGTG-1", "CCGGACAGTCGTGGAA-1", "ACCACAAGTCAGGTGA-1", - "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", "TCCATCGAGTATAACG-1", - "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", "GCTTTCGGTAACGGTG-1", - "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", "AACAGGGTCACCCTCA-1", - "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", "AGTCTCCCACCTCAGG-1", - "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", "ACACAGTTCCACCTGT-1", - "CAAGGGACAGAGCGTA-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", - "AGTAACCGTAGACACG-1", "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", - "CCTAACCTCTGCCCTA-1", "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", - "TCAAGTGAGGATAATC-1", "TACGGGCGTTATAGCC-1", "CAGCAGCCAAGCAATA-1", - "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", "TTCACGCGTTGGACCC-1", - "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", "TGGGAGAGTTGTCTAG-1", - "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", "CTCATGCTCCACGGGT-1", - "AGAAGTATCGAGTCCG-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", + "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", "CCGGTGATCCTACCGT-1", + "CTTCAATAGGGCCTCT-1", "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", + "CGATGCGCATCTGTTT-1", "TTCCAATTCACTACTT-1", "CTCAATTTCCAGCAAT-1", + "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", "TCACACCAGCAGCCCT-1", + "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", "TCGGGACGTAACATGA-1", + "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", "TGTGATGAGGACCCAA-1", + "TGGATCAAGGGACAGG-1", "ATGAAAGGTAACATGA-1", "GTAAGTCCACGAGAAC-1", + "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", "AGTAACCTCATGAGGG-1", + "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", "TCATGTTGTCATACCA-1", + "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", "GCTTGGGAGCCAAGTG-1", + "CCGGACAGTCGTGGAA-1", "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", + "TCCATCGAGTATAACG-1", "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", + "GCTTTCGGTAACGGTG-1", "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", + "AACAGGGTCACCCTCA-1", "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", + "AGTCTCCCACCTCAGG-1", "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", + "ACACAGTTCCACCTGT-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", + "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", "CCTAACCTCTGCCCTA-1", + "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", "TACGGGCGTTATAGCC-1", + "CAGCAGCCAAGCAATA-1", "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", + "TTCACGCGTTGGACCC-1", "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", + "TGGGAGAGTTGTCTAG-1", "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", + "CTCATGCTCCACGGGT-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", @@ -275576,26 +274981,24 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", - "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TGACAGTAGGCATGCA-1", - "TTCAATCCACTTCAGA-1", "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", - "AGATCCAGTAACAGGC-1", "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", - "TTCTGTAAGCCTTGAT-1", "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", - "TTGCCTGGTATACGGG-1", "AAGACTCGTTGCCTAA-1", "GAGGCCTGTACTGCCG-1", - "CAGCCAGCATCGCCTT-1", "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", - "TGAATCGGTGGTTCTA-1", "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", - "GCACTAACATTGACAC-1", "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", - "AGATCGTCACTTACAG-1", "AGGGAGTGTTTACACG-1", "CAAGAGGAGGCAGGTT-1", - "GGTGGCTAGAAGCCTG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", - "GCAACATGTCCTACAA-1", "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", - "GTTTGGAGTTTCGACA-1", "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", - "TAGATCGAGTTAGTAG-1", "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", - "ATGACCATCCCGTTCA-1", "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", - "CAGCGTGGTACGATCT-1", "AGATGAACACACCTTC-1", "TGTTCCGTCTAGACAC-1", - "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", "ACGGGTCCAGTTGTCA-1", - "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", "TGAGGTTAGCGTCAAG-1", - "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", "GTCTTTAAGGTCGTAG-1", - "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", "TATTCCAGTTTGGAAA-1", - "TGGCGTGTCCTCTCGA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", + "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TTCAATCCACTTCAGA-1", + "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", "AGATCCAGTAACAGGC-1", + "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", "TTCTGTAAGCCTTGAT-1", + "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", "TTGCCTGGTATACGGG-1", + "AAGACTCGTTGCCTAA-1", "GAGGCCTGTACTGCCG-1", "CAGCCAGCATCGCCTT-1", + "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", "TGAATCGGTGGTTCTA-1", + "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", "GCACTAACATTGACAC-1", + "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", "AGATCGTCACTTACAG-1", + "AGGGAGTGTTTACACG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", + "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", "GTTTGGAGTTTCGACA-1", + "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", "TAGATCGAGTTAGTAG-1", + "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", "ATGACCATCCCGTTCA-1", + "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", "AGATGAACACACCTTC-1", + "TGTTCCGTCTAGACAC-1", "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", + "ACGGGTCCAGTTGTCA-1", "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", + "TGAGGTTAGCGTCAAG-1", "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", + "GTCTTTAAGGTCGTAG-1", "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", + "TATTCCAGTTTGGAAA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", @@ -275608,43 +275011,42 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", - "TGAATCGCACGCTGAC-1", "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", - "ATATCCTAGGGATCAC-1", "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", - "ATCATTCTCACGTCCT-1", "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", - "AGAAATGTCTGTAAGC-1", "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", - "AACCTGATCACTGGTA-1", "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", - "AAGTTCGAGAGAACCC-1", "TCGACCTAGACGACTG-1", "AATGCCATCTTACCAT-1", - "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", "GCAGGCTCAAACTGCT-1", - "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", "ACATTTCAGCCGTAAG-1", - "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", "TTTCACATCTTCGGTC-1", - "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", "AATGACCCAGAGTCAG-1", - "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", "AATGGCTAGTCGTCTA-1", - "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", "TATCCTAAGGGAGGGT-1", - "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", "TCAGGGCCATCTAACG-1", - "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", "TGTTGAGCACCCTAGG-1", - "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", "TCACGCTCACCGGCTA-1", - "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", "AGTAACCGTATAGCTC-1", - "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", "CCTCAACCATGGCACC-1", - "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", "ATCGTCCCACATTCGA-1", - "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", "CAGTTCCAGAATCTAG-1", - "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", "CGTGATAAGAGTAACT-1", - "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", "GTACAACGTCTTCCGT-1", - "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", "TTTACGTAGCGATCGA-1", - "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", "TCCACGTCACCTCAGG-1", - "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", "TGGTGATTCTCCATAT-1", - "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", "ATTATCCCACGCAAAG-1", - "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", "TGTTCCGGTTGCCATA-1", - "TGTCAGAAGTTCGCAT-1", "TTCCTTCCATGACTAC-1", "GCGTGCATCTATACGG-1", + "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", "ATATCCTAGGGATCAC-1", + "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", "ATCATTCTCACGTCCT-1", + "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", "AGAAATGTCTGTAAGC-1", + "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", "AACCTGATCACTGGTA-1", + "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", "TCGACCTAGACGACTG-1", + "AATGCCATCTTACCAT-1", "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", + "GCAGGCTCAAACTGCT-1", "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", + "ACATTTCAGCCGTAAG-1", "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", + "TTTCACATCTTCGGTC-1", "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", + "AATGACCCAGAGTCAG-1", "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", + "AATGGCTAGTCGTCTA-1", "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", + "TATCCTAAGGGAGGGT-1", "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", + "TCAGGGCCATCTAACG-1", "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", + "TGTTGAGCACCCTAGG-1", "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", + "TCACGCTCACCGGCTA-1", "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", + "AGTAACCGTATAGCTC-1", "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", + "CCTCAACCATGGCACC-1", "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", + "ATCGTCCCACATTCGA-1", "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", + "CAGTTCCAGAATCTAG-1", "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", + "CGTGATAAGAGTAACT-1", "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", + "GTACAACGTCTTCCGT-1", "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", + "TTTACGTAGCGATCGA-1", "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", + "TCCACGTCACCTCAGG-1", "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", + "TGGTGATTCTCCATAT-1", "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", + "ATTATCCCACGCAAAG-1", "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", + "TGTTCCGGTTGCCATA-1", "TGTCAGAAGTTCGCAT-1", "GCGTGCATCTATACGG-1", "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", - "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TGGATGTAGTTTGTCG-1", - "TCAGGGCCACTTCATT-1", "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", - "GTAATCGAGAATACAC-1", "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", - "AGGACTTAGGGCTTCC-1", "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", - "TTGTTGTGTCTACGAT-1", "ATGAAAGAGGAGTACC-1", "TGGAGAGGTACGCTAT-1", - "TGCAGATAGCTATCCA-1", "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", - "TGACGCGAGCCTCTTC-1", "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", - "ACCCTTGGTTACCGTA-1", "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", - "CGCGTGAAGGCTTCCG-1", "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", + "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TCAGGGCCACTTCATT-1", + "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", "GTAATCGAGAATACAC-1", + "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", "AGGACTTAGGGCTTCC-1", + "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", "TTGTTGTGTCTACGAT-1", + "ATGAAAGAGGAGTACC-1", "TGGAGAGGTACGCTAT-1", "TGCAGATAGCTATCCA-1", + "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", "TGACGCGAGCCTCTTC-1", + "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", "ACCCTTGGTTACCGTA-1", + "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", "CGCGTGAAGGCTTCCG-1", + "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", "CACATGATCTATTCGT-1", "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", @@ -275652,16441 +275054,9802 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", - "CTATCTAGTATGTGTC-1", "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", - "CCTAACCGTGCCTACG-1", "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", - "GAGGGTAGTGGTTTAC-1", "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", - "ACCTGTCCAGGACTAG-1", "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", - "CCGTTCACAACGGCTC-1", "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", - "GCTACCTAGCCGAACA-1", "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", - "TCATTGTGTATACCTG-1", "GTTCATTAGTGGATTA-1", "GTGACGCAGGTCGTGA-1", - "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", "GACACGCCATGCCATA-1", - "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", "TAGACCACAGCAAGAC-1", - "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", "TTCAGGACAGGTAGTG-1", - "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", "ACCCTTGGTGTTCGAT-1", - "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", "TCGTCCACACCAGACC-1", - "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", "AATTCCTCAAGACCTT-1", + "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", "CCTAACCGTGCCTACG-1", + "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", "GAGGGTAGTGGTTTAC-1", + "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", "ACCTGTCCAGGACTAG-1", + "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", "CCGTTCACAACGGCTC-1", + "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", "GCTACCTAGCCGAACA-1", + "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", "GTTCATTAGTGGATTA-1", + "GTGACGCAGGTCGTGA-1", "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", + "GACACGCCATGCCATA-1", "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", + "TAGACCACAGCAAGAC-1", "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", + "TTCAGGACAGGTAGTG-1", "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", + "ACCCTTGGTGTTCGAT-1", "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", + "TCGTCCACACCAGACC-1", "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", - "GGATCTACACTTGACA-1", "CTCCAACGTGATTAGA-1", "CCCTGATTCTCATGGA-1", - "CACTGAATCTATGTGG-1", "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", - "TCCCATGCAGTCGGTC-1", "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", - "AGGTTACTCCTAACAG-1", "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", - "ATCCGTCTCAGCGGAA-1", "AATTCCTTCCCATAGA-1", "CTCTGGTGTAGATCGG-1", - "CATTGTTGTGGGACAT-1", "CATCCGTAGCGTTCCG-1", "TGAGCATGTTGGATCT-1", - "GCCGTGAAGCATCAAA-1", "CTTCGGTGTTTCACTT-1", "CTACCTGAGACAACAT-1", - "CACGTGGTCTTCTTCC-1", "ATTTCACGTATTTCTC-1", "CTAGACACACATTCGA-1", - "CAAGAGGAGACGCAGT-1", "GATGAGGCAGGCATTT-1", "AATCACGAGCAAATCA-1", - "TTACTGTGTGCCCAGT-1", "ATGGAGGAGCCTTTCC-1", "TTAATCCTCGCTTGCT-1", - "TCAAGCATCTGTCAGA-1", "GTCACGGGTCCAAGAG-1", "ATTTCTGAGCCTATTG-1", - "TACAGGTCAAGAATAC-1", "ACCTGAAAGGGAGGTG-1", "TATCGCCAGTCCCAAT-1", - "GACTTCCCAAAGACTA-1", "TCCGAAACAACGTTAC-1", "CAAGCTACATACTGTG-1", - "ATCGGATAGGATCATA-1", "GGTAACTTCGAGTGAG-1", "GGAATCTCAGCAGTAG-1", - "CTGTAGATCTATGTGG-1", "GCCAGGTAGCATCAGG-1", "AGGTAGGAGGCCACCT-1", - "TTCAGGATCGCTGTTC-1", "TACGGGCTCTTGGATG-1", "TGTACAGGTCGCCTAG-1", - "CGACAGCGTAGTCGTT-1", "ATTCTTGGTATCGCTA-1", "CTCATGCGTCGGTGTC-1", - "CGTGAATCAAGAATAC-1", "ACCTACCTCTTCTGGC-1", "TGATGCAAGTGGGAAA-1", - "TTCACGCGTAGACAGC-1", "AGGGTTTAGTCTAGCT-1", "ACAAGCTTCGTTGTGA-1", - "TGCCGAGAGCTAAACA-1", "GGGACAAAGAGCAAGA-1", "TCGAACATCGGATAAA-1", - "CAGCACGGTTCGTACA-1", "GCACATACAAGCACAG-1", "AGTCTCCCAGCGATTT-1", - "TGTTCCGCAGTCCGTG-1", "ACTACGACATCCGTTC-1", "GCTACAAGTTGCGGCT-1", - "ACCGTTCAGAACGTGC-1", "AGCTACACATCCGGCA-1", "TGTGGCGAGGACATCG-1", - "CCTTGTGAGTCTAGAA-1", "ACCATTTGTTATTCTC-1", "GCCAACGGTGAACTAA-1", - "CCCTCTCAGAACTTCC-1", "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", - "TCAGTGACAGGCTATT-1", "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", - "CTTCTAACAGCTTCCT-1", "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", - "CGGAGAAGTCACCGCA-1", "GTGATGTCAAATGATG-1", "CACGTGGGTTAGTTCG-1", - "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", "CTTCCGAAGACTACCT-1", - "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", "GTACAGTTCACCTTGC-1", - "TCATACTAGGGCGAGA-1", "GCTTGGGTCTACCCAC-1", "TATCCTAGTGATACTC-1", - "GCACGTGGTGGTTTAC-1", "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", - "GTTGTAGAGTAACCGG-1", "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", - "GCGTTTCTCCACGAAT-1", "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", - "AACAGGGAGAAGCGGG-1", "CGGCAGTTCACTTCTA-1", "AGGCATTAGTATGTAG-1", - "AGCTCAAGTATGTCCA-1", "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", - "GTAGGTTCACGGAAGT-1", "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", - "TTTAGTCGTACAGCGA-1", "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", - "CAGTTCCGTCGTGTTA-1", "CGAGTTATCCCAATAG-1", "ACCGTTCTCGCTGTCT-1", + "GGATCTACACTTGACA-1", "TTCCGGTCAACACACT-1", "CTCCAACGTGATTAGA-1", + "CCCTGATTCTCATGGA-1", "CACTGAATCTATGTGG-1", "TGCTTGCCATGTCAGT-1", + "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", "TCCCATGCAGTCGGTC-1", + "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", "AGGTTACTCCTAACAG-1", + "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", "ATCCGTCTCAGCGGAA-1", + "AATTCCTTCCCATAGA-1", "CTCTGGTGTAGATCGG-1", "CATTGTTGTGGGACAT-1", + "CATCCGTAGCGTTCCG-1", "TGAGCATGTTGGATCT-1", "GCCGTGAAGCATCAAA-1", + "CTTCGGTGTTTCACTT-1", "CTACCTGAGACAACAT-1", "CACGTGGTCTTCTTCC-1", + "ATTTCACGTATTTCTC-1", "CTAGACACACATTCGA-1", "CAAGAGGAGACGCAGT-1", + "GATGAGGCAGGCATTT-1", "AATCACGAGCAAATCA-1", "TTACTGTGTGCCCAGT-1", + "ATGGAGGAGCCTTTCC-1", "TTAATCCTCGCTTGCT-1", "TCAAGCATCTGTCAGA-1", + "GTCACGGGTCCAAGAG-1", "ATTTCTGAGCCTATTG-1", "TACAGGTCAAGAATAC-1", + "ACCTGAAAGGGAGGTG-1", "TATCGCCAGTCCCAAT-1", "GACTTCCCAAAGACTA-1", + "TCCGAAACAACGTTAC-1", "CAAGCTACATACTGTG-1", "ATCGGATAGGATCATA-1", + "GGTAACTTCGAGTGAG-1", "GGAATCTCAGCAGTAG-1", "CTGTAGATCTATGTGG-1", + "GCCAGGTAGCATCAGG-1", "AGGTAGGAGGCCACCT-1", "TTCAGGATCGCTGTTC-1", + "TACGGGCTCTTGGATG-1", "TGTACAGGTCGCCTAG-1", "CGACAGCGTAGTCGTT-1", + "ATTCTTGGTATCGCTA-1", "CTCATGCGTCGGTGTC-1", "CGTGAATCAAGAATAC-1", + "ACCTACCTCTTCTGGC-1", "TGATGCAAGTGGGAAA-1", "TTCACGCGTAGACAGC-1", + "AGGGTTTAGTCTAGCT-1", "ACAAGCTTCGTTGTGA-1", "TGCCGAGAGCTAAACA-1", + "GGGACAAAGAGCAAGA-1", "TCGAACATCGGATAAA-1", "CAGCACGGTTCGTACA-1", + "GCACATACAAGCACAG-1", "AGTCTCCCAGCGATTT-1", "TGTTCCGCAGTCCGTG-1", + "ACTACGACATCCGTTC-1", "GCTACAAGTTGCGGCT-1", "ACCGTTCAGAACGTGC-1", + "AGCTACACATCCGGCA-1", "TGTGGCGAGGACATCG-1", "CCTTGTGAGTCTAGAA-1", + "ACCATTTGTTATTCTC-1", "GCCAACGGTGAACTAA-1", "CCCTCTCAGAACTTCC-1", + "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", "TCAGTGACAGGCTATT-1", + "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", "CTTCTAACAGCTTCCT-1", + "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", "CGGAGAAGTCACCGCA-1", + "GTGATGTCAAATGATG-1", "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", + "CTTCCGAAGACTACCT-1", "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", + "GTACAGTTCACCTTGC-1", "TCATACTAGGGCGAGA-1", "GCACGTGGTGGTTTAC-1", + "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", "GTTGTAGAGTAACCGG-1", + "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", "GCGTTTCTCCACGAAT-1", + "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", "AACAGGGAGAAGCGGG-1", + "CGGCAGTTCACTTCTA-1", "AGGCATTAGTATGTAG-1", "AGCTCAAGTATGTCCA-1", + "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", "GTAGGTTCACGGAAGT-1", + "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", "TTTAGTCGTACAGCGA-1", + "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", "CAGTTCCGTCGTGTTA-1", + "CGAGTTATCCCAATAG-1", "GTAGAAACAGACCTAT-1", "ACCGTTCTCGCTGTCT-1", "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", - "TCGCTCAGTCTACACA-1", "GATCGTAGTCACTCGG-1", "TACCTCGTCGACCCAG-1", - "TAGAGTCGTTGTTGAC-1", "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", - "GACTGATTCAAGGAGC-1", "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", - "GGTCACGAGTGAGCCA-1"), c("harmony_1", "harmony_2", "harmony_3", - "harmony_4", "harmony_5", "harmony_6", "harmony_7", "harmony_8", - "harmony_9", "harmony_10", "harmony_11", "harmony_12", - "harmony_13", "harmony_14", "harmony_15", "harmony_16", - "harmony_17", "harmony_18", "harmony_19", "harmony_20", - "harmony_21", "harmony_22", "harmony_23", "harmony_24", - "harmony_25", "harmony_26", "harmony_27", "harmony_28", - "harmony_29", "harmony_30", "harmony_31", "harmony_32", - "harmony_33", "harmony_34", "harmony_35", "harmony_36", - "harmony_37", "harmony_38", "harmony_39", "harmony_40", - "harmony_41", "harmony_42", "harmony_43", "harmony_44", - "harmony_45", "harmony_46", "harmony_47", "harmony_48", - "harmony_49", "harmony_50"))), feature.loadings = structure(c(-391.51708998316406, - -310.48888724082389, -48.133626737139195, -218.7507840817544, - -635.45941379055171, 67.109221244442637, 275.70953028393251, - 236.46661388015877, -36.307037188771993, 252.4838283585031, - 31.032762997463912, 1125.8704625855248, -19.236807765856597, - 99.965789393892422, 785.41504129236864, -107.40080051938554, - -56.143802590242146, 855.98715751068744, 10.316412508713348, - 40.864706837418751, 1413.6431009740013, -237.90340025941305, - -51.038395201531607, -183.7605606018239, 189.53172163458936, - -147.16721182589384, 790.02511899249703, -71.193846646387186, - 14.394123956607274, 1082.9827929822777, 258.86576945733469, - 109.5412295691779, 346.36011292390134, 25.981154163475658, - 269.10570362270334, 188.54003871811858, 759.00852321126717, - 1141.8339234492598, 95.354934763250299, 2392.3434476933494, - 432.72967910263458, -48.133626737139195, 157.30796724508392, - 323.331616150689, 438.11065381498872, 313.38102297375775, - 69.50381363291396, 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116.51428930260931, 18.708920262116735, + -36.245120553332526, 0.10833379171050339, 33.582738756202254, + 75.191271123990575, -4.0471483374251118, 36.528069452369735, + -42.960201171509034, 92.231100049603981, -9.3322606536948136, + 55.074365798621443, 50.325040086908004, -48.621860841738055, + -7.5094794356232732, 190.87335448722121, -7.9327093387016809, + -1.8609956504011418, 109.58452436441243, -63.803721309873026, + -6.8965707469549358, -36.282022197886256, 28.844803148069147, + -98.531328757144649, 127.74840814801348, 20.01266157618732, + -39.519929627601499, -51.320880309400884, 0.53778205785872757, + -44.30788823644599, -55.244010843916115, 90.670482674097116, + -2.4588069310971159, -17.382534398434565, 117.29810404178946, + -45.852151926645256, 60.841310864844672, -92.161459115672258, + 41.823236311589554, -11.820891545165715, -32.195026731862455, + -8.5037472546678003, 7.434587251503423), dim = c(970L, + 30L), dimnames = list(c("CERNA1", "GPR174", "DCLK2", + "AC001226.2", "PAX5", "SMG6", "EDF1", "ZNF605", "LINC02413", + "ACTR3B", "AC004067.1", "HSD17B4", "AC007881.3", "KCNAB3", + "PSMA3", "LIPE", "FOXJ1", "PTX3", "DCBLD1", "FUNDC1", + "KCNE1", "CLIC3", "FAM83D", "OSER1-DT", "MAD1L1", "PLCL1", + "TOP3A", "CDK14", "PNMA5", "CELF1", "MSL2", "PIBF1", + "TREML4", "EXO1", "FASTKD3", "PDZD11", "PIGX", "BIN2", + "AL590428.1", "BRI3", "AP5Z1", "FAM81A", "SCGB3A1", "HCFC2", + "CHAF1A", "AARS", "PCOLCE", "SUSD2", "CMAS", "TXNDC5", + "COLCA1", "GPC1", "AC131009.2", "TPCN2", "RCL1", "SNX24", + "AP1G2", "EIF3K", "AKAP3", "DEF8", "CIR1", "DNMT3A", "WASHC2C", "RBM43", "MRPS9", "ZNF781", "NOTCH4", "MT1X", "ZNF250", "AL118516.1", "NADK2", "AC005329.2", "PODNL1", "AC078881.1", "S100A12", "NUMA1", "AL392172.1", "NHLRC3", - "HECTD4", "AKAP13", "OR4F15", "CPSF3", "ZNHIT3", "AC004771.4", - "NOL4L", "SENP2", "CENPBD1", "PLK2", "AC090527.3", "ERLIN1", - "GIMAP7", "TMEM219", "COL8A1", "TRBV6-2", "HOMER3", "KAT6B", - "SMURF1", "AL132821.1", "EIF2S3", "RNF8", "TREML1", "ZFHX2", - "POGK", "PEAR1", "CARHSP1", "RC3H1", "LINC01588", "OXR1", - "LINC01857", "RIMKLA", "PTPN13", "SEC11C", "AL645504.1", - "STRADA", "VPS37C", "AC023389.1", "FAM160A2", "LAPTM5", - "AP000704.1", "ZNF184", "SS18", "DYNC2H1", "PRMT3", "TYSND1", - "INSL3", "AC008429.1", "EGFL8", "TPI1", "AC009950.1", - "HLA-DQB1", "CAPS", "C1orf174", "N6AMT1", "CIART", "COPA", - "IFIT3", "PSMB7", "BBS7", "RUNDC3A", "TAOK3", "C17orf97", - "LRP11", "KLHL11", "ZNF76", "BANF1", "PDCD10", "PHF2", - "NAT1", "AC141586.2", "ACAT1", "PSTPIP1", "PMS1", "EEF2KMT", + "HECTD4", "AKAP13", "CPSF3", "ZNHIT3", "NOL4L", "SENP2", + "CENPBD1", "PLK2", "AC090527.3", "ERLIN1", "GIMAP7", + "TMEM219", "COL8A1", "TRBV6-2", "HOMER3", "KAT6B", "SMURF1", + "AL132821.1", "EIF2S3", "RNF8", "TREML1", "ZFHX2", "POGK", + "PEAR1", "CARHSP1", "RC3H1", "LINC01588", "OXR1", "LINC01857", + "RIMKLA", "PTPN13", "SEC11C", "AL645504.1", "STRADA", + "VPS37C", "AC023389.1", "FAM160A2", "LAPTM5", "AP000704.1", + "ZNF184", "SS18", "DYNC2H1", "PRMT3", "TYSND1", "INSL3", + "AC008429.1", "EGFL8", "TPI1", "AC009950.1", "HLA-DQB1", + "CAPS", "C1orf174", "N6AMT1", "CIART", "COPA", "IFIT3", + "PSMB7", "BBS7", "RUNDC3A", "TAOK3", "C17orf97", "LRP11", + "KLHL11", "ZNF76", "BANF1", "PDCD10", "PHF2", "NAT1", + "AC141586.2", "ACAT1", "PSTPIP1", "PMS1", "EEF2KMT", "ECHDC1", "TMEM87B", "GGPS1", "CHORDC1", "HAX1", "HEG1", "SPEF2", "YARS2", "PTGER3", "AC108463.3", "STX4", "MCMBP", "AC093525.4", "KCNQ1OT1", "EFL1", "TGIF1", "CYB5A", "ZNF804A", @@ -292099,9 +284862,9 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "PIK3CD", "TMEM91", "FILIP1L", "MFSD3", "ACBD3", "SUB1", "MBLAC2", "TRIM58", "CYP2E1", "MSRB3", "ZBTB20-AS2", "NOC4L", "NME6", "AC099778.1", "XCL1", "TARSL2", "TCTN1", - "NUP160", "ZNF793-AS1", "CR936218.1", "TTF1", "BNIP3L", - "LAMTOR1", "AL672277.1", "FGD5-AS1", "TIMELESS", "CEP192", - "PCYOX1", "COPS7B", "CXorf40B", "CHD2", "ZFAND1", "AC069277.1", + "NUP160", "ZNF793-AS1", "TTF1", "BNIP3L", "LAMTOR1", + "AL672277.1", "FGD5-AS1", "TIMELESS", "CEP192", "PCYOX1", + "COPS7B", "CXorf40B", "CHD2", "ZFAND1", "AC069277.1", "CAVIN2", "PSMB5", "KIR2DL3", "DUS1L", "NSUN5", "JUP", "SUSD1", "EIF3A", "GIT1", "MXD3", "AL645728.1", "STK11IP", "HSPA8", "XPR1", "ITIH5", "AC004982.1", "C8orf34", "SDF4", @@ -292115,83 +284878,82 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "MICALL1", "JADE3", "LINC02361", "CHI3L1", "PLEKHA7", "DIMT1", "URB2", "LINC00865", "PBXIP1", "GUSB", "ZNRD1", "RNF125", "LINC01215", "GEMIN4", "ECHDC2", "SCPEP1", - "EFEMP2", "AC093249.6", "PTCD2", "LINC00563", "EMILIN1", - "ZBTB8A", "C12orf29", "MYRF", "SGPL1", "FAM30A", "GSDMB", - "FBXO21", "SNAPC4", "DLEU7", "ANKRD46", "TRIM46", "SHMT2", - "FKBP7", "DAP", "CCNE1", "DOCK11", "POLA2", "ATRN", "MNT", - "ANKHD1", "ZNF800", "AL354710.2", "SMCHD1", "AL449106.1", - "MBTPS1", "HPS6", "SLC5A9", "AC079907.1", "BCORL1", "TCERG1", - "ZNF66", "TRBV5-4", "LSM11", "GNE", "DYM", "DNAJC27-AS1", - "IL12RB2", "LINC00265", "C8orf59", "CLASP1", "ERICH6", - "KL", "SCAI", "VAPB", "AP000442.2", "AC110615.1", "LRAT", - "PSMC3IP", "TMEM192", "AC103724.3", "RHOBTB2", "BPIFB1", - "ARHGAP24", "FXYD6", "SLU7", "AC017100.1", "THRSP", "NUDT8", - "AC008915.2", "ZNF263", "MTSS1", "CD37", "UBE2E2", "ZNF385D", - "MALSU1", "VPS26A", "SMIM35", "RNF13", "LIG3", "LZTR1", - "CARD14", "WASL", "ZNF596", "NTAN1", "FAM110B", "CEP170", - "RPGR", "COLGALT1", "AL162742.1", "ELAC1", "MYLK3", "GON4L", + "EFEMP2", "AC093249.6", "PTCD2", "EMILIN1", "ZBTB8A", + "C12orf29", "MYRF", "SGPL1", "FAM30A", "GSDMB", "FBXO21", + "SNAPC4", "DLEU7", "ANKRD46", "TRIM46", "SHMT2", "FKBP7", + "DAP", "CCNE1", "DOCK11", "POLA2", "ATRN", "MNT", "ANKHD1", + "ZNF800", "AL354710.2", "SMCHD1", "AL449106.1", "MBTPS1", + "HPS6", "SLC5A9", "AC079907.1", "BCORL1", "TCERG1", "ZNF66", + "TRBV5-4", "LSM11", "GNE", "DYM", "DNAJC27-AS1", "IL12RB2", + "LINC00265", "C8orf59", "CLASP1", "ERICH6", "KL", "SCAI", + "VAPB", "AP000442.2", "AC110615.1", "LRAT", "PSMC3IP", + "TMEM192", "AC103724.3", "RHOBTB2", "BPIFB1", "ARHGAP24", + "FXYD6", "SLU7", "AC017100.1", "THRSP", "NUDT8", "AC008915.2", + "ZNF263", "MTSS1", "CD37", "UBE2E2", "ZNF385D", "MALSU1", + "VPS26A", "SMIM35", "RNF13", "LIG3", "LZTR1", "CARD14", + "WASL", "ZNF596", "NTAN1", "FAM110B", "CEP170", "RPGR", + "COLGALT1", "AL162742.1", "ELAC1", "MYLK3", "GON4L", "CHCHD2", "KIF11", "SPATA13", "PTK2B", "CDO1", "MADCAM1", "LINC01686", "ENTPD4", "PTPRK", "C21orf91", "SNX29", "ATL2", "CFAP298", "PLSCR2", "ATP5PB", "EVL", "IGSF8", "RCE1", "FAHD2A", "AP1S2", "AMOTL1", "OST4", "SUSD6", - "TSR2", "SLCO5A1", "HSBP1L1", "U2AF1L5", "TEX29", "IGHV1-2", - "WRAP53", "OR52K2", "ZNF574", "OR52I1", "CRYGS", "IFNAR1", - "MRM2", "TTC24", "ZNF296", "GEMIN8", "WDR18", "ERGIC2", - "ECHS1", "PLD2", "PLCXD1", "AC112721.2", "LINC01978", - "Z99127.1", "AC027306.1", "SEL1L3", "VWA5A", "FAM174A", - "PAFAH1B1", "MRE11", "ITPK1", "AL691403.2", "TMEM218", - "AP2A1", "DENND5A", "HNRNPH2", "AL135744.1", "AC137932.3", - "RBM4B", "SPIRE2", "UBE4B", "TPO", "IGHA1", "GP6", "YAF2", - "NFYC", "SF1", "MBIP", "MAP3K12", "AFG3L2", "ALOX5AP", - "TMEM59", "FAM131A", "AC023825.2", "CACNA1C", "AL136309.2", - "CD84", "RPF1", "AC046158.1", "TMLHE", "SDC4", "AUP1", - "PHPT1", "SLC35E3", "CNOT6L", "PGBD2", "RBFOX2", "GDA", - "AL391095.3", "SSR4", "C1orf54", "ARMH4", "KATNBL1", - "RGL1", "CC2D1B", "AC027338.1", "PHF14", "PQLC1", "ZCCHC24", - "NDRG3", "RASGRP2", "FRG1-DT", "SNTB2", "HNRNPLL", "ALDH7A1", - "BRCC3", "AL391069.3", "CD83", "SCN1B", "TRAF5", "NHSL2", - "TARS", "FGD3", "NELFB", "AC004494.1", "CCR2", "NRG2", - "CSGALNACT2", "CYREN", "ALPL", "NDUFAF8", "ZNF880", "AGAP3", - "UBE2J1", "PPM1H", "STBD1", "AC114490.3", "LINC00513", - "LINC02132", "SIRT7", "C12orf73", "ACP5", "RASAL2", "DSTYK", - "IQGAP2", "RAB11FIP5", "CD8B", "DUSP12", "FBXO11", "CLN3", - "MIGA1", "PLCB2", "SLFN5", "STXBP3", "AC104472.3", "TOR1AIP2", - "IL7", "PPM1N", "PSMC5", "THEMIS", "QARS", "UNC50", "AC114956.1", - "RAB35", "AC022167.1", "ANXA5", "GNB4", "RBBP5", "CSKMT", - "CA3", "ALKBH1", "MAFF", "LINC02569", "GALC", "MGP", - "MBOAT7", "ZNF555", "MGST1", "GBP5", "FLCN", "AC087672.2", - "CDKN2AIP", "RIC3", "LAMP2", "GPD2", "MOSPD2", "NDUFB1", - "NECTIN1", "TIMM10B", "SNTB1", "KRT86", "AOC2", "POFUT1", - "PHAX", "ETV6", "AC022148.2", "B3GALT2", "AC013270.1", - "ATF7", "LYSMD4", "GCSAM", "AC022098.1", "STOML1", "LINC00996", - "LINC00957", "IPO11", "AC069503.1", "AC091488.1", "TRIP13", - "ATP10D", "STX6", "TFAM", "TEP1", "PDCD1", "B3GAT2", - "IZUMO2", "DDX5", "CDHR5", "RET", "WLS", "CD247", "AC078846.1", - "BTBD3", "SLC38A11", "TMOD1", "LILRA5", "CCDC88B", "MSH3", - "ZFP36", "BNIP3", "MANEA", "SULT1C2", "GIMAP8", "TADA2A", - "GRINA", "CCAR1", "ZBP1", "MSMO1", "LINC00623", "KIFC2", - "SMAD2", "GSTM4", "TTC33", "LPP-AS2", "CCDC25", "FBXO34", - "TGFBR2", "ZNF257", "GLYATL1B", "LAMB2", "LINC02207", - "AC111182.1", "RNF114", "CRAT", "BRAP", "CMIP", "AL391335.1", - "AL512353.1", "SNRPB", "FUBP3", "DDX28", "TMEM176B", - "TRUB1", "ZNF280D", "LRRC45", "MIF4GD", "POLR1D", "MPHOSPH10", - "BCL9L", "CITED1", "SGO2", "TRIM28", "POMZP3", "CDADC1", - "IWS1", "NME3", "RAB6B", "MAPK8", "AL512306.2", "FADD", - "ATP12A", "SLC35E1", "CSPP1", "GLIPR2", "LINC01567", - "KDM1A", "LINC01134", "TMEM40", "GOLGA7", "CTNS", "MYT1", - "CALM2", "THOC2", "ADAM19", "NPIPB5", "VSIG1", "PHYH", - "C3AR1", "AC023154.1", "UMPS", "TMEM126B", "ZNF519", - "KAZALD1", "RASSF1-AS1", "RPP30", "LINC01833", "NFU1", - "RHBDD3", "POLE3", "SNHG4", "LARP7", "PPP4R3B", "SLC16A1-AS1", - "FAM72C", "SHPRH", "TLR5", "SPATA21", "GON7", "FXYD5", - "LRG1", "NUP85", "AL078459.1", "NEFL", "RYBP", "UBL4A", - "FRRS1L", "AASDH", "TOPBP1", "BTAF1", "PLPBP", "AP002360.3", - "ITGA2B", "ICAM3", "AC091057.4", "MFSD2A", "ZNF639", - "SREBF1", "SIPA1L2", "ADORA2B", "AC092620.3", "SMG9", - "AC002464.1", "FBXL3", "CRYGD", "SLC7A7", "LHFPL4", "C18orf21", - "EMX2OS", "MED13L", "DSP", "SRSF2", "TRGVB", "CREM", - "SPACA9", "C2CD6", "KLF10", "PITPNM1", "DNAAF2", "FSIP1", - "CTNND1", "BCL7C", "RAB39A", "PLEKHH2", "ZNF556", "EDN3", + "TSR2", "HSBP1L1", "U2AF1L5", "TEX29", "IGHV1-2", "WRAP53", + "OR52K2", "ZNF574", "OR52I1", "CRYGS", "IFNAR1", "MRM2", + "TTC24", "ZNF296", "GEMIN8", "WDR18", "ERGIC2", "ECHS1", + "PLD2", "PLCXD1", "AC112721.2", "LINC01978", "Z99127.1", + "AC027306.1", "SEL1L3", "VWA5A", "FAM174A", "PAFAH1B1", + "MRE11", "ITPK1", "AL691403.2", "TMEM218", "AP2A1", "DENND5A", + "HNRNPH2", "AL135744.1", "AC137932.3", "RBM4B", "SPIRE2", + "UBE4B", "IGHA1", "AC025430.1", "YAF2", "NFYC", "SF1", + "MBIP", "MAP3K12", "AFG3L2", "ALOX5AP", "TMEM59", "FAM131A", + "AC023825.2", "CACNA1C", "CD84", "RPF1", "AC046158.1", + "TMLHE", "SDC4", "AUP1", "PHPT1", "SLC35E3", "CNOT6L", + "PGBD2", "RBFOX2", "GDA", "AL391095.3", "SSR4", "C1orf54", + "ARMH4", "KATNBL1", "RGL1", "CC2D1B", "AC027338.1", "PHF14", + "PQLC1", "ZCCHC24", "NDRG3", "RASGRP2", "FRG1-DT", "SNTB2", + "HNRNPLL", "ALDH7A1", "BRCC3", "AL391069.3", "CD83", + "SCN1B", "TRAF5", "NHSL2", "TARS", "FGD3", "NELFB", "AC004494.1", + "CCR2", "NRG2", "CSGALNACT2", "CYREN", "ALPL", "NDUFAF8", + "ZNF880", "AGAP3", "UBE2J1", "PPM1H", "STBD1", "AC114490.3", + "LINC00513", "LINC02132", "SIRT7", "C12orf73", "ACP5", + "RASAL2", "DSTYK", "IQGAP2", "RAB11FIP5", "CD8B", "DUSP12", + "FBXO11", "CLN3", "MIGA1", "PLCB2", "SLFN5", "STXBP3", + "AC104472.3", "TOR1AIP2", "IL7", "PPM1N", "PSMC5", "THEMIS", + "QARS", "UNC50", "AC114956.1", "RAB35", "AC022167.1", + "ANXA5", "GNB4", "RBBP5", "CSKMT", "CA3", "ALKBH1", "MAFF", + "LINC02569", "GALC", "MGP", "MBOAT7", "ZNF555", "MGST1", + "GBP5", "FLCN", "AC087672.2", "CDKN2AIP", "RIC3", "LAMP2", + "GPD2", "MOSPD2", "NDUFB1", "NECTIN1", "TIMM10B", "SNTB1", + "KRT86", "AOC2", "POFUT1", "PHAX", "ETV6", "AC022148.2", + "B3GALT2", "AC013270.1", "ATF7", "LYSMD4", "GCSAM", "AC022098.1", + "STOML1", "LINC00996", "LINC00957", "IPO11", "AC069503.1", + "AC091488.1", "TRIP13", "ATP10D", "STX6", "TFAM", "TEP1", + "PDCD1", "B3GAT2", "IZUMO2", "DDX5", "CDHR5", "RET", + "WLS", "CD247", "AC078846.1", "BTBD3", "SLC38A11", "TMOD1", + "LILRA5", "CCDC88B", "MSH3", "ZFP36", "BNIP3", "MANEA", + "SULT1C2", "GIMAP8", "TADA2A", "GRINA", "CCAR1", "ZBP1", + "MSMO1", "LINC00623", "KIFC2", "SMAD2", "GSTM4", "TTC33", + "LPP-AS2", "CCDC25", "FBXO34", "TGFBR2", "ZNF257", "GLYATL1B", + "LAMB2", "LINC02207", "AC111182.1", "RNF114", "CRAT", + "BRAP", "CMIP", "AL391335.1", "AL512353.1", "SNRPB", + "FUBP3", "DDX28", "TMEM176B", "TRUB1", "ZNF280D", "LRRC45", + "MIF4GD", "POLR1D", "MPHOSPH10", "BCL9L", "CITED1", "SGO2", + "TRIM28", "POMZP3", "CDADC1", "IWS1", "NME3", "RAB6B", + "MAPK8", "AL512306.2", "FADD", "ATP12A", "SLC35E1", "CSPP1", + "GLIPR2", "LINC01567", "KDM1A", "LINC01134", "TMEM40", + "GOLGA7", "CTNS", "MYT1", "CALM2", "THOC2", "ADAM19", + "NPIPB5", "VSIG1", "PHYH", "C3AR1", "AC023154.1", "UMPS", + "TMEM126B", "ZNF519", "KAZALD1", "RASSF1-AS1", "RPP30", + "LINC01833", "NFU1", "RHBDD3", "POLE3", "SNHG4", "LARP7", + "PPP4R3B", "SLC16A1-AS1", "FAM72C", "SHPRH", "TLR5", + "SPATA21", "GON7", "FXYD5", "LRG1", "NUP85", "AL078459.1", + "RYBP", "UBL4A", "FRRS1L", "AASDH", "TOPBP1", "BTAF1", + "PLPBP", "AP002360.3", "ITGA2B", "ICAM3", "AC091057.4", + "MFSD2A", "ZNF639", "SREBF1", "SIPA1L2", "ADORA2B", "AC092620.3", + "SMG9", "AC002464.1", "FBXL3", "CRYGD", "SLC7A7", "LHFPL4", + "C18orf21", "EMX2OS", "MED13L", "DSP", "SRSF2", "TRGVB", + "CREM", "SPACA9", "C2CD6", "KLF10", "PITPNM1", "DNAAF2", + "FSIP1", "CTNND1", "BCL7C", "RAB39A", "PLEKHH2", "ZNF556", "KTN1-AS1", "AP000911.1", "CDC42EP1", "LINC00968", "CNST", "ZNF274", "KIAA0100", "TSPAN18", "IFIT5", "CCDC66", "FKBP5", "RNF169", "AC244197.2", "RPS25", "ZNF7", "AC087392.3", @@ -292206,8 +284968,8 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "RIMS3", "DPP8", "OSBPL7", "FMO4", "RPS12", "CLNK", "GNPDA2", "SLC3A2", "AL121992.1", "DPM1", "AL049840.1", "AIFM3", "PIAS3", "TLK1", "PRR12", "SNX27", "AL583810.1", "AL021807.1", - "NDC80", "FAM24B", "LHFPL6", "EPHB2", "MT-CO1", "SOX12", - "FNIP2", "ZNF354B", "TAPT1-AS1", "ZRANB3", "MACF1", "ANKRD6", + "NDC80", "FAM24B", "EPHB2", "MT-CO1", "SOX12", "FNIP2", + "ZNF354B", "TAPT1-AS1", "ZRANB3", "MACF1", "ANKRD6", "POLR3D", "TM9SF2", "AL157402.2", "TMEM119", "C7orf26", "LDLRAP1", "C12orf75", "HGH1", "ST8SIA1", "SLC35E2A", "FIGNL2", "COL11A2", "MIPOL1", "UCKL1", "AC078883.3", @@ -292239,16372 +285001,9734 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "harmony_17", "harmony_18", "harmony_19", "harmony_20", "harmony_21", "harmony_22", "harmony_23", "harmony_24", "harmony_25", "harmony_26", "harmony_27", "harmony_28", - "harmony_29", "harmony_30", "harmony_31", "harmony_32", - "harmony_33", "harmony_34", "harmony_35", "harmony_36", - "harmony_37", "harmony_38", "harmony_39", "harmony_40", - "harmony_41", "harmony_42", "harmony_43", "harmony_44", - "harmony_45", "harmony_46", "harmony_47", "harmony_48", - "harmony_49", "harmony_50"))), feature.loadings.projected = 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"GPC1", "AC131009.2", "TPCN2", "RCL1", "SNX24", + "AP1G2", "EIF3K", "AKAP3", "DEF8", "CIR1", "DNMT3A", "WASHC2C", "RBM43", "MRPS9", "ZNF781", "NOTCH4", "MT1X", "ZNF250", "AL118516.1", "NADK2", "AC005329.2", "PODNL1", "AC078881.1", "S100A12", "NUMA1", "AL392172.1", "NHLRC3", - "HECTD4", "AKAP13", "OR4F15", "CPSF3", "ZNHIT3", "AC004771.4", - "NOL4L", "SENP2", "CENPBD1", "PLK2", "AC090527.3", "ERLIN1", - "GIMAP7", "TMEM219", "COL8A1", "TRBV6-2", "HOMER3", "KAT6B", - "SMURF1", "AL132821.1", "EIF2S3", "RNF8", "TREML1", "ZFHX2", - "POGK", "PEAR1", "CARHSP1", "RC3H1", "LINC01588", "OXR1", - "LINC01857", "RIMKLA", "PTPN13", "SEC11C", "AL645504.1", - "STRADA", "VPS37C", "AC023389.1", "FAM160A2", "LAPTM5", - "AP000704.1", "ZNF184", "SS18", "DYNC2H1", "PRMT3", "TYSND1", - "INSL3", "AC008429.1", "EGFL8", "TPI1", "AC009950.1", - "HLA-DQB1", "CAPS", "C1orf174", "N6AMT1", "CIART", "COPA", - "IFIT3", "PSMB7", "BBS7", "RUNDC3A", "TAOK3", "C17orf97", - "LRP11", "KLHL11", "ZNF76", "BANF1", "PDCD10", "PHF2", - "NAT1", "AC141586.2", "ACAT1", "PSTPIP1", "PMS1", "EEF2KMT", + "HECTD4", "AKAP13", "CPSF3", "ZNHIT3", "NOL4L", "SENP2", + "CENPBD1", "PLK2", "AC090527.3", "ERLIN1", "GIMAP7", + "TMEM219", "COL8A1", "TRBV6-2", "HOMER3", "KAT6B", "SMURF1", + "AL132821.1", "EIF2S3", "RNF8", "TREML1", "ZFHX2", "POGK", + "PEAR1", "CARHSP1", "RC3H1", "LINC01588", "OXR1", "LINC01857", + "RIMKLA", "PTPN13", "SEC11C", "AL645504.1", "STRADA", + "VPS37C", "AC023389.1", "FAM160A2", "LAPTM5", "AP000704.1", + "ZNF184", "SS18", "DYNC2H1", "PRMT3", "TYSND1", "INSL3", + "AC008429.1", "EGFL8", "TPI1", "AC009950.1", "HLA-DQB1", + "CAPS", "C1orf174", "N6AMT1", "CIART", "COPA", "IFIT3", + "PSMB7", "BBS7", "RUNDC3A", "TAOK3", "C17orf97", "LRP11", + "KLHL11", "ZNF76", "BANF1", "PDCD10", "PHF2", "NAT1", + "AC141586.2", "ACAT1", "PSTPIP1", "PMS1", "EEF2KMT", "ECHDC1", "TMEM87B", "GGPS1", "CHORDC1", "HAX1", "HEG1", "SPEF2", "YARS2", "PTGER3", "AC108463.3", "STX4", "MCMBP", "AC093525.4", "KCNQ1OT1", "EFL1", "TGIF1", "CYB5A", "ZNF804A", @@ -308617,9 +294741,9 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "PIK3CD", "TMEM91", "FILIP1L", "MFSD3", "ACBD3", "SUB1", "MBLAC2", "TRIM58", "CYP2E1", "MSRB3", "ZBTB20-AS2", "NOC4L", "NME6", "AC099778.1", "XCL1", "TARSL2", "TCTN1", - "NUP160", "ZNF793-AS1", "CR936218.1", "TTF1", "BNIP3L", - "LAMTOR1", "AL672277.1", "FGD5-AS1", "TIMELESS", "CEP192", - "PCYOX1", "COPS7B", "CXorf40B", "CHD2", "ZFAND1", "AC069277.1", + "NUP160", "ZNF793-AS1", "TTF1", "BNIP3L", "LAMTOR1", + "AL672277.1", "FGD5-AS1", "TIMELESS", "CEP192", "PCYOX1", + "COPS7B", "CXorf40B", "CHD2", "ZFAND1", "AC069277.1", "CAVIN2", "PSMB5", "KIR2DL3", "DUS1L", "NSUN5", "JUP", "SUSD1", "EIF3A", "GIT1", "MXD3", "AL645728.1", "STK11IP", "HSPA8", "XPR1", "ITIH5", "AC004982.1", "C8orf34", "SDF4", @@ -308633,83 +294757,82 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "MICALL1", "JADE3", "LINC02361", "CHI3L1", "PLEKHA7", "DIMT1", "URB2", "LINC00865", "PBXIP1", "GUSB", "ZNRD1", "RNF125", "LINC01215", "GEMIN4", "ECHDC2", "SCPEP1", - "EFEMP2", "AC093249.6", "PTCD2", "LINC00563", "EMILIN1", - "ZBTB8A", "C12orf29", "MYRF", "SGPL1", "FAM30A", "GSDMB", - "FBXO21", "SNAPC4", "DLEU7", "ANKRD46", "TRIM46", "SHMT2", - "FKBP7", "DAP", "CCNE1", "DOCK11", "POLA2", "ATRN", "MNT", - "ANKHD1", "ZNF800", "AL354710.2", "SMCHD1", "AL449106.1", - "MBTPS1", "HPS6", "SLC5A9", "AC079907.1", "BCORL1", "TCERG1", - "ZNF66", "TRBV5-4", "LSM11", "GNE", "DYM", "DNAJC27-AS1", - "IL12RB2", "LINC00265", "C8orf59", "CLASP1", "ERICH6", - "KL", "SCAI", "VAPB", "AP000442.2", "AC110615.1", "LRAT", - "PSMC3IP", "TMEM192", "AC103724.3", "RHOBTB2", "BPIFB1", - "ARHGAP24", "FXYD6", "SLU7", "AC017100.1", "THRSP", "NUDT8", - "AC008915.2", "ZNF263", "MTSS1", "CD37", "UBE2E2", "ZNF385D", - "MALSU1", "VPS26A", "SMIM35", "RNF13", "LIG3", "LZTR1", - "CARD14", "WASL", "ZNF596", "NTAN1", "FAM110B", "CEP170", - "RPGR", "COLGALT1", "AL162742.1", "ELAC1", "MYLK3", "GON4L", + "EFEMP2", "AC093249.6", "PTCD2", "EMILIN1", "ZBTB8A", + "C12orf29", "MYRF", "SGPL1", "FAM30A", "GSDMB", "FBXO21", + "SNAPC4", "DLEU7", "ANKRD46", "TRIM46", "SHMT2", "FKBP7", + "DAP", "CCNE1", "DOCK11", "POLA2", "ATRN", "MNT", "ANKHD1", + "ZNF800", "AL354710.2", "SMCHD1", "AL449106.1", "MBTPS1", + "HPS6", "SLC5A9", "AC079907.1", "BCORL1", "TCERG1", "ZNF66", + "TRBV5-4", "LSM11", "GNE", "DYM", "DNAJC27-AS1", "IL12RB2", + "LINC00265", "C8orf59", "CLASP1", "ERICH6", "KL", "SCAI", + "VAPB", "AP000442.2", "AC110615.1", "LRAT", "PSMC3IP", + "TMEM192", "AC103724.3", "RHOBTB2", "BPIFB1", "ARHGAP24", + "FXYD6", "SLU7", "AC017100.1", "THRSP", "NUDT8", "AC008915.2", + "ZNF263", "MTSS1", "CD37", "UBE2E2", "ZNF385D", "MALSU1", + "VPS26A", "SMIM35", "RNF13", "LIG3", "LZTR1", "CARD14", + "WASL", "ZNF596", "NTAN1", "FAM110B", "CEP170", "RPGR", + "COLGALT1", "AL162742.1", "ELAC1", "MYLK3", "GON4L", "CHCHD2", "KIF11", "SPATA13", "PTK2B", "CDO1", "MADCAM1", "LINC01686", "ENTPD4", "PTPRK", "C21orf91", "SNX29", "ATL2", "CFAP298", "PLSCR2", "ATP5PB", "EVL", "IGSF8", "RCE1", "FAHD2A", "AP1S2", "AMOTL1", "OST4", "SUSD6", - "TSR2", "SLCO5A1", "HSBP1L1", "U2AF1L5", "TEX29", "IGHV1-2", - "WRAP53", "OR52K2", "ZNF574", "OR52I1", "CRYGS", "IFNAR1", - "MRM2", "TTC24", "ZNF296", "GEMIN8", "WDR18", "ERGIC2", - "ECHS1", "PLD2", "PLCXD1", "AC112721.2", "LINC01978", - "Z99127.1", "AC027306.1", "SEL1L3", "VWA5A", "FAM174A", - "PAFAH1B1", "MRE11", "ITPK1", "AL691403.2", "TMEM218", - "AP2A1", "DENND5A", "HNRNPH2", "AL135744.1", "AC137932.3", - "RBM4B", "SPIRE2", "UBE4B", "TPO", "IGHA1", "GP6", "YAF2", - "NFYC", "SF1", "MBIP", "MAP3K12", "AFG3L2", "ALOX5AP", - "TMEM59", "FAM131A", "AC023825.2", "CACNA1C", "AL136309.2", - "CD84", "RPF1", "AC046158.1", "TMLHE", "SDC4", "AUP1", - "PHPT1", "SLC35E3", "CNOT6L", "PGBD2", "RBFOX2", "GDA", - "AL391095.3", "SSR4", "C1orf54", "ARMH4", "KATNBL1", - "RGL1", "CC2D1B", "AC027338.1", "PHF14", "PQLC1", "ZCCHC24", - "NDRG3", "RASGRP2", "FRG1-DT", "SNTB2", "HNRNPLL", "ALDH7A1", - "BRCC3", "AL391069.3", "CD83", "SCN1B", "TRAF5", "NHSL2", - "TARS", "FGD3", "NELFB", "AC004494.1", "CCR2", "NRG2", - "CSGALNACT2", "CYREN", "ALPL", "NDUFAF8", "ZNF880", "AGAP3", - "UBE2J1", "PPM1H", "STBD1", "AC114490.3", "LINC00513", - "LINC02132", "SIRT7", "C12orf73", "ACP5", "RASAL2", "DSTYK", - "IQGAP2", "RAB11FIP5", "CD8B", "DUSP12", "FBXO11", "CLN3", - "MIGA1", "PLCB2", "SLFN5", "STXBP3", "AC104472.3", "TOR1AIP2", - "IL7", "PPM1N", "PSMC5", "THEMIS", "QARS", "UNC50", "AC114956.1", - "RAB35", "AC022167.1", "ANXA5", "GNB4", "RBBP5", "CSKMT", - "CA3", "ALKBH1", "MAFF", "LINC02569", "GALC", "MGP", - "MBOAT7", "ZNF555", "MGST1", "GBP5", "FLCN", "AC087672.2", - "CDKN2AIP", "RIC3", "LAMP2", "GPD2", "MOSPD2", "NDUFB1", - "NECTIN1", "TIMM10B", "SNTB1", "KRT86", "AOC2", "POFUT1", - "PHAX", "ETV6", "AC022148.2", "B3GALT2", "AC013270.1", - "ATF7", "LYSMD4", "GCSAM", "AC022098.1", "STOML1", "LINC00996", - "LINC00957", "IPO11", "AC069503.1", "AC091488.1", "TRIP13", - "ATP10D", "STX6", "TFAM", "TEP1", "PDCD1", "B3GAT2", - "IZUMO2", "DDX5", "CDHR5", "RET", "WLS", "CD247", "AC078846.1", - "BTBD3", "SLC38A11", "TMOD1", "LILRA5", "CCDC88B", "MSH3", - "ZFP36", "BNIP3", "MANEA", "SULT1C2", "GIMAP8", "TADA2A", - "GRINA", "CCAR1", "ZBP1", "MSMO1", "LINC00623", "KIFC2", - "SMAD2", "GSTM4", "TTC33", "LPP-AS2", "CCDC25", "FBXO34", - "TGFBR2", "ZNF257", "GLYATL1B", "LAMB2", "LINC02207", - "AC111182.1", "RNF114", "CRAT", "BRAP", "CMIP", "AL391335.1", - "AL512353.1", "SNRPB", "FUBP3", "DDX28", "TMEM176B", - "TRUB1", "ZNF280D", "LRRC45", "MIF4GD", "POLR1D", "MPHOSPH10", - "BCL9L", "CITED1", "SGO2", "TRIM28", "POMZP3", "CDADC1", - "IWS1", "NME3", "RAB6B", "MAPK8", "AL512306.2", "FADD", - "ATP12A", "SLC35E1", "CSPP1", "GLIPR2", "LINC01567", - "KDM1A", "LINC01134", "TMEM40", "GOLGA7", "CTNS", "MYT1", - "CALM2", "THOC2", "ADAM19", "NPIPB5", "VSIG1", "PHYH", - "C3AR1", "AC023154.1", "UMPS", "TMEM126B", "ZNF519", - "KAZALD1", "RASSF1-AS1", "RPP30", "LINC01833", "NFU1", - "RHBDD3", "POLE3", "SNHG4", "LARP7", "PPP4R3B", "SLC16A1-AS1", - "FAM72C", "SHPRH", "TLR5", "SPATA21", "GON7", "FXYD5", - "LRG1", "NUP85", "AL078459.1", "NEFL", "RYBP", "UBL4A", - "FRRS1L", "AASDH", "TOPBP1", "BTAF1", "PLPBP", "AP002360.3", - "ITGA2B", "ICAM3", "AC091057.4", "MFSD2A", "ZNF639", - "SREBF1", "SIPA1L2", "ADORA2B", "AC092620.3", "SMG9", - "AC002464.1", "FBXL3", "CRYGD", "SLC7A7", "LHFPL4", "C18orf21", - "EMX2OS", "MED13L", "DSP", "SRSF2", "TRGVB", "CREM", - "SPACA9", "C2CD6", "KLF10", "PITPNM1", "DNAAF2", "FSIP1", - "CTNND1", "BCL7C", "RAB39A", "PLEKHH2", "ZNF556", "EDN3", + "TSR2", "HSBP1L1", "U2AF1L5", "TEX29", "IGHV1-2", "WRAP53", + "OR52K2", "ZNF574", "OR52I1", "CRYGS", "IFNAR1", "MRM2", + "TTC24", "ZNF296", "GEMIN8", "WDR18", "ERGIC2", "ECHS1", + "PLD2", "PLCXD1", "AC112721.2", "LINC01978", "Z99127.1", + "AC027306.1", "SEL1L3", "VWA5A", "FAM174A", "PAFAH1B1", + "MRE11", "ITPK1", "AL691403.2", "TMEM218", "AP2A1", "DENND5A", + "HNRNPH2", "AL135744.1", "AC137932.3", "RBM4B", "SPIRE2", + "UBE4B", "IGHA1", "AC025430.1", "YAF2", "NFYC", "SF1", + "MBIP", "MAP3K12", "AFG3L2", "ALOX5AP", "TMEM59", "FAM131A", + "AC023825.2", "CACNA1C", "CD84", "RPF1", "AC046158.1", + "TMLHE", "SDC4", "AUP1", "PHPT1", "SLC35E3", "CNOT6L", + "PGBD2", "RBFOX2", "GDA", "AL391095.3", "SSR4", "C1orf54", + "ARMH4", "KATNBL1", "RGL1", "CC2D1B", "AC027338.1", "PHF14", + "PQLC1", "ZCCHC24", "NDRG3", "RASGRP2", "FRG1-DT", "SNTB2", + "HNRNPLL", "ALDH7A1", "BRCC3", "AL391069.3", "CD83", + "SCN1B", "TRAF5", "NHSL2", "TARS", "FGD3", "NELFB", "AC004494.1", + "CCR2", "NRG2", "CSGALNACT2", "CYREN", "ALPL", "NDUFAF8", + "ZNF880", "AGAP3", "UBE2J1", "PPM1H", "STBD1", "AC114490.3", + "LINC00513", "LINC02132", "SIRT7", "C12orf73", "ACP5", + "RASAL2", "DSTYK", "IQGAP2", "RAB11FIP5", "CD8B", "DUSP12", + "FBXO11", "CLN3", "MIGA1", "PLCB2", "SLFN5", "STXBP3", + "AC104472.3", "TOR1AIP2", "IL7", "PPM1N", "PSMC5", "THEMIS", + "QARS", "UNC50", "AC114956.1", "RAB35", "AC022167.1", + "ANXA5", "GNB4", "RBBP5", "CSKMT", "CA3", "ALKBH1", "MAFF", + "LINC02569", "GALC", "MGP", "MBOAT7", "ZNF555", "MGST1", + "GBP5", "FLCN", "AC087672.2", "CDKN2AIP", "RIC3", "LAMP2", + "GPD2", "MOSPD2", "NDUFB1", "NECTIN1", "TIMM10B", "SNTB1", + "KRT86", "AOC2", "POFUT1", "PHAX", "ETV6", "AC022148.2", + "B3GALT2", "AC013270.1", "ATF7", "LYSMD4", "GCSAM", "AC022098.1", + "STOML1", "LINC00996", "LINC00957", "IPO11", "AC069503.1", + "AC091488.1", "TRIP13", "ATP10D", "STX6", "TFAM", "TEP1", + "PDCD1", "B3GAT2", "IZUMO2", "DDX5", "CDHR5", "RET", + "WLS", "CD247", "AC078846.1", "BTBD3", "SLC38A11", "TMOD1", + "LILRA5", "CCDC88B", "MSH3", "ZFP36", "BNIP3", "MANEA", + "SULT1C2", "GIMAP8", "TADA2A", "GRINA", "CCAR1", "ZBP1", + "MSMO1", "LINC00623", "KIFC2", "SMAD2", "GSTM4", "TTC33", + "LPP-AS2", "CCDC25", "FBXO34", "TGFBR2", "ZNF257", "GLYATL1B", + "LAMB2", "LINC02207", "AC111182.1", "RNF114", "CRAT", + "BRAP", "CMIP", "AL391335.1", "AL512353.1", "SNRPB", + "FUBP3", "DDX28", "TMEM176B", "TRUB1", "ZNF280D", "LRRC45", + "MIF4GD", "POLR1D", "MPHOSPH10", "BCL9L", "CITED1", "SGO2", + "TRIM28", "POMZP3", "CDADC1", "IWS1", "NME3", "RAB6B", + "MAPK8", "AL512306.2", "FADD", "ATP12A", "SLC35E1", "CSPP1", + "GLIPR2", "LINC01567", "KDM1A", "LINC01134", "TMEM40", + "GOLGA7", "CTNS", "MYT1", "CALM2", "THOC2", "ADAM19", + "NPIPB5", "VSIG1", "PHYH", "C3AR1", "AC023154.1", "UMPS", + "TMEM126B", "ZNF519", "KAZALD1", "RASSF1-AS1", "RPP30", + "LINC01833", "NFU1", "RHBDD3", "POLE3", "SNHG4", "LARP7", + "PPP4R3B", "SLC16A1-AS1", "FAM72C", "SHPRH", "TLR5", + "SPATA21", "GON7", "FXYD5", "LRG1", "NUP85", "AL078459.1", + "RYBP", "UBL4A", "FRRS1L", "AASDH", "TOPBP1", "BTAF1", + "PLPBP", "AP002360.3", "ITGA2B", "ICAM3", "AC091057.4", + "MFSD2A", "ZNF639", "SREBF1", "SIPA1L2", "ADORA2B", "AC092620.3", + "SMG9", "AC002464.1", "FBXL3", "CRYGD", "SLC7A7", "LHFPL4", + "C18orf21", "EMX2OS", "MED13L", "DSP", "SRSF2", "TRGVB", + "CREM", "SPACA9", "C2CD6", "KLF10", "PITPNM1", "DNAAF2", + "FSIP1", "CTNND1", "BCL7C", "RAB39A", "PLEKHH2", "ZNF556", "KTN1-AS1", "AP000911.1", "CDC42EP1", "LINC00968", "CNST", "ZNF274", "KIAA0100", "TSPAN18", "IFIT5", "CCDC66", "FKBP5", "RNF169", "AC244197.2", "RPS25", "ZNF7", "AC087392.3", @@ -308724,8 +294847,8 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "RIMS3", "DPP8", "OSBPL7", "FMO4", "RPS12", "CLNK", "GNPDA2", "SLC3A2", "AL121992.1", "DPM1", "AL049840.1", "AIFM3", "PIAS3", "TLK1", "PRR12", "SNX27", "AL583810.1", "AL021807.1", - "NDC80", "FAM24B", "LHFPL6", "EPHB2", "MT-CO1", "SOX12", - "FNIP2", "ZNF354B", "TAPT1-AS1", "ZRANB3", "MACF1", "ANKRD6", + "NDC80", "FAM24B", "EPHB2", "MT-CO1", "SOX12", "FNIP2", + "ZNF354B", "TAPT1-AS1", "ZRANB3", "MACF1", "ANKRD6", "POLR3D", "TM9SF2", "AL157402.2", "TMEM119", "C7orf26", "LDLRAP1", "C12orf75", "HGH1", "ST8SIA1", "SLC35E2A", "FIGNL2", "COL11A2", "MIPOL1", "UCKL1", "AC078883.3", @@ -308757,653 +294880,23 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "harmony_17", "harmony_18", "harmony_19", "harmony_20", "harmony_21", "harmony_22", "harmony_23", "harmony_24", "harmony_25", "harmony_26", "harmony_27", "harmony_28", - "harmony_29", "harmony_30", "harmony_31", "harmony_32", - "harmony_33", "harmony_34", "harmony_35", "harmony_36", - "harmony_37", "harmony_38", "harmony_39", "harmony_40", - "harmony_41", "harmony_42", "harmony_43", "harmony_44", - "harmony_45", "harmony_46", "harmony_47", "harmony_48", - "harmony_49", "harmony_50"))), assay.used = "RNA", global = FALSE, - stdev = c(5.4099372168675828, 2.7410548429752049, - 2.5584407479923339, 2.4037080612874657, 2.2130502726775645, - 2.1450525888001866, 1.8962013221188581, 2.0539615610403499, - 2.052994172631736, 2.0073165668740978, 2.0237828299592007, - 1.9525536794620915, 1.9849136376487877, 1.9730865600849086, - 1.9599103517189029, 1.9477647024848048, 1.9213555713631334, - 1.9148066417755045, 1.9235722570175762, 1.9010141528635252, - 1.9128744380640348, 1.89972991235662, 1.9057990893534758, - 1.8917247425362451, 1.8838159949668356, 1.8794974375087807, - 1.8836584028261389, 1.8660769061311673, 1.8590028512165913, - 1.867698744393486, 1.8272107011730589, 1.8478606198039986, - 1.836411131049283, 1.8446884170224893, 1.8259598774504242, - 1.8209490641612869, 1.8059114051315002, 1.7908694505083658, - 1.8055473410754597, 1.7730131400349949, 1.7685345538661053, - 1.7770417836061814, 1.7802354290905926, 1.7653741593119139, - 1.7668146579621788, 1.7699587703095199, 1.7638444660188817, - 1.7533587206872063, 1.7546880862365231, 1.7453749129769547 - ), key = "harmony_", jackstraw = new("JackStrawData", + "harmony_29", "harmony_30"))), assay.used = "RNA", global = FALSE, + stdev = c(5.3786404860979591, 2.7383920835963713, + 2.5651053371255621, 2.3987510479454284, 2.1133479026452719, + 2.1145066826775083, 2.1095222579695463, 1.9067449074347205, + 2.0288666611627355, 2.0392253143036205, 2.0329896410408299, + 1.9784690050229152, 2.0255122001072059, 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-1.8826126217563317, 3.0773739457409217, - 2.4676818490307166, 2.7790544867794349, -2.459555065603988, - -2.5138653874118493, -2.2591957211215661, 3.7980010622459783, - 2.2251411319057777, 3.7846592596079542, 2.3448825717251136, - 3.2912830949108436, 0.022981488732559896, 1.3939889312069251, - 2.6862442136089637, -2.0719098210055993, -2.8130969166476891, - 3.3869417548458411, -0.23533145186497428, 4.1470800280849769, - 2.8378411770145728, -1.8844875454623864, -2.1101454853732751, - 0.50936039688990853, 2.0137846112530067, 2.6037459016125037, - -2.3097614407260583, 2.6934153676311805, 1.3408864379207923, - -3.5520457386691735, 0.083802545098526693, 1.6222453952114417, - 0.61864169838832161, -1.3356446385104821, -1.6770695805270837, - -0.041989481421248698, 4.0335890293400123, -2.8554219364841149, - -0.94750920531346061, 3.4598791837971046, -1.5812558293063805, - -2.8694261669833825, -2.758911526175277, -2.0501269459445641, - -2.9590515255649255, -3.5409540295322106, -0.45816651579930046, - 1.5115030646602943, 3.0681186557094886, 2.4723503232281043, - 2.1839917540829017, -0.63708344695164421, 2.7880321383755042, - 0.34788616898463509, 3.0166357398311927, -0.92119542357517936, - -1.6157540440280602, 2.8971071481983497, -0.63454858061863639, - -2.7788385510165856, 2.7074929118435218, -1.7758645176608727, - 3.2299376964847877, 2.2008478284160926, -1.1113909840305016, - -3.5848373532016442, -2.3846177220065758, -0.42325154540135124, - -2.3026723026950524, 3.7876083144265547, -2.118950760336654, - -3.171750938864486, 3.5464616656582191, 0.34687861206935189, - -0.00049773451878287744, -2.6051434635837243, -2.4649290203769372, - -2.693545258017318, -1.447017109366195, 1.5915046572964027 - ), dim = c(608L, 2L), "`scaled:center`" = c(-1.635418382620341, - -3.7933421969692542), dimnames = list(c("CGATGGCAGACTCGAG-1", - "ACCGTTCGTGGTCAAG-1", "CATCCGTGTCAGTCCG-1", "GTTGCTCAGTAGCCAG-1", - "CATGCTCTCTCTCGCA-1", "GGAGATGGTCTCAGAT-1", "GCAGCCATCCTGCCAT-1", - "GACTCTCAGATACATG-1", "CTGGCAGGTTGCCAAT-1", "AGTAGTCAGGTGATAT-1", - "AGTTCCCCATACACCA-1", "TTACCGCCAACCCGCA-1", "GACTCAAAGAAGTCCG-1", - "TTCACGCGTCTCGGGT-1", "ATCAGGTAGACTAAGT-1", "AACGAAAAGGAACGAA-1", - "ATCCGTCGTGGCTACC-1", "TCGTGGGTCGTGTCAA-1", "GGGAGATCAGTTCACA-1", - "TATCCTAAGACATACA-1", "CATCAAGTCAAAGGTA-1", "AGAACCTGTTATTCTC-1", - "GGAGGATTCCAAAGGG-1", "CGAGAAGTCAGACCGC-1", "GGACGTCCACTGCTTC-1", - "GGTAATCTCGAGCCAC-1", "CTGTATTGTACGACTT-1", "AAACGCTTCTGAGATC-1", - "GGTTCTCAGGACTATA-1", "GAACTGTAGTAAGAGG-1", "CCGATGGGTATGTGTC-1", - "GGCACGTAGACTTCCA-1", "TCATATCCACCTATCC-1", "CATCCCACACGACGTC-1", - "ATCACAGTCAGCTTGA-1", "CACTTCGGTGCGACAA-1", "CGAGTGCTCTTTGCAT-1", - "AGGTTACAGGATTTCC-1", "GGGAGTAAGTAGTCCT-1", "AGGTTGTAGAACTGAT-1", - "CAGTTCCTCTCAACCC-1", "TAGTGCAGTATTAAGG-1", "AGAGCCCAGTACTGTC-1", - "AGGTTACGTTGACTAC-1", "TCCTAATGTCGAACAG-1", "CACCGTTTCTTAGTTC-1", - "ACAAAGAGTTAGGCCC-1", "AACCAACCACGACAAG-1", "AGAAATGTCGCCGTGA-1", - "CTACAGACACATACTG-1", "AGAAGCGAGTGGCAGT-1", "CGTGCTTCATTGCTGA-1", - "TGTCCACAGGCATCTT-1", "GTGCAGCAGCCTGAAG-1", "TGTTTGTGTTCTTCAT-1", - "GTTCTATTCCCTCGTA-1", "CACTGGGTCTTCGTAT-1", "GGAACCCGTCACTTCC-1", - "CTACCTGTCCACGTAA-1", "GCTCAAAGTATAGGAT-1", "CACGTGGGTTGGAGGT-1", - "TACCCGTCAACGGCTC-1", "TGGGAAGTCCACCTCA-1", "AAGACAACATCAACCA-1", - "TCTTTGAAGTGCAACG-1", "GTAGAAAAGCAGAAAG-1", "CCGGTGAGTTGTTGAC-1", - "TTGCCTGCAGATCCTA-1", "ATCCTATGTTTGGGTT-1", "AGGCCACTCATGAGTC-1", - "CCGGTGATCCTACCGT-1", "TCCACCACAAAGGCGT-1", "CTTCAATAGGGCCTCT-1", - "GGCACGTTCAACGCTA-1", "AGCGCCACATAGTCGT-1", "CGATGCGCATCTGTTT-1", - "CACTGGGCAACCAACT-1", "ATCGTGATCAGCGTCG-1", "TTCCAATTCACTACTT-1", - "CTCAATTTCCAGCAAT-1", "TTTGGTTAGTTCAACC-1", "GTGTGATAGAGCCGTA-1", - "TCACACCAGCAGCCCT-1", "ACTGTCCGTATGTCAC-1", "TTGACCCGTATGTCCA-1", - "TCGGGACGTAACATGA-1", "GTTACGACATCCAACA-1", "CTTCTAACAGGTTTAC-1", - "TGTGATGAGGACCCAA-1", "TGGATCAAGGGACAGG-1", "ATGAAAGGTAACATGA-1", - "GTAAGTCCACGAGAAC-1", "TTTGACTAGCGGTATG-1", "TTGGTTTAGTATCCTG-1", - "AGTAACCTCATGAGGG-1", "CACCAAAAGTTGTCAC-1", "TTTAGTCTCCGATAAC-1", - "TCATGTTGTCATACCA-1", "ACACCAATCACACCGG-1", "GCCAGGTTCGTTCGCT-1", - "GCTTGGGAGCCAAGTG-1", "CCGGACAGTCGTGGAA-1", "ACCACAAGTCAGGTGA-1", - "GTGAGCCCATGGGAAC-1", "TCGTAGAGTGAGTCAG-1", "TCCATCGAGTATAACG-1", - "CGAGGAACAAGGTACG-1", "GCCAACGAGCTGACTT-1", "GCTTTCGGTAACGGTG-1", - "TGCATCCTCACTACTT-1", "AGACAAAGTGTCCTAA-1", "AACAGGGTCACCCTCA-1", - "TGGGTTAGTTTACACG-1", "TGGCGTGTCAGACCCG-1", "AGTCTCCCACCTCAGG-1", - "TTGTGTTTCGTTGTGA-1", "TAGGGTTTCGTGCGAC-1", "ACACAGTTCCACCTGT-1", - "CAAGGGACAGAGCGTA-1", "ATCCTATCAAGACCTT-1", "TTACCGCAGGTAGATT-1", - "AGTAACCGTAGACACG-1", "CAACAACAGACATGCG-1", "CTACAGACAGTTAGGG-1", - "CCTAACCTCTGCCCTA-1", "TGGTACACATTGAAGA-1", "TATCTTGCACGTTCGG-1", - "TCAAGTGAGGATAATC-1", "TACGGGCGTTATAGCC-1", "CAGCAGCCAAGCAATA-1", - "CGCATGGAGGATTTCC-1", "CTACAGAGTCGCCACA-1", "TTCACGCGTTGGACCC-1", - "TGACTCCAGTCTTGGT-1", "GTGTGATAGCCTGTGC-1", "TGGGAGAGTTGTCTAG-1", - "TCACGGGGTGTGCTTA-1", "TGCTCGTCACGGATCC-1", "CTCATGCTCCACGGGT-1", - "AGAAGTATCGAGTCCG-1", "TACGTCCTCCTTGACC-1", "ATCCATTCAAATGATG-1", - "TGAGGGACAAGCTGTT-1", "ATTTCACTCTTGGAAC-1", "CCCTAACTCCGCGGAT-1", - "ACCATTTGTTCTCCCA-1", "TGATCAGTCCTAACAG-1", "AATGCCATCTTGAACG-1", - "CGAGTTAAGAAGGATG-1", "GAACTGTGTGAGCCAA-1", "GTCACGGTCATCTATC-1", - "GGTGTCGTCCCATGGG-1", "AGTAGTCGTATCCCTC-1", "TCGACGGGTGCATCTA-1", - "TCGCACTCAATCGCCG-1", "GTTTGGATCATACAGC-1", "CCTCTCCAGCGTGTTT-1", - "ATGAGTCTCTTTGATC-1", "ATTCTACGTGTCCAAT-1", "CCACACTAGTCAGCGA-1", - "TACCGAAGTCCTGTCT-1", "CTCACTGGTAGACAAT-1", "CACGTGGTCTTCGTGC-1", - "TGGTTAGTCCGAGAAG-1", "CTACAGAGTACTCGCG-1", "ACCCTCAGTCCTCCTA-1", - "CCTTTGGGTGATTCTG-1", "AATCGACGTGATACCT-1", "GTGCTTCAGCGTGCTC-1", - "ACTGTGACATTCTTCA-1", "GGGACCTCAGAGTGTG-1", "CAGGTATAGCTGCGAA-1", - "GAGGGTACAAACCACT-1", "GATTGGTGTACGATGG-1", "ATGCGATTCTGTCGTC-1", - "GTAAGTCGTACCTAAC-1", "GACTCAAAGGGAACAA-1", "TTACGCCGTCGTACAT-1", - "TATCTGTCATAACTCG-1", "AGCTTCCAGCAAATCA-1", "GAGTTGTCACAGTATC-1", - "TTCTGTACAACGCCCA-1", "CTTCCGAAGGTCCCGT-1", "AGATCGTCACCCTTAC-1", - "CTATCTAAGACATAAC-1", "ACGTACACAAGTGTCT-1", "TGATTCTCAGTAGAGC-1", - "TTTGACTAGTCATACC-1", "CAATCGAAGTCCCTAA-1", "ATACCTTTCCTAGAGT-1", - "CGGAATTAGTAGGGTC-1", "ACATCCCTCGATTCCC-1", "AACCACAAGTTGAAGT-1", - "GATCAGTCACCAGCTG-1", "CGATGCGTCGATTCCC-1", "TGACAGTAGGCATGCA-1", - "TTCAATCCACTTCAGA-1", "GAGACCCCATATCGGT-1", "ACCGTTCTCCCATAAG-1", - "AGATCCAGTAACAGGC-1", "TCTGGCTGTGGTAACG-1", "CGGCAGTGTTCAAAGA-1", - "TTCTGTAAGCCTTGAT-1", "GGGTCACGTGAGATAT-1", "AGTTAGCAGACGCCCT-1", - "TTGCCTGGTATACGGG-1", "AAGACTCGTTGCCTAA-1", "GAGGCCTGTACTGCCG-1", - "CAGCCAGCATCGCCTT-1", "TCACAAGGTACCTAGT-1", "TACCGAAAGGCCTTCG-1", - "TGAATCGGTGGTTCTA-1", "AATGCCAAGTTACGTC-1", "AGAACCTCAGCGTGAA-1", - "GCACTAACATTGACAC-1", "ATTCATCCACTCCGGA-1", "AGTAACCAGAAGCCAC-1", - "AGATCGTCACTTACAG-1", "AGGGAGTGTTTACACG-1", "CAAGAGGAGGCAGGTT-1", - "GGTGGCTAGAAGCCTG-1", "TTTCGATCAACGAGGT-1", "AATGACCTCAATCGGT-1", - "GCAACATGTCCTACAA-1", "CCTCCAAAGCGACTAG-1", "CATCCCAGTACCGTCG-1", - "GTTTGGAGTTTCGACA-1", "GGTGGCTTCTAGCCTC-1", "AACAAAGGTAGTGGCA-1", - "TAGATCGAGTTAGTAG-1", "AGCTCAAAGGCCCGTT-1", "GTCGAATCACAGACGA-1", - "ATGACCATCCCGTTCA-1", "GTCAGCGGTTTGACAC-1", "GCAACATAGCACTTTG-1", - "CAGCGTGGTACGATCT-1", "AGATGAACACACCTTC-1", "TGTTCCGTCTAGACAC-1", - "CCCTTAGAGAGGGCGA-1", "TGAGGAGCATGGAAGC-1", "ACGGGTCCAGTTGTCA-1", - "GTGCAGCAGTTAGTAG-1", "GTGTAACCAGTAACCT-1", "TGAGGTTAGCGTCAAG-1", - "CATCCGTAGTTGCTGT-1", "AGTAACCGTATTTCCT-1", "GTCTTTAAGGTCGTAG-1", - "CCTAAGAGTGTTACTG-1", "AGAGAATTCTATCGCC-1", "TATTCCAGTTTGGAAA-1", - "TGGCGTGTCCTCTCGA-1", "GATTCGAGTGCCGAAA-1", "CTCAGGGTCGCTTTAT-1", - "CCACGTTTCATTGGTG-1", "GATGGAGCAAAGGCGT-1", "TACTTCAAGACGCCCT-1", - "GGAAGTGCAAGTTCGT-1", "AGTCAACAGGTAAGTT-1", "GCAGCCAGTACAACGG-1", - "GATGACTTCTTTCCAA-1", "TTGGGCGAGGGTGAAA-1", "CCCTGATTCATGACAC-1", - "TCTGCCATCTGTGCTC-1", "TTTCAGTCAGTCTCTC-1", "GACACGCAGTTGCTGT-1", - "TAATTCCAGCACTTTG-1", "TGTGAGTTCCTGTAAG-1", "CACTGTCGTCGAACAG-1", - "ACGGGTCAGCGACTGA-1", "GTGAGTTGTGGTCTAT-1", "AATGACCTCAACCTCC-1", - "TCAAGACAGCTTTGTG-1", "GGGAGATGTCTGTGAT-1", "TCCGATCGTGGCCTCA-1", - "CTCCATGAGCCGGATA-1", "CGGAACCTCCCTCAAC-1", "TCAGGGCGTAATGTGA-1", - "AACGGGAGTGCAATGG-1", "GATTCGAGTGGGAGAG-1", "AGATCCAGTTAGGCTT-1", - "GAGAAATGTCGCGTCA-1", "GACTATGGTATCTTCT-1", "ATGGGTTAGCCATTCA-1", - "TGGATCAAGCGACTGA-1", "TGCTGAATCCTATTGT-1", "GACCCTTAGTCCCGAC-1", - "TCACTATTCACTTATC-1", "TAAGCGTGTAGTCGGA-1", "GTGCAGCAGTGGCGAT-1", - "TGAATCGCACGCTGAC-1", "CGTAGTACATGTACGT-1", "GTCTCACAGAACAAGG-1", - "ATATCCTAGGGATCAC-1", "GATGATCTCAAGCCGC-1", "GCAACCGCAGTTTCGA-1", - "ATCATTCTCACGTCCT-1", "CCGGTGAGTTGATCGT-1", "GAAATGAGTGTAGGAC-1", - "AGAAATGTCTGTAAGC-1", "GACTCAATCGGAGTGA-1", "ACAAAGACAGTCAGCC-1", - "AACCTGATCACTGGTA-1", "GGTGTCGGTTAGAAGT-1", "CAACCAAAGTACGAGC-1", - "AAGTTCGAGAGAACCC-1", "TCGACCTAGACGACTG-1", "AATGCCATCTTACCAT-1", - "GGGTATTCACCCGTAG-1", "CACGTTCTCGACCTAA-1", "GCAGGCTCAAACTGCT-1", - "ACGGTCGGTATGGGAC-1", "CCCTTAGAGACGCATG-1", "ACATTTCAGCCGTAAG-1", - "GTGAGCCGTGTGTGTT-1", "TCTCTGGTCTTGCGCT-1", "TTTCACATCTTCGGTC-1", - "GTAGGAGCATTCGGGC-1", "TCTCAGCTCTTGATTC-1", "AATGACCCAGAGTCAG-1", - "GAGTTACCAACTGAAA-1", "GTGTAACCATTAGGCT-1", "AATGGCTAGTCGTCTA-1", - "TCACGGGCAATGGGTG-1", "ACGGTTATCTGTGTGA-1", "TATCCTAAGGGAGGGT-1", - "TTCGATTGTTCCTACC-1", "CTCTCGACAGCTGTGC-1", "TCAGGGCCATCTAACG-1", - "TGCAGTAGTGATTCAC-1", "AAAGGGCTCTGTACAG-1", "TGTTGAGCACCCTAGG-1", - "TTTATGCAGAGGATCC-1", "TTTGGAGCAAAGCGTG-1", "TCACGCTCACCGGCTA-1", - "ACTGCAATCATCTCTA-1", "GGGCTCATCATTGTTC-1", "AGTAACCGTATAGCTC-1", - "TACCCGTTCATCGCTC-1", "GAGTTACTCCCGTTGT-1", "CCTCAACCATGGCACC-1", - "ATGGAGGAGTATGAGT-1", "AGATGCTTCGTTGCCT-1", "ATCGTCCCACATTCGA-1", - "AGTGACTCAGGGTCTC-1", "CTACCTGCAATGTTGC-1", "CAGTTCCAGAATCTAG-1", - "TTCCGTGGTCGTGTTA-1", "TTCTTCCAGGACATCG-1", "CGTGATAAGAGTAACT-1", - "GCCAGTGAGGTTTGAA-1", "GTGCTTCCAAATCGTC-1", "GTACAACGTCTTCCGT-1", - "GAGTGAGAGTCTGCGC-1", "GTAATGCTCGTTTACT-1", "TTTACGTAGCGATCGA-1", - "AACAAAGGTACTGCCG-1", "AGAGCAGTCTCCCATG-1", "TCCACGTCACCTCAGG-1", - "TTTACCAGTGAGGCAT-1", "CTTTCAAAGGATTCCT-1", "TGGTGATTCTCCATAT-1", - "ACCTGTCAGTGCAGCA-1", "AGATCCAGTGACTAAA-1", "ATTATCCCACGCAAAG-1", - "CGGAACCCAACGCATT-1", "GTTCGCTAGTAATCCC-1", "TGTTCCGGTTGCCATA-1", - "TGTCAGAAGTTCGCAT-1", "TTCCTTCCATGACTAC-1", "GCGTGCATCTATACGG-1", - "AACAGGGAGAGCGACT-1", "ACCCTCATCTGAGAGG-1", "CGAGGCTTCGAACACT-1", - "AAAGAACGTAGGCAGT-1", "CAGATACAGTAGAGTT-1", "TGGATGTAGTTTGTCG-1", - "TCAGGGCCACTTCATT-1", "CTTCTCTCATGACCCG-1", "GCATCGGAGCGCCTTG-1", - "GTAATCGAGAATACAC-1", "GGAATCTGTTACCCTC-1", "TCCATCGCATGATAGA-1", - "AGGACTTAGGGCTTCC-1", "CCTTTGGCATTCTCCG-1", "CTTCAATTCCGATAAC-1", - "TTGTTGTGTCTACGAT-1", "ATGAAAGAGGAGTACC-1", "TGGAGAGGTACGCTAT-1", - "TGCAGATAGCTATCCA-1", "CAAGAGGCACCGTGCA-1", "TAGACTGCAGCCGGTT-1", - "TGACGCGAGCCTCTTC-1", "GCGAGAATCGCTGTTC-1", "AGACTCAGTGTAACGG-1", - "ACCCTTGGTTACCGTA-1", "AGTGTTGTCTATGTGG-1", "TGTTGAGGTTCCCAAA-1", - "CGCGTGAAGGCTTCCG-1", "AACCTTTCAGTGGTGA-1", "ACAGCCGGTCTGTCAA-1", - "GTCACGGGTTATTCCT-1", "ATGACCACATCGATCA-1", "TTCCAATGTCCTCATC-1", - "TGAGTCAAGACTCTTG-1", "TGTGCGGTCATTACTC-1", "CATGCGGAGTCGGGAT-1", - "TGCGATATCGTAGTCA-1", "CTCATGCCAAACGTGG-1", "AAAGTCCTCCTTCAGC-1", - "ATCGGCGTCACAAGAA-1", "CTGGTCTGTGGTTTAC-1", "ATCCCTGCAGATAAAC-1", - "CATCGCTTCCTTCTAA-1", "TCATGGAAGAAGATCT-1", "ACGGTCGTCTTAAGGC-1", - "CGGGCATTCATTTGTC-1", "GGGTTTACAGGTCAGA-1", "ACAGGGACAAGCTGTT-1", - "GGGACCTAGCCTTGAT-1", "CGTAAGTAGTGGGAAA-1", "AGGTTGTAGCCGAACA-1", - "CTATCTAGTATGTGTC-1", "TTCATTGTCGAGTCCG-1", "TAGGGTTAGCGGGTAT-1", - "CCTAACCGTGCCTACG-1", "CCCATTGAGTTGGCTT-1", "ATGCATGTCGCATTGA-1", - "GAGGGTAGTGGTTTAC-1", "TTCCACGCACATTGTG-1", "AAGATAGTCCTATTGT-1", - "ACCTGTCCAGGACTAG-1", "CATGGTAGTGTTGATC-1", "TGTTTGTTCATTTGTC-1", - "CCGTTCACAACGGCTC-1", "ACTGTCCCATCACGGC-1", "CTCATGCAGCCGATCC-1", - "GCTACCTAGCCGAACA-1", "ACCACAAAGTATAACG-1", "AGTTCCCTCCGTATGA-1", - "TCATTGTGTATACCTG-1", "GTTCATTAGTGGATTA-1", "GTGACGCAGGTCGTGA-1", - "AGTAACCAGTATTGCC-1", "CTTCTAACATCGTTCC-1", "GACACGCCATGCCATA-1", - "GGTGAAGAGTCCTACA-1", "GTAGCTACACCAGTTA-1", "TAGACCACAGCAAGAC-1", - "CAACAACGTACTAGCT-1", "AGCGCTGTCAGTCATG-1", "TTCAGGACAGGTAGTG-1", - "GTTGTCCAGCACACAG-1", "GTGAGTTAGCAAGCCA-1", "ACCCTTGGTGTTCGAT-1", - "TGTACAGCAAACTAAG-1", "ACAGCCGGTGATGTAA-1", "TCGTCCACACCAGACC-1", - "TAACCAGCAACGGCTC-1", "ACTTATCCAATCGCCG-1", "AATTCCTCAAGACCTT-1", - "GTATTGGCATGGGTCC-1", "CAACAGTCACGGTGAA-1", "CCAATTTCAGGCTTGC-1", - "GTTGTCCCAGGCCCTA-1", "TAACCAGGTGGCGTAA-1", "GTTCGCTAGGGACCAT-1", - "GCACGTGGTGGAAGTC-1", "GCACATATCCCTTTGG-1", "CATCGCTTCAAATAGG-1", - "GGATCTACACTTGACA-1", "CTCCAACGTGATTAGA-1", "CCCTGATTCTCATGGA-1", - "CACTGAATCTATGTGG-1", "GCCTGTTTCGATACAC-1", "CACGGGTTCTTACACT-1", - "TCCCATGCAGTCGGTC-1", "CGTAATGTCATACGAC-1", "CCTCCTCTCCGGTTCT-1", - "AGGTTACTCCTAACAG-1", "GGGACAATCTATTGTC-1", "ACAACCACATGGAACG-1", - "ATCCGTCTCAGCGGAA-1", "AATTCCTTCCCATAGA-1", "CTCTGGTGTAGATCGG-1", - "CATTGTTGTGGGACAT-1", "CATCCGTAGCGTTCCG-1", "TGAGCATGTTGGATCT-1", - "GCCGTGAAGCATCAAA-1", "CTTCGGTGTTTCACTT-1", "CTACCTGAGACAACAT-1", - "CACGTGGTCTTCTTCC-1", "ATTTCACGTATTTCTC-1", "CTAGACACACATTCGA-1", - "CAAGAGGAGACGCAGT-1", "GATGAGGCAGGCATTT-1", "AATCACGAGCAAATCA-1", - "TTACTGTGTGCCCAGT-1", "ATGGAGGAGCCTTTCC-1", "TTAATCCTCGCTTGCT-1", - "TCAAGCATCTGTCAGA-1", "GTCACGGGTCCAAGAG-1", "ATTTCTGAGCCTATTG-1", - "TACAGGTCAAGAATAC-1", "ACCTGAAAGGGAGGTG-1", "TATCGCCAGTCCCAAT-1", - "GACTTCCCAAAGACTA-1", "TCCGAAACAACGTTAC-1", "CAAGCTACATACTGTG-1", - "ATCGGATAGGATCATA-1", "GGTAACTTCGAGTGAG-1", "GGAATCTCAGCAGTAG-1", - "CTGTAGATCTATGTGG-1", "GCCAGGTAGCATCAGG-1", "AGGTAGGAGGCCACCT-1", - "TTCAGGATCGCTGTTC-1", "TACGGGCTCTTGGATG-1", "TGTACAGGTCGCCTAG-1", - "CGACAGCGTAGTCGTT-1", "ATTCTTGGTATCGCTA-1", "CTCATGCGTCGGTGTC-1", - "CGTGAATCAAGAATAC-1", "ACCTACCTCTTCTGGC-1", "TGATGCAAGTGGGAAA-1", - "TTCACGCGTAGACAGC-1", "AGGGTTTAGTCTAGCT-1", "ACAAGCTTCGTTGTGA-1", - "TGCCGAGAGCTAAACA-1", "GGGACAAAGAGCAAGA-1", "TCGAACATCGGATAAA-1", - "CAGCACGGTTCGTACA-1", "GCACATACAAGCACAG-1", "AGTCTCCCAGCGATTT-1", - "TGTTCCGCAGTCCGTG-1", "ACTACGACATCCGTTC-1", "GCTACAAGTTGCGGCT-1", - "ACCGTTCAGAACGTGC-1", "AGCTACACATCCGGCA-1", "TGTGGCGAGGACATCG-1", - "CCTTGTGAGTCTAGAA-1", "ACCATTTGTTATTCTC-1", "GCCAACGGTGAACTAA-1", - "CCCTCTCAGAACTTCC-1", "TCAATCTGTACATACC-1", "CATTCATTCTAGCCTC-1", - "TCAGTGACAGGCTATT-1", "TCAGTGATCACACCCT-1", "ATCGTCCAGTTTGCTG-1", - "CTTCTAACAGCTTCCT-1", "TAACTTCAGGTAGATT-1", "TTTCCTCAGCTTCGTA-1", - "CGGAGAAGTCACCGCA-1", "GTGATGTCAAATGATG-1", "CACGTGGGTTAGTTCG-1", - "GAAGGGTGTGAAGCTG-1", "ATCACAGGTCTAGGCC-1", "CTTCCGAAGACTACCT-1", - "TGATGGTCAACCGATT-1", "AGCCAGCTCTACCAGA-1", "GTACAGTTCACCTTGC-1", - "TCATACTAGGGCGAGA-1", "GCTTGGGTCTACCCAC-1", "TATCCTAGTGATACTC-1", - "GCACGTGGTGGTTTAC-1", "GGAATCTCAGGACAGT-1", "GACGTTATCAGCTCTC-1", - "GTTGTAGAGTAACCGG-1", "TATGTTCTCCATGCAA-1", "GTCTACCCAGAAGTTA-1", - "GCGTTTCTCCACGAAT-1", "CGGGTCACAAAGCTAA-1", "CTGAATGTCGAACACT-1", - "AACAGGGAGAAGCGGG-1", "CGGCAGTTCACTTCTA-1", "AGGCATTAGTATGTAG-1", - "AGCTCAAGTATGTCCA-1", "GATAGAATCAAGAATG-1", "CATGAGTCAGGCCTGT-1", - "GTAGGTTCACGGAAGT-1", "AGGTTACCAGTCCCGA-1", "TGTGGCGCAGCTGCCA-1", - "TTTAGTCGTACAGCGA-1", "CAACCAAGTGATGTAA-1", "TGTGATGCAGCTTCCT-1", - "CAGTTCCGTCGTGTTA-1", "CGAGTTATCCCAATAG-1", "ACCGTTCTCGCTGTCT-1", - "TTTATGCTCTTGTTAC-1", "CTGGCAGGTACATTGC-1", "GACCCTTCAATCTGCA-1", - "ATTTACCCAGATGCGA-1", "TGCTTGCGTCTGTGAT-1", "CACATGAGTGAGACGT-1", - "GGGTCTGCAAAGGCTG-1", "TTTCAGTCACTACAGT-1", "ATGACCAGTATGGAAT-1", - "AAGTACCTCCCGAATA-1", "CATGCGGCAGACAAAT-1", "TTCCAATTCTGGCCGA-1", - "TCGCTCAGTCTACACA-1", "GATCGTAGTCACTCGG-1", "TACCTCGTCGACCCAG-1", - "TAGAGTCGTTGTTGAC-1", "AGGTGTTAGTTAGTAG-1", "TGCCGAGCAGTACTAC-1", - "GACTGATTCAAGGAGC-1", "CCTCCTCGTCTAATCG-1", "GGTAACTGTCGCATTA-1", - "GGTCACGAGTGAGCCA-1"), c("UMAP_1", "UMAP_2"))), feature.loadings = structure(numeric(0), dim = c(0L, - 0L)), feature.loadings.projected = structure(numeric(0), dim = c(0L, - 0L)), assay.used = "RNA", global = TRUE, stdev = numeric(0), - key = "UMAP_", jackstraw = new("JackStrawData", empirical.p.values = structure(numeric(0), dim = c(0L, - 0L)), fake.reduction.scores = structure(numeric(0), dim = c(0L, - 0L)), empirical.p.values.full = structure(numeric(0), dim = c(0L, - 0L)), overall.p.values = structure(numeric(0), dim = c(0L, - 0L))), misc = list())), images = list(), project.name = "SeuratProject", + 0L))), misc = list())), images = list(), project.name = "SeuratProject", misc = list(gene_annotations = structure(list(c("CERNA1", "IGKV2-18", "LUADT1", "AL133297.2", "AL021937.1", "GPR174", "DCLK2", "C16orf90", "PCSK6-AS1", "AC001226.2", "POU6F2", @@ -311270,2067 +296763,1902 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "#b0efff", "#bf7940", "#a08094", "#fb9a99", "#ffabcb", "#009f91", "#d1678d", "#a8838a", "#ff9ee7", "#f977e0", "#f46149", "#00edd6", "#7e913f", "#ffc0cb"), ingestionDate = structure(693120180, class = c("POSIXct", - "POSIXt"), tzone = "UTC"), gene_dispersion = structure(list( - mean = c(0.019736842105263157, 0, 0, 0, 0, 0.024671052631578948, - 0.0016447368421052631, 0, 0, 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1.0006530622980132, 1.0006530622980132, 0.85719884242079181, - 0, 0, 0, 1.1457782743416849, 0, 1.0254880442590224, - 0.84780335746132784, 0.62767542412138544, 0, 0, 0, - 0.8672797556952071, 0, 0.9401410976519059, 0, 0.96996814935120956, - 0.69795085262603695, 0, 0, 0, 1.0071788996782478, - 0, 0.99478448244218509, 0, 0, 1.0006530622980132, - 1.0006530622980132, 0.88886026187635403, 0, 0, 0, - 0, 0, 0, 0, 0, 0.87445817736674458, 0.84251430806710159, - 0, 0, 0, 0, 0, 0, 1.0006530622980132, 0.85216978017355771, - 0, 1.7175974949306663, 3.4538615556848908, 0.8540185476194363, - 0, 0, 0.91325741183821807, 0.91178777011265544, 0, - 0.79272988539673783, 0.89317607911044805, 0.96537049696908006, - 0.9202770585593496, 0, 0, 0, 0, 0, 0.85719884242079181, - 1.0006530622980132, 0.95082003461833153, 1.0440091344890412, - 0.83902606289198678, 0.89317607911044805, 0, 0.84659219269633301, - 0, 1.3289127907315359, 0, 0, 0, 0.91178777011265544, - 0.99188991751822819, 0, 0.81116744681591046, 0, 0.8457291143050234, - 0, 0, 0, 0, 0.92577836125310753, 1.3485304262699747, - 0, 0.9062698256954772, 0.56987100757096543, 0, 0, - 0, 1.0189816285371673, 0, 1.0006530622980132, 0, - 0, 1.072875516379759, 0.84904558998436119, 0, 1.0025111325218536, - 1.0902470836088616, 0.86078695891634149, 0.98953796239874714, - 0, 0.91132142741974875, 0, 0, 0, 0, 0.91178777011265544, - 1.1226731469766953, 1.0006530622980132, 0.90373192144162218, - 2.7753837962091197, 0.89317607911044805, 0, 0.85719884242079181, - 0, 1.1497480645599192, 1.0006530622980132, 1.0006530622980132, - 0, 0, 0, 0, 0, 0.91325741183821807, 1.0609952915519889, - 0, 0.86338564214605906, 0, 0), SYMBOL = c("CERNA1", - "IGKV2-18", "LUADT1", "AL133297.2", "AL021937.1", - "GPR174", "DCLK2", "C16orf90", "PCSK6-AS1", "AC001226.2", - "POU6F2", "AC080129.2", "AC015908.3", "CYP2A6", "PAX5", - "COL6A5", "SMG6", "AL645634.1", "LINC02372", "EDF1", - "ZNF605", "ANKS4B", "LINC02413", "ACTR3B", "AC004067.1", - "HSD17B4", "AC007881.3", "KCNAB3", "PSMA3", "TMSB15A", - "LIPE", "FOXJ1", "GUCA2A", "PTX3", "LINC02559", "DCBLD1", - "WFDC10B", "FUNDC1", "ACADL", "KCNE1", "CLIC3", "FAM83D", - "OSER1-DT", "MAD1L1", "PLCL1", "SRPX2", "TOP3A", - "PDX1", "LINC00407", "AC138894.2", "CDK14", "U62317.4", - "AC006013.1", "AC138969.3", "PNMA5", "CELF1", "CCDC110", - "MSL2", "ANO2", "PIBF1", "TREML4", "KRTAP10-5", "EXO1", - "FASTKD3", "AL035665.1", "TSSK1B", "PDZD11", "AC233724.20", - "PIGX", "CACNG2", "BIN2", "BTBD9-AS1", "HTR1B", "LINC02012", - "AL590428.1", "BRI3", "AP5Z1", "FAM81A", "AC008897.2", - "SCGB3A1", "USP17L8", "C5orf49", "HCFC2", "LINC00575", - "AC117473.1", "CHAF1A", "AARS", "PCOLCE", "SUSD2", - "SYT16", "CMAS", "AC145212.1", "IGHV3-21", "TXNDC5", - "GRM1", "IGFALS", "OR4C13", "LINC02532", "AC092675.1", - "TBC1D3F", "COLCA1", "GPC1", "AC008991.1", "AC131009.2", - "TPCN2", "LINC01862", "C8orf89", "KRT39", "AC245060.2", - "RCL1", "SNX24", "C21orf62", "AP1G2", "LINC01489", - "AC244517.10", "CCDC129", "AF099810.1", "EIF3K", - "AKAP3", "LINC02148", "DEF8", "CIR1", "DNMT3A", "WASHC2C", - "AC015936.1", "RBM43", "LINC01544", "TBX18-AS1", - "MRPS9", "ZNF781", "TCF4-AS1", "NOTCH4", "MT1X", - "ZNF250", "L3MBTL4-AS1", "AL356130.2", "AL118516.1", - "AL513320.1", "NADK2", "TEAD3", "AC005329.2", "C1GALT1C1L", - "PODNL1", "AC004870.3", "AC078881.1", "S100A12", - "NUMA1", "AL392172.1", "NHLRC3", "HECTD4", "AC104066.2", - "AKAP13", "OR4F15", "CPSF3", "LINC02100", "ZNHIT3", - "VGLL3", "AC004771.4", "AL162399.1", "AC010761.6", - "IFNK", "ADORA2A", "NOL4L", "AC026471.3", "SENP2", - "TRAV24", "CENPBD1", "LMO7DN", "OTX1", "AL157778.1", - "PLK2", "AC090527.3", "OR5BS1P", "POU3F3", "ERLIN1", - "GIMAP7", "AC090150.2", "TMEM219", "COL8A1", "TRBV6-2", - "AC073508.2", "AC110609.1", "GAL", "LINC01695", "NME1-NME2", - "AP000311.1", "PKHD1", "HPN-AS1", "AC012499.1", "HOMER3", - "GALR2", "AC142391.1", "AC068490.1", "AC010745.2", - "KAT6B", "AL356364.1", "OOSP2", "AC022523.3", "AC019193.3", - "SMURF1", "AC084026.1", "AL132821.1", "AL512380.1", - "EIF2S3", "RNF8", "CSH2", "LINC01533", "TREML1", - "LYZL2", "LINC01348", "LINC01797", "AL138694.1", - "ZFHX2", "POGK", "PEAR1", "CARHSP1", "RC3H1", "LINC02249", - "JAM2", "LIFR-AS1", "CDY2A", "CLUL1", "LINC01588", - "AL122019.1", "OXR1", "AC087379.2", "ADCY10", "MMP15", - "LINC01857", "AC037459.1", "AL354864.1", "LINC01523", - "AC069234.2", "LIMS4", "RIMKLA", "PTPN13", "APOBEC4", - "SFTA2", "AC099681.3", "IGKV2-30", "PCDHGB6", "AL445423.1", - "PGM5P4-AS1", "SEC11C", "AL645504.1", "LINC00702", - "STRADA", "VPS37C", "TNFSF9", "PIK3C2G", "AC005323.1", - "AC023389.1", "AL391863.1", "FAM160A2", "AC020743.1", - "LAPTM5", "AP000704.1", "AC233992.2", "IGKV1OR2-108", - "ZNF184", "AC044802.1", "LYPD4", "AC084876.1", "SS18", - "AC099552.3", "DYNC2H1", "PRMT3", "PHLDA3", "TYSND1", - "AC013799.1", "AP001458.1", "INSL3", "AC073323.1", - "AC008429.1", "EGFL8", "LINC00207", "AC087742.1", - "TPI1", "HLA-DQB2", "AC092142.2", "AC009950.1", "HLA-DQB1", - "LINC01015", "CAPS", "C1orf174", "AC009159.1", "N6AMT1", - "CIART", "PPL", "IGHVIII-47-1", "COPA", "LINC02438", - "AC107982.2", "IFIT3", "PSMB7", "BBS7", "RUNDC3A", - "AL031709.1", "TGM6", "TAOK3", "AC147067.2", "C17orf97", - "LRP11", "KLHL11", "AL713851.2", "ZNF76", "BANF1", - "PDCD10", "AC079834.2", "PHF2", "NAT1", "AC141586.2", - "ACAT1", "ATXN2-AS", "PSTPIP1", "SLC22A9", "AC092354.2", - "AL121908.1", "PMS1", "C4BPA", "LINC01054", "EEF2KMT", - "ECHDC1", "TMEM87B", "GGPS1", "CHORDC1", "GPR25", - "HAX1", "HEG1", "SPEF2", "NKX2-1", "YARS2", "PTGER3", - "SMIM34A", "WNT7B", "KCNMA1-AS1", "AC108463.3", "AC093831.1", - "AC005550.2", "KRTAP27-1", "AC007879.2", "STX4", - "MCMBP", "AC093525.4", "KCNQ1OT1", "EFL1", "EHD2", - "Z82185.1", "C1orf146", "LINC00533", "ANKRD62", "TGIF1", - "LINC00310", "CYB5A", "CLDN11", "FAM230C", "ZNF804A", - "AL008638.2", "AP002768.1", "MED23", "LINC02432", - "CPNE5", "LY6K", "FAM229B", "AC009093.4", "TPRA1", - "PIGC", "BICD1", "AL355076.2", "METAP1", "GPR135", - "NOXA1", "RPH3A", "AL161912.2", "GDPD4", "AC021483.2", - "E2F6", "FLOT1", "USP10", "RBFOX1", "PKD1", "NR5A1", - "CCDC163", "PARVB", "PAXBP1-AS1", "GGN", "CHID1", - "AL121892.1", "AC137894.1", "LINC02403", "AC012213.4", - "LNX1", "FRRS1", "LAMP5-AS1", "SNRNP35", "PIK3AP1", - "AC025188.1", "ABLIM3", "SRXN1", "AC005726.1", "LINC01035", - "CBFB", "AC139100.1", "RNF5", "S1PR2", "AL031600.3", - "AC027277.1", "GLOD4", "STAC2", "AP002373.1", "AC009961.1", - "PDZD2", "PIK3CD", "AC087164.1", "TMEM91", "FILIP1L", - "MFSD3", "ACBD3", "LINC00677", "SUB1", "AC007998.2", - "MBLAC2", "PPP2R2C", "KRTAP23-1", "LINC01953", "TRIM58", - "PDE10A", "CYP2E1", "AC092673.1", "MSRB3", "ZBTB20-AS2", - "NOC4L", "NME6", "AC099778.1", "XCL1", "TARSL2", - "AL163636.1", "MUC5B", "AC092839.1", "TCTN1", "NUP160", - "ZNF793-AS1", "CR936218.1", "TTF1", "LINC02032", - "AC098798.1", "AC078842.2", "BNIP3L", "MEIS1-AS3", - "AC131956.2", "NANOGP11", "LAMTOR1", "AL672277.1", - "OR1L1", "FGD5-AS1", "TIMELESS", "CEP192", "PCYOX1", - "HMGCS2", "AC015909.1", "COPS7B", "AC092376.1", "CXorf40B", - "AL390718.1", "FSCN2", "IGLVV-58", "DKFZP434H168", - "CHD2", "ZFAND1", "AC069277.1", "CAVIN2", "AL442647.1", - "AC068389.1", "PSMB5", "AC073848.1", "HECW1", "RBMY1A1", - "AFDN-DT", "AP000439.1", "AL357153.3", "KIR2DL3", - "AC102941.1", "AC009630.3", "AC008278.2", "AC139491.3", - "DUS1L", "TBC1D26", "AC104076.1", "SLC5A7", "RIMBP3C", - "NSUN5", "PDGFRA", "AL390730.2", "CNTFR-AS1", "JUP", - "PLPP7", "AL583839.2", "TRAJ8", "SUSD1", "LINC02533", - "AC087623.1", "AC040173.1", "ENPEP", "LINC01555", - "AC021382.1", "COL5A2", "EIF3A", "AL162713.1", "GIT1", - "MXD3", "AL645728.1", "STK11IP", "HSPA8", "ATP1B2", - "SLC19A3", "PNMA8A", "ABCB6", "XPR1", "AC110275.1", - "ARSI", "TARM1", "ITIH5", "GLB1L2", "AC007563.1", - "AC004982.1", "HBG1", "C8orf34", "CACTIN-AS1", "SDF4", - "APOBEC1", "KIF18B", "AL035587.1", "PLGRKT", "AC022167.2", - "AP005242.1", "CAPN10-DT", "LINC01876", "LINC01834", - "AC007493.1", "CTTNBP2NL", "AC138360.1", "AL136115.2", - "AC092625.1", "AC107982.3", "LINC01907", "C2CD2", - "NEXMIF", "SEPT11", "EDAR", "AC093722.1", "TRAF3", - "OR51G1", "ALDH5A1", "OR4S1", "S100PBP", "HADHA", - "GGA1", "CTAGE8", "KCNA5", "AL451050.2", "SMARCAD1", - "SCYGR4", "TIMM23B", "MIR99AHG", "SDK1", "LHFPL1", - "PXDN", "SNHG12", "AC021439.1", "ME2", "FRS3", "AL136295.2", - "VEPH1", "MRPS22", "ZNF12", "AC007952.4", "CABYR", - "MFGE8", "CHKA", "AC111152.2", "SLC12A2", "HDDC2", - "AP002518.1", "ATP6V0E1", "CTXND2", "AC239868.3", - "C4orf33", "DNAH1", "AC105105.4", "IGHD5OR15-5B", - "DVL3", "MICALL1", "JADE3", "LINC02361", "CHI3L1", - "CGA", "PLEKHA7", "LINC01611", "DIMT1", "PRSS51", - "URB2", "AL079303.1", "LINC01496", "LINC00865", "DEFB4B", - "PBXIP1", "AC019257.2", "LINC00895", "GUSB", "ZNRD1", - "LINC01763", "AL354984.2", "OR2F1", "DCC", "AP000756.1", - "LINC00462", "AC024901.1", "AC009154.1", "RNF125", - "AL606534.3", "LINC01215", "S100A3", "INSM2", "GEMIN4", - "AKAP12", "PRKAG3", "ECHDC2", "SCPEP1", "EFEMP2", - "AC093249.6", "PTCD2", "AL359317.1", "LINC00563", - "AC009097.1", "AL357375.1", "EMILIN1", "ZBTB8A", - "C12orf29", "MYRF", "SGPL1", "FAM30A", "GSDMB", "LINC01098", - "FBXO21", "SNAPC4", "AC024603.1", "CASC17", "ELAVL2", - "AC010643.1", "LINC02340", "AC008278.1", "AF130359.1", - "DLEU7", "LINC02299", "AL359764.1", "ANKRD46", "TRIM46", - "SHMT2", "FKBP7", "FAM187A", "AC067968.2", "AL354872.2", - "KRTAP10-12", "DAP", "CCNE1", "AP001043.1", "DOCK11", - "POLA2", "LINC02240", "ATRN", "MNT", "ANKHD1", "ZNF800", - "AL354710.2", "SMCHD1", "FTCD-AS1", "AL449106.1", - "CTRB1", "MBTPS1", "AP006285.1", "HPS6", "BAAT", - "SLC5A9", "AC079907.1", "AP003097.2", "BCORL1", "TCERG1", - "ZNF66", "AC083906.3", "AL353626.1", "TRBV5-4", "VANGL2", - "LSM11", "AL031666.1", "GNE", "SOSTDC1", "AC105219.3", - "POM121L12", "DYM", "NR1I2", "AC083867.1", "AC023794.1", - "DNAJC27-AS1", "IL12RB2", "LINC00397", "LINC00265", - "C8orf59", "AC138230.1", "AC004754.1", "CLASP1", - "ARSD-AS1", "ERICH6", "LINC01198", "KL", "AC135178.3", - "MYF6", "SCAI", "LINC01241", "VAPB", "AC093627.7", - "AP000442.2", "AC026688.2", "ROPN1", "AC110615.1", - "LRAT", "EMX1", "SLC10A2", "AC008280.3", "CDH8", - "PSMC3IP", "AC069222.1", "TMEM192", "AC103724.3", - "AC097066.1", "TACR3", "LINC00456", "RHOBTB2", "LINC02442", - "IGHV3-20", "BPIFB1", "AC022498.1", "OR4F21", "ARHGAP24", - "FXYD6", "AL391645.1", "AC084809.1", "AC069257.1", - "SLU7", "TRAV31", "AL359881.1", "CAMSAP3", "AC017100.1", - "THRSP", "AL136985.3", "NUDT8", "AC008915.2", "ZNF263", - "AP003351.1", "MTSS1", "CD207", "CES5A", "KRTAP9-4", - "CD37", "AC098859.2", "UBE2E2", "AC074143.1", "AC138028.6", - "AC008517.1", "SPATA25", "ZNF385D", "LINC02049", - "MALSU1", "AC068481.1", "LINC02267", "VPS26A", "SMIM35", - "RNF13", "TFAP2D", "LIG3", "XKR3", "RASEF", "LZTR1", - "CARD14", "HTN3", "ATP2A1", "WASL", "ZNF596", "AL050303.1", - "CYP3A4", "NTAN1", "FAM110B", "CEP170", "RPGR", "RGSL1", - "COLGALT1", "AL162742.1", "ARSE", "VAC14-AS1", "AC073863.1", - "ELAC1", "MYLK3", "GON4L", "ESM1", "IYD", "IGKV6D-41", - "AL008723.2", "LINC01259", "EDNRA", "PPIAL4A", "LYPD1", - "CHCHD2", "KIF11", "SPATA13", "PTK2B", "AP003400.1", - "CDO1", "MADCAM1", "LINC01686", "AP006748.1", "ENTPD4", - "PTPRK", "C21orf91", "SNX29", "ATL2", "LINC01537", - "CT47A8", "CFAP298", "PLSCR2", "ATP5PB", "EVL", "IGSF8", - "USP17L17", "RCE1", "FAHD2A", "AP1S2", "LINC00487", - "AMOTL1", "APOC3", "OST4", "SUSD6", "TSR2", "SLCO5A1", - "AL132671.2", "HSBP1L1", "OR2B6", "U2AF1L5", "TEX29", - "LINC00940", "AL096870.1", "Z83851.1", "IGHV1-2", - "AC007179.2", "WRAP53", "OR52K2", "AL160408.3", "ZNF574", - "TRAJ9", "POTEI", "BPIFB4", "OR52I1", "CRYGS", "IFNAR1", - "MRM2", "TTC24", "KCNIP2-AS1", "ZNF296", "SYNE1-AS1", - "AC026461.4", "AP000253.1", "DYNAP", "GPRC6A", "ACTN1-AS1", - "GEMIN8", "WDR18", "AC005746.2", "AC034238.2", "ERGIC2", - "ECHS1", "PLD2", "PLCXD1", "AC005775.1", "AC112721.2", - "AC103952.1", "LINC01978", "Z99127.1", "ADIPOQ-AS1", - "AC007347.1", "AC027306.1", "SEL1L3", "VWA5A", "UGT1A10", - "FAM174A", "IGLJ6", "AL132719.1", "PAFAH1B1", "MRE11", - "DLX3", "AC010336.4", "AC009804.2", "ITPK1", "AC023932.1", - "LACTBL1", "CYP4F11", "AL589745.2", "RORC", "AL691403.2", - "AC091826.2", "TMEM218", "AP2A1", "LINC01670", "GLRA3", - "DENND5A", "HNRNPH2", "LINC01433", "AL135744.1", - "AC137932.3", "AL359853.1", "RBM4B", "SPIRE2", "AP001025.1", - "AC090023.1", "UBE4B", "AC010485.1", "LINC02473", - "TPO", "UNC13C", "IGHA1", "AC105415.1", "AL139246.1", - "AC027288.1", "AC025430.1", "SH2D5", "AC135782.2", - "GP6", "YAF2", "NFYC", "AC005291.1", "SF1", "KIAA1755", - "FP236383.2", "FAM151A", "AP001574.1", "MBIP", "MAP3K12", - "AC022784.6", "TCF4-AS2", "AFG3L2", "ALOX5AP", "AC093525.1", - "OR2A4", "AC007563.2", "IQCD", "TMEM59", "AC110296.1", - "GAB4", "AC003986.2", "FAM131A", "AC023825.2", "CACNA1C", - "AL355526.1", "HAS2", "AL136309.2", "AC005019.2", - "LINC00930", "AC090696.1", "CD84", "RPF1", "AC096576.3", - "AC046158.1", "TMLHE", "JADRR", "IGHD1-7", "AC024908.1", - "SDC4", "AC010132.4", "GJB5", "AL121827.2", "IL19", - "AUP1", "HCG17", "PHPT1", "SLC35E3", "CNOT6L", "PDZRN3", - "PGBD2", "ITGAD", "AC010168.1", "RBFOX2", "SERPINA11", - "GDA", "AL391095.3", "SSR4", "LINC00485", "C1orf54", - "AL121782.1", "PSG11", "AC008011.2", "HMGCLL1", "AC018511.2", - "ARMH4", "TRAV28", "AC104758.5", "KATNBL1", "RGL1", - "AC122136.1", "CC2D1B", "TMEM220-AS1", "AC027338.1", - "AC012593.1", "AL731661.2", "AC090386.1", "PHF14", - "PQLC1", "ZCCHC24", "NDRG3", "ARHGEF15", "RASGRP2", - "UNCX", "FRG1-DT", "SNTB2", "HNRNPLL", "ALDH7A1", - "BRCC3", "AC109583.3", "AC016595.1", "AC021739.3", - "SLIT3", "AL391069.3", "AC010266.2", "CD83", "SCN1B", - "CYLC2", "AL365394.1", "LINC02204", "AL122010.1", - "TRAF5", "NHSL2", "AC084024.1", "NPY4R", "TARS", - "CU638689.1", "AC245884.10", "FGD3", "AC090857.2", - "NELFB", "TSPAN12", "LINGO1-AS2", "REG3A", "AL118523.1", - "AC004494.1", "CCR2", "AC140481.2", "AC126768.1", - "NRG2", "AL132796.1", "AL109954.3", "AC018553.2", - "AC104078.2", "CSGALNACT2", "PRAMEF12", "CYREN", - "ALPL", "OR4C11", "LINC02104", "AL121992.3", "NDUFAF8", - "FAM237B", "ZNF880", "NADK2-AS1", "AGAP3", "LINC01483", - "UBE2J1", "PPM1H", "AL096869.2", "STBD1", "TRAJ34", - "QRFP", "LINC01594", "LINC01612", "AC009133.6", "AL139231.1", - "AC007001.1", "CABP2", "AC090458.1", "AC114490.3", - "PI15", "LINC00513", "LINC02132", "FAM240A", "AL645922.1", - "LINC00491", "SIRT7", "MC1R", "AL589765.1", "C12orf73", - "AC124312.2", "XAGE2", "VCY1B", "ACP5", "OR10T2", - "AC069114.1", "RASAL2", "DSTYK", "IQGAP2", "RAB11FIP5", - "CD8B", "AL356258.1", "KLK6", "RGR", "DUSP12", "AC124254.1", - "AL353600.1", "FBXO11", "IGHV3-71", "CLN3", "MIGA1", - "PLCB2", "SLFN5", "STXBP3", "SEMA3F", "IGLV10-54", - "AC104472.3", "AC134312.6", "AC013472.2", "TOR1AIP2", - "IL7", "PPM1N", "GREM2", "LINC02212", "PSMC5", "ACKR2", - "TNFRSF11A", "THEMIS", "ANGPTL7", "LINC02294", "AL445685.1", - "MPP3", "AL121612.1", "QARS", "UNC50", "AC114956.1", - "MYH4", "RAB35", "AC022167.1", "ANXA5", "GNB4", "RBBP5", - "ATP2B2", "CSKMT", "STRA8", "LINC01040", "ERICH4", - "CA3", "ALKBH1", "AC007285.2", "MAFF", "LINC02569", - "AL133330.2", "RFPL4A", "GALC", "AL355304.1", "MGP", - "MBOAT7", "ZNF555", "MGST1", "GBP5", "FLCN", "AC011530.1", - "HCN1", "AC087672.2", "AL139420.2", "AC011498.2", - "AC100797.4", "CCDC42", "NRAP", "CDKN2AIP", "SSX4", - "PAX9", "LINC01884", "RIC3", "LAMP2", "MIR670HG", - "IRX1", "AC020612.3", "AC138207.1", "CU633967.1", - "AL355339.1", "AC079921.2", "WWTR1-AS1", "AL359915.1", - "AC022001.3", "LRCOL1", "GPD2", "MOSPD2", "GULP1", - "AC084365.1", "NDUFB1", "AC130650.1", "NECTIN1", - "SAMD7", "TIMM10B", "SNTB1", "OR6M1", "KRT86", "AOC2", - "POFUT1", "AC106882.1", "PHAX", "ETV6", "AC022148.2", - "AC015522.1", "B3GALT2", "AC013270.1", "ATF7", "ERLNC1", - "TDRD10", "LYSMD4", "GCSAM", "AC005736.3", "WDR93", - "LINC01058", "AC018462.1", "AC022098.1", "AC124276.1", - "STOML1", "LINC00996", "LINC00957", "IPO11", "AC069503.1", - "IGHV3-75", "AC091488.1", "TRIP13", "ATP10D", "STX6", - "AC099792.1", "LINC01854", "TFAM", "AC121161.2", - "TEP1", "PDCD1", "LEMD1", "RFX8", "USP17L20", "AL928921.1", - "B3GAT2", "AC003982.1", "CALML3-AS1", "SCG3", "IZUMO2", - "AL121772.3", "DDX5", "NRG3", "CDHR5", "RET", "WLS", - "CD247", "TCHH", "AC009477.2", "AC138811.1", "LINC01914", - "AC078846.1", "AL161935.1", "BTBD3", "SLC38A11", - "AC012050.1", "LINC01621", "AC114488.1", "TMOD1", - "LILRA5", "CCDC88B", "MSH3", "ZFP36", "BNIP3", "AC092652.2", - "IGLVIV-53", "AC104521.1", "NNAT", "AC245033.2", - "LINC01870", "MANEA", "SULT1C2", "GIMAP8", "TADA2A", - "AL160412.1", "GRINA", "AC006435.3", "CCAR1", "SV2B", - "ZBP1", "MSMO1", "MAGEA9B", "LINC00623", "KIFC2", - "SMAD2", "GSTM4", "TTC33", "LINC01233", "LPP-AS2", - "CCDC25", "CDC25C", "FBXO34", "AC138466.1", "TGFBR2", - "ZNF257", "GLYATL1B", "AP001172.1", "Z82246.1", "AC074135.1", - "LAMB2", "LINC01864", "OR4N2", "LINC02571", "OR11L1", - "LINC02207", "AC111182.1", "RNF114", "CRAT", "BRAP", - "KLK7", "SMIM18", "ZSCAN10", "IGKV6D-21", "CMIP", - "AL391335.1", "LINC02231", "SPATA4", "CFAP99", "AL512353.1", - "LINC02347", "SNRPB", "FUBP3", "DDX28", "LRRC3-DT", - "AC007250.1", "TMEM176B", "FAM131C", "TRUB1", "AL589765.5", - "ZNF280D", "LRRC45", "MIF4GD", "AL591686.1", "POLR1D", - "UBE2L5", "MPHOSPH10", "AC104260.1", "BCL9L", "AC010531.1", - "CITED1", "SGO2", "TRIM28", "AC097347.1", "POMZP3", - "CDADC1", "AC010333.1", "IWS1", "IGHJ3P", "AC083837.1", - "NME3", "SP9", "RAB6B", "MAPK8", "PRAMEF13", "AL512306.2", - "LINC01750", "FADD", "ATP12A", "SLC35E1", "CSPP1", - "GLIPR2", "LINC01567", "AL157834.1", "TM4SF4", "AC003984.1", - "C9orf163", "AP002990.1", "KDM1A", "AC015849.3", - "AL139002.1", "AC105020.4", "LINC01134", "THRIL", - "AP000679.1", "AP003066.1", "PKNOX2-AS1", "AC007220.1", - "TMEM40", "LINC00572", "GOLGA7", "CTNS", "MYT1", - "AL133215.3", "AC004674.1", "CYP4F26P", "AL356275.1", - "CALM2", "AC007495.2", "AC096564.2", "THOC2", "PLA2G2A", - "ADAM19", "NPIPB5", "VSIG1", "PHYH", "ENOX1", "C3AR1", - "AC073343.2", "AC023154.1", "UMPS", "AP000282.1", - "TMEM126B", "ZNF519", "LINC00529", "AC079305.3", - "FP325330.3", "FOXCUT", "TRAJ30", "NXNL2", "KAZALD1", - "AC112907.1", "OBSL1", "IGKV2D-24", "RASSF1-AS1", - "RPP30", "NR2F1", "LINC01833", "NFU1", "AL355810.1", - "RHBDD3", "UTS2R", "POLE3", "SNHG4", "LARP7", "AC062015.1", - "PPP4R3B", "SLC16A1-AS1", "AL122035.1", "AC011944.1", - "FAM72C", "SHPRH", "LINC02590", "TLR5", "SPATA21", - "CFAP47", "AC007952.3", "LINC00353", "GON7", "PWRN3", - "FXYD5", "AC006262.2", "HOXD13", "LRG1", "NUP85", - "AC116351.1", "LINC02287", "AL078459.1", "NEFL", - "SEPT4-AS1", "C11orf42", "RYBP", "UBL4A", "AP006216.2", - "AC012301.1", "FRRS1L", "RAC3", "SCN7A", "DNAH3", - "LINC02431", "AC115522.1", "TRIM39-RPP21", "AASDH", - "OR10S1", "LINC00304", "TOPBP1", "BTAF1", "PLPBP", - "AC106732.1", "AP002360.3", "AC074135.2", "ITGA2B", - "LINC01751", "AL023581.1", "ICAM3", "AC091057.4", - "LRP1-AS", "GNRH2", "MFSD2A", "ZNF639", "SREBF1", - "SIPA1L2", "ADORA2B", "AC092620.3", "AP005328.2", - "SMG9", "AC114341.1", "LINC00543", "TTC3-AS1", "AQP12B", - "AC002464.1", "AL354810.1", "Z83844.2", "AL358234.1", - "LINC02155", "FBXL3", "SOX18", "CRYGD", "LINC01337", - "SLC7A7", "IGKV2-24", "LHFPL4", "C18orf21", "EMX2OS", - "SYNE4", "MED13L", "DSP", "SRSF2", "TRGVB", "CREM", - "SPACA9", "SLC5A4", "C2CD6", "AL365258.1", "AOC3", - "KLF10", "PITPNM1", "DNAAF2", "FSIP1", "CTNND1", - "AC243967.2", "LINC01070", "BCL7C", "CHSY3", "MSMB", - "RAB39A", "PLEKHH2", "ZNF556", "Z82173.1", "EDN3", - "AC116903.2", "AC091096.2", "TEAD4", "AC099850.2", - "PTPRQ", "KTN1-AS1", "TRAJ23", "AP000911.1", "CDC42EP1", - "PATE2", "LINC00968", "CNST", "ZNF274", "CCDC198", - "KRTAP13-3", "NDUFA4L2", "LINC00644", "KIAA0100", - "C15orf54", "TSPAN18", "PLA2G2C", "IFIT5", "AC096736.3", - "CLDN19", "LINC02301", "CCDC66", "CPE", "FKBP5", - "AP000855.1", "RNF169", "AC244197.2", "RPS25", "PRSS35", - "ZNF7", "AC087392.3", "PDPK1", "NPRL3", "ILK", "TMEM8A", - "HCAR3", "ATG4C", "TAF1D", "AC010636.1", "GREB1", - "AL355537.2", "TDRD7", "LINC02321", "CORO6", "AC243830.3", - "PABPN1", "AC007368.2", "PITX1", "LINC01999", "GATA3-AS1", - "LINC02414", "TMC7", "PAN3-AS1", "BX322562.1", "LINC02158", - "MAP1LC3B", "VAT1", "FAM227A", "AC098479.1", "LOXHD1", - "AL451164.3", "PPM1E", "AC233724.12", "BABAM1", "TDRD15", - "AC011523.1", "SDR39U1", "TMED3", "TCFL5", "POLR3B", - "AC215217.1", "TBCB", "OR52N5", "AL512622.1", "GPR65", - "LINC01525", "AL358473.2", "CFAP36", "GAB3", "TRPM3", - "LINC01115", "ARF3", "WDR91", "AC069029.1", "NRM", - "ATP5F1C", "EZH1", "ABCD3", "AC099062.1", "LEF1", - "AF067845.2", "C4orf45", "MOSPD1", "ANKDD1A", "C17orf80", - "AC004920.1", "GABRR2", "AC005034.3", "SOGA1", "ATP2B3", - "AFAP1", "CHERP", "AC246785.3", "SEMA4G", "AC125603.4", - "AL357509.1", "SERPINB2", "OR8K1", "FBXO27", "LINC02151", - "AL353572.3", "ADGRA3", "RIMS3", "DPP8", "AC098484.1", - "AC017006.1", "OSBPL7", "FMO4", "AC064807.2", "AADACL4", - "RPS12", "CLNK", "GNPDA2", "SLC3A2", "AC137579.1", - "AL021392.1", "AL121992.1", "DPM1", "SPARCL1", "HPYR1", - "AL049840.1", "AL445623.2", "AIFM3", "PIAS3", "TLK1", - "KLHL30", "ACTRT3", "PRR12", "SNX27", "AL583810.1", - "AL049548.1", "AL021807.1", "AC005808.1", "AC090115.1", - "ADGRF5", "AC007639.1", "NDC80", "FAM24B", "LHFPL6", - "EPHB2", "AC044781.1", "AC074366.1", "MT-CO1", "SOX12", - "FNIP2", "LINC01440", "ZNF354B", "TAPT1-AS1", "ZRANB3", - "KCNA10", "MSLNL", "MACF1", "ANKRD6", "POLR3D", "AC092994.1", - "ADRA2C", "LINC02259", "TM9SF2", "AL157402.2", "TMEM119", - "CXXC5-AS1", "C7orf26", "OR3A2", "LDLRAP1", "OR8B8", - "AC013727.2", "PTPN5", "C12orf75", "KITLG", "HGH1", - "ST8SIA1", "AL353708.2", "AC005476.2", "SLC35E2A", - "C1QTNF4", "ZFR2", "AC145141.2", "MAATS1", "FIGNL2", - "ZSCAN1", "COL11A2", "SKIDA1", "CCDC158", "HEY1", - "MIPOL1", "UCKL1", "AC078883.3", "AQP3", "DEPDC1-AS1", - "CFAP74", "LINC01013", "TRBV5-3", "SORT1", "ZFAND5", - "OR51S1", "MORN4", "AL021937.4", "LINC02546", "AC062028.1", - "AC073651.1", "AC005703.1", "AC134772.1", "AL354771.1", - "ETS1", "AL358612.1", "AC012615.5", "LINC02514", - "ANO9", "NRG1", "MRPL58", "ST20-MTHFS", "AC005703.2", - "AC009021.2", "AC051619.4", "LYZL1", "NUDT12", "AC136352.2", - "OLFML2B", "ARPC4", "SYT10", "MAP3K20-AS1", "AC108136.1", - "AC104078.1", "AC117505.1", "AC100781.1", "FAM189B", - "MIR29B2CHG", "KBTBD13", "LINC02319", "AC004542.1", - "AC066612.2", "PRR5-ARHGAP8", "ADCYAP1R1", "OR51V1", - "NGDN", "DMTF1", "AC008525.2", "AC005614.1", "LINC02368", - "AC090707.1", "GAL3ST3", "SEPT7-AS1", "SDR42E2", - "MALINC1", "KLHL32", "AC106774.5", "ATRX", "AC005772.1", - "AC130324.3", "TREH", "GRM6", "BMP8A", "KRTAP10-10", - "AC104458.1", "PRSS40A", "LINC02446", "SCYGR10", - "RNF130", "AC073257.1", "AP005264.3", "LHX2", "MYCBP", - "CRK", "AC005304.1", "AC008537.2", "AC114550.2", - "SQLE", "AC107032.2", "XKR7", "CFAP100", "PTCD1", - "SIDT2", "PGAM1", "ADAMTS5", "ERMARD", "TMIGD1", - "ATP4B", "CHST3", "AC090673.2", "ANKRD65", "IGHVII-44-2", - "LINC01551", "AC009511.1", "LPAR4", "UBE2E1", "TEX30", - "PRMT9", "SH2D7", "AL133406.3", "FIGNL1", "LRRC38", - "HIST2H2AB", "JAG1", "AC027013.1", "IGLV4-3", "ZNF138", - "LINC01436", "ATL3", "LINC02247", "TLE1", "AC105942.1", - "ERVH-1", "DCBLD2", "SMIM37", "C8A", "TRBV10-3", - "AC022706.1", "BEND2", "ISL2", "ADAM23", "AC010240.3", - "EHD3", "PSORS1C2", "AC107953.2", "IGLVIV-66-1", - "DISP2", "AL592430.2", "XPOT", "ZFP1", "RPL13A", - "ANO3", "AP001318.1", "LINC00972", "EXOSC10", "AC009970.1", - "TNFSF13", "ADAM11", "TMED5", "TRAF3IP3", "AC226101.1", - "OR2A42", "AC130371.1", "PVT1", "AC113382.2", "AASDHPPT", - "COL18A1-AS1", "AC020637.1", "AC112503.2", "C1QTNF9", - "CRYZ", "AL353593.1", "ANO1", "PLAC8L1", "CRB1", - "AP000785.1", "SLC7A4", "AC131902.1", "AL161752.1", - "STK38L", "CCDC34", "AL583722.4", "CLDN12", "LINC01535", - "AL162726.1", "AC011483.2", "AC091808.1", "PRSS36", - "PLEKHJ1", "AC243967.3", "IL17RA", "FCRL5", "RBFA", - "C12orf56", "LZTS1-AS1", "KLHDC1", "AC006547.3", - "GAS2L2", "SMARCA5", "COPZ2", "NPDC1", "C20orf204", - "AL353807.2", "LHX3", "C4orf19", "AL365204.1", "ZNF208", - "ZNF841", "GNAO1", "IRF2BP1", "ZNF358", "AC027307.3", - "SLC6A12", "FOXF2", "ARRDC1", "P2RY4", "MACROD2", - "PLA2G4C-AS1", "EPCAM", "ANKRD20A2", "AP001636.3", - "ACADVL", "CSPG4", "FIBP", "AL357832.1", "PDCD2L", - "CES3", "TAS2R1", "AL583808.1", "LINC01438", "USP37", - "HIST1H2AL", "AC022639.1", "WDSUB1", "RPL24", "Z84492.1", - "AC018695.4", "AL591222.1", "DNAJC17", "HID1-AS1", - "AL162311.3", "AL355310.2", "FREM2", "B2M", "HIC2", - "ZKSCAN3", "SLC41A3", "ENC1", "RBX1", "AC118549.1", - "AC211486.2", "TOLLIP-AS1", "ABCA8", "SRCIN1", "TRIM49C", - "CROCC2", "AC026471.2", "CLN8", "RNASEH2B-AS1", "ANKLE2", - "CRIP1", "KCNJ14", "SPEM3", "HMGA1P4", "HSD17B6", - "SIRPD", "ZBTB12", "AD001527.1", "AL137058.1", "CACNA1C-AS4", - "AP3B2", "PCDHA13", "OR8D1", "HSD17B1", "DIAPH1", - "CCL7", "TENT4A", "MASP2", "TMPRSS15"), ENSEMBL = c("CERNA1", - "IGKV2-18", "LUADT1", "AL133297.2", "AL021937.1", - "GPR174", "DCLK2", "C16orf90", "PCSK6-AS1", "AC001226.2", - "POU6F2", "AC080129.2", "AC015908.3", "CYP2A6", "PAX5", - "COL6A5", "SMG6", "AL645634.1", "LINC02372", "EDF1", - "ZNF605", "ANKS4B", "LINC02413", "ACTR3B", "AC004067.1", - "HSD17B4", "AC007881.3", "KCNAB3", "PSMA3", "TMSB15A", - "LIPE", "FOXJ1", "GUCA2A", "PTX3", "LINC02559", "DCBLD1", - "WFDC10B", "FUNDC1", "ACADL", "KCNE1", "CLIC3", "FAM83D", - "OSER1-DT", "MAD1L1", "PLCL1", "SRPX2", "TOP3A", - "PDX1", "LINC00407", "AC138894.2", "CDK14", "U62317.4", - "AC006013.1", "AC138969.3", "PNMA5", "CELF1", "CCDC110", - "MSL2", "ANO2", "PIBF1", "TREML4", "KRTAP10-5", "EXO1", - "FASTKD3", "AL035665.1", "TSSK1B", "PDZD11", "AC233724.20", - "PIGX", "CACNG2", "BIN2", "BTBD9-AS1", "HTR1B", "LINC02012", - "AL590428.1", "BRI3", "AP5Z1", "FAM81A", "AC008897.2", - "SCGB3A1", "USP17L8", "C5orf49", "HCFC2", "LINC00575", - "AC117473.1", "CHAF1A", "AARS", "PCOLCE", "SUSD2", - "SYT16", "CMAS", "AC145212.1", "IGHV3-21", "TXNDC5", - "GRM1", "IGFALS", "OR4C13", "LINC02532", "AC092675.1", - "TBC1D3F", "COLCA1", "GPC1", "AC008991.1", "AC131009.2", - "TPCN2", "LINC01862", "C8orf89", "KRT39", "AC245060.2", - "RCL1", "SNX24", "C21orf62", "AP1G2", "LINC01489", - "AC244517.10", "CCDC129", "AF099810.1", "EIF3K", - "AKAP3", "LINC02148", "DEF8", "CIR1", "DNMT3A", "WASHC2C", - "AC015936.1", "RBM43", "LINC01544", "TBX18-AS1", - "MRPS9", "ZNF781", "TCF4-AS1", "NOTCH4", "MT1X", - "ZNF250", "L3MBTL4-AS1", "AL356130.2", "AL118516.1", - "AL513320.1", "NADK2", "TEAD3", "AC005329.2", "C1GALT1C1L", - "PODNL1", "AC004870.3", "AC078881.1", "S100A12", - "NUMA1", "AL392172.1", "NHLRC3", "HECTD4", "AC104066.2", - "AKAP13", "OR4F15", "CPSF3", "LINC02100", "ZNHIT3", - "VGLL3", "AC004771.4", "AL162399.1", "AC010761.6", - "IFNK", "ADORA2A", "NOL4L", "AC026471.3", "SENP2", - "TRAV24", "CENPBD1", "LMO7DN", "OTX1", "AL157778.1", - "PLK2", "AC090527.3", "OR5BS1P", "POU3F3", "ERLIN1", - "GIMAP7", "AC090150.2", "TMEM219", "COL8A1", "TRBV6-2", - "AC073508.2", "AC110609.1", "GAL", "LINC01695", "NME1-NME2", - "AP000311.1", "PKHD1", "HPN-AS1", "AC012499.1", "HOMER3", - "GALR2", "AC142391.1", "AC068490.1", "AC010745.2", - "KAT6B", "AL356364.1", "OOSP2", "AC022523.3", "AC019193.3", - "SMURF1", "AC084026.1", "AL132821.1", "AL512380.1", - "EIF2S3", "RNF8", "CSH2", "LINC01533", "TREML1", - "LYZL2", "LINC01348", "LINC01797", "AL138694.1", - "ZFHX2", "POGK", "PEAR1", "CARHSP1", "RC3H1", "LINC02249", - "JAM2", "LIFR-AS1", "CDY2A", "CLUL1", "LINC01588", - "AL122019.1", "OXR1", "AC087379.2", "ADCY10", "MMP15", - "LINC01857", "AC037459.1", "AL354864.1", "LINC01523", - "AC069234.2", "LIMS4", "RIMKLA", "PTPN13", "APOBEC4", - "SFTA2", "AC099681.3", "IGKV2-30", "PCDHGB6", "AL445423.1", - "PGM5P4-AS1", "SEC11C", "AL645504.1", "LINC00702", - "STRADA", "VPS37C", "TNFSF9", "PIK3C2G", "AC005323.1", - "AC023389.1", "AL391863.1", "FAM160A2", "AC020743.1", - "LAPTM5", "AP000704.1", "AC233992.2", "IGKV1OR2-108", - "ZNF184", "AC044802.1", "LYPD4", "AC084876.1", "SS18", - "AC099552.3", "DYNC2H1", "PRMT3", "PHLDA3", "TYSND1", - "AC013799.1", "AP001458.1", "INSL3", "AC073323.1", - "AC008429.1", "EGFL8", "LINC00207", "AC087742.1", - "TPI1", "HLA-DQB2", "AC092142.2", "AC009950.1", "HLA-DQB1", - "LINC01015", "CAPS", "C1orf174", "AC009159.1", "N6AMT1", - "CIART", "PPL", "IGHVIII-47-1", "COPA", "LINC02438", - "AC107982.2", "IFIT3", "PSMB7", "BBS7", "RUNDC3A", - "AL031709.1", "TGM6", "TAOK3", "AC147067.2", "C17orf97", - "LRP11", "KLHL11", "AL713851.2", "ZNF76", "BANF1", - "PDCD10", "AC079834.2", "PHF2", "NAT1", "AC141586.2", - "ACAT1", "ATXN2-AS", "PSTPIP1", "SLC22A9", "AC092354.2", - "AL121908.1", "PMS1", "C4BPA", "LINC01054", "EEF2KMT", - "ECHDC1", "TMEM87B", "GGPS1", "CHORDC1", "GPR25", - "HAX1", "HEG1", "SPEF2", "NKX2-1", "YARS2", "PTGER3", - "SMIM34A", "WNT7B", "KCNMA1-AS1", "AC108463.3", "AC093831.1", - "AC005550.2", "KRTAP27-1", "AC007879.2", "STX4", - "MCMBP", "AC093525.4", "KCNQ1OT1", "EFL1", "EHD2", - "Z82185.1", "C1orf146", "LINC00533", "ANKRD62", "TGIF1", - "LINC00310", "CYB5A", "CLDN11", "FAM230C", "ZNF804A", - "AL008638.2", "AP002768.1", "MED23", "LINC02432", - "CPNE5", "LY6K", "FAM229B", "AC009093.4", "TPRA1", - "PIGC", "BICD1", "AL355076.2", "METAP1", "GPR135", - "NOXA1", "RPH3A", "AL161912.2", "GDPD4", "AC021483.2", - "E2F6", "FLOT1", "USP10", "RBFOX1", "PKD1", "NR5A1", - "CCDC163", "PARVB", "PAXBP1-AS1", "GGN", "CHID1", - "AL121892.1", "AC137894.1", "LINC02403", "AC012213.4", - "LNX1", "FRRS1", "LAMP5-AS1", "SNRNP35", "PIK3AP1", - "AC025188.1", "ABLIM3", "SRXN1", "AC005726.1", "LINC01035", - "CBFB", "AC139100.1", "RNF5", "S1PR2", "AL031600.3", - "AC027277.1", "GLOD4", "STAC2", "AP002373.1", "AC009961.1", - "PDZD2", "PIK3CD", "AC087164.1", "TMEM91", "FILIP1L", - "MFSD3", "ACBD3", "LINC00677", "SUB1", "AC007998.2", - "MBLAC2", "PPP2R2C", "KRTAP23-1", "LINC01953", "TRIM58", - "PDE10A", "CYP2E1", "AC092673.1", "MSRB3", "ZBTB20-AS2", - "NOC4L", "NME6", "AC099778.1", "XCL1", "TARSL2", - "AL163636.1", "MUC5B", "AC092839.1", "TCTN1", "NUP160", - "ZNF793-AS1", "CR936218.1", "TTF1", "LINC02032", - "AC098798.1", "AC078842.2", "BNIP3L", "MEIS1-AS3", - "AC131956.2", "NANOGP11", "LAMTOR1", "AL672277.1", - "OR1L1", "FGD5-AS1", "TIMELESS", "CEP192", "PCYOX1", - "HMGCS2", "AC015909.1", "COPS7B", "AC092376.1", "CXorf40B", - "AL390718.1", "FSCN2", "IGLVV-58", "DKFZP434H168", - "CHD2", "ZFAND1", "AC069277.1", "CAVIN2", "AL442647.1", - "AC068389.1", "PSMB5", "AC073848.1", "HECW1", "RBMY1A1", - "AFDN-DT", "AP000439.1", "AL357153.3", "KIR2DL3", - "AC102941.1", "AC009630.3", "AC008278.2", "AC139491.3", - "DUS1L", "TBC1D26", "AC104076.1", "SLC5A7", "RIMBP3C", - "NSUN5", "PDGFRA", "AL390730.2", "CNTFR-AS1", "JUP", - "PLPP7", "AL583839.2", "TRAJ8", "SUSD1", "LINC02533", - "AC087623.1", "AC040173.1", "ENPEP", "LINC01555", - "AC021382.1", "COL5A2", "EIF3A", "AL162713.1", "GIT1", - "MXD3", "AL645728.1", "STK11IP", "HSPA8", "ATP1B2", - "SLC19A3", "PNMA8A", "ABCB6", "XPR1", "AC110275.1", - "ARSI", "TARM1", "ITIH5", "GLB1L2", "AC007563.1", - "AC004982.1", "HBG1", "C8orf34", "CACTIN-AS1", "SDF4", - "APOBEC1", "KIF18B", "AL035587.1", "PLGRKT", "AC022167.2", - "AP005242.1", "CAPN10-DT", "LINC01876", "LINC01834", - "AC007493.1", "CTTNBP2NL", "AC138360.1", "AL136115.2", - "AC092625.1", "AC107982.3", "LINC01907", "C2CD2", - "NEXMIF", "SEPT11", "EDAR", "AC093722.1", "TRAF3", - "OR51G1", "ALDH5A1", "OR4S1", "S100PBP", "HADHA", - "GGA1", "CTAGE8", "KCNA5", "AL451050.2", "SMARCAD1", - "SCYGR4", "TIMM23B", "MIR99AHG", "SDK1", "LHFPL1", - "PXDN", "SNHG12", "AC021439.1", "ME2", "FRS3", "AL136295.2", - "VEPH1", "MRPS22", "ZNF12", "AC007952.4", "CABYR", - "MFGE8", "CHKA", "AC111152.2", "SLC12A2", "HDDC2", - "AP002518.1", "ATP6V0E1", "CTXND2", "AC239868.3", - "C4orf33", "DNAH1", "AC105105.4", "IGHD5OR15-5B", - "DVL3", "MICALL1", "JADE3", "LINC02361", "CHI3L1", - "CGA", "PLEKHA7", "LINC01611", "DIMT1", "PRSS51", - "URB2", "AL079303.1", "LINC01496", "LINC00865", "DEFB4B", - "PBXIP1", "AC019257.2", "LINC00895", "GUSB", "ZNRD1", - "LINC01763", "AL354984.2", "OR2F1", "DCC", "AP000756.1", - "LINC00462", "AC024901.1", "AC009154.1", "RNF125", - "AL606534.3", "LINC01215", "S100A3", "INSM2", "GEMIN4", - "AKAP12", "PRKAG3", "ECHDC2", "SCPEP1", "EFEMP2", - "AC093249.6", "PTCD2", "AL359317.1", "LINC00563", - "AC009097.1", "AL357375.1", "EMILIN1", "ZBTB8A", - "C12orf29", "MYRF", "SGPL1", "FAM30A", "GSDMB", "LINC01098", - "FBXO21", "SNAPC4", "AC024603.1", "CASC17", "ELAVL2", - "AC010643.1", "LINC02340", "AC008278.1", "AF130359.1", - "DLEU7", "LINC02299", "AL359764.1", "ANKRD46", "TRIM46", - "SHMT2", "FKBP7", "FAM187A", "AC067968.2", "AL354872.2", - "KRTAP10-12", "DAP", "CCNE1", "AP001043.1", "DOCK11", - "POLA2", "LINC02240", "ATRN", "MNT", "ANKHD1", "ZNF800", - "AL354710.2", "SMCHD1", "FTCD-AS1", "AL449106.1", - "CTRB1", "MBTPS1", "AP006285.1", "HPS6", "BAAT", - "SLC5A9", "AC079907.1", "AP003097.2", "BCORL1", "TCERG1", - "ZNF66", "AC083906.3", "AL353626.1", "TRBV5-4", "VANGL2", - "LSM11", "AL031666.1", "GNE", "SOSTDC1", "AC105219.3", - "POM121L12", "DYM", "NR1I2", "AC083867.1", "AC023794.1", - "DNAJC27-AS1", "IL12RB2", "LINC00397", "LINC00265", - "C8orf59", "AC138230.1", "AC004754.1", "CLASP1", - "ARSD-AS1", "ERICH6", "LINC01198", "KL", "AC135178.3", - "MYF6", "SCAI", "LINC01241", "VAPB", "AC093627.7", - "AP000442.2", "AC026688.2", "ROPN1", "AC110615.1", - "LRAT", "EMX1", "SLC10A2", "AC008280.3", "CDH8", - "PSMC3IP", "AC069222.1", "TMEM192", "AC103724.3", - "AC097066.1", "TACR3", "LINC00456", "RHOBTB2", "LINC02442", - "IGHV3-20", "BPIFB1", "AC022498.1", "OR4F21", "ARHGAP24", - "FXYD6", "AL391645.1", "AC084809.1", "AC069257.1", - "SLU7", "TRAV31", "AL359881.1", "CAMSAP3", "AC017100.1", - "THRSP", "AL136985.3", "NUDT8", "AC008915.2", "ZNF263", - "AP003351.1", "MTSS1", "CD207", "CES5A", "KRTAP9-4", - "CD37", "AC098859.2", "UBE2E2", "AC074143.1", "AC138028.6", - "AC008517.1", "SPATA25", "ZNF385D", "LINC02049", - "MALSU1", "AC068481.1", "LINC02267", "VPS26A", "SMIM35", - "RNF13", "TFAP2D", "LIG3", "XKR3", "RASEF", "LZTR1", - "CARD14", "HTN3", "ATP2A1", "WASL", "ZNF596", "AL050303.1", - "CYP3A4", "NTAN1", "FAM110B", "CEP170", "RPGR", "RGSL1", - "COLGALT1", "AL162742.1", "ARSE", "VAC14-AS1", "AC073863.1", - "ELAC1", "MYLK3", "GON4L", "ESM1", "IYD", "IGKV6D-41", - "AL008723.2", "LINC01259", "EDNRA", "PPIAL4A", "LYPD1", - "CHCHD2", "KIF11", "SPATA13", "PTK2B", "AP003400.1", - "CDO1", "MADCAM1", "LINC01686", "AP006748.1", "ENTPD4", - "PTPRK", "C21orf91", "SNX29", "ATL2", "LINC01537", - "CT47A8", "CFAP298", "PLSCR2", "ATP5PB", "EVL", "IGSF8", - "USP17L17", "RCE1", "FAHD2A", "AP1S2", "LINC00487", - "AMOTL1", "APOC3", "OST4", "SUSD6", "TSR2", "SLCO5A1", - "AL132671.2", "HSBP1L1", "OR2B6", "U2AF1L5", "TEX29", - "LINC00940", "AL096870.1", "Z83851.1", "IGHV1-2", - "AC007179.2", "WRAP53", "OR52K2", "AL160408.3", "ZNF574", - "TRAJ9", "POTEI", "BPIFB4", "OR52I1", "CRYGS", "IFNAR1", - "MRM2", "TTC24", "KCNIP2-AS1", "ZNF296", "SYNE1-AS1", - "AC026461.4", "AP000253.1", "DYNAP", "GPRC6A", "ACTN1-AS1", - "GEMIN8", "WDR18", "AC005746.2", "AC034238.2", "ERGIC2", - "ECHS1", "PLD2", "PLCXD1", "AC005775.1", "AC112721.2", - "AC103952.1", "LINC01978", "Z99127.1", "ADIPOQ-AS1", - "AC007347.1", "AC027306.1", "SEL1L3", "VWA5A", "UGT1A10", - "FAM174A", "IGLJ6", "AL132719.1", "PAFAH1B1", "MRE11", - "DLX3", "AC010336.4", "AC009804.2", "ITPK1", "AC023932.1", - "LACTBL1", "CYP4F11", "AL589745.2", "RORC", "AL691403.2", - "AC091826.2", "TMEM218", "AP2A1", "LINC01670", "GLRA3", - "DENND5A", "HNRNPH2", "LINC01433", "AL135744.1", - "AC137932.3", "AL359853.1", "RBM4B", "SPIRE2", "AP001025.1", - "AC090023.1", "UBE4B", "AC010485.1", "LINC02473", - "TPO", "UNC13C", "IGHA1", "AC105415.1", "AL139246.1", - "AC027288.1", "AC025430.1", "SH2D5", "AC135782.2", - "GP6", "YAF2", "NFYC", "AC005291.1", "SF1", "KIAA1755", - "FP236383.2", "FAM151A", "AP001574.1", "MBIP", "MAP3K12", - "AC022784.6", "TCF4-AS2", "AFG3L2", "ALOX5AP", "AC093525.1", - "OR2A4", "AC007563.2", "IQCD", "TMEM59", "AC110296.1", - "GAB4", "AC003986.2", "FAM131A", "AC023825.2", "CACNA1C", - "AL355526.1", "HAS2", "AL136309.2", "AC005019.2", - "LINC00930", "AC090696.1", "CD84", "RPF1", "AC096576.3", - "AC046158.1", "TMLHE", "JADRR", "IGHD1-7", "AC024908.1", - "SDC4", "AC010132.4", "GJB5", "AL121827.2", "IL19", - "AUP1", "HCG17", "PHPT1", "SLC35E3", "CNOT6L", "PDZRN3", - "PGBD2", "ITGAD", "AC010168.1", "RBFOX2", "SERPINA11", - "GDA", "AL391095.3", "SSR4", "LINC00485", "C1orf54", - "AL121782.1", "PSG11", "AC008011.2", "HMGCLL1", "AC018511.2", - "ARMH4", "TRAV28", "AC104758.5", "KATNBL1", "RGL1", - "AC122136.1", "CC2D1B", "TMEM220-AS1", "AC027338.1", - "AC012593.1", "AL731661.2", "AC090386.1", "PHF14", - "PQLC1", "ZCCHC24", "NDRG3", "ARHGEF15", "RASGRP2", - "UNCX", "FRG1-DT", "SNTB2", "HNRNPLL", "ALDH7A1", - "BRCC3", "AC109583.3", "AC016595.1", "AC021739.3", - "SLIT3", "AL391069.3", "AC010266.2", "CD83", "SCN1B", - "CYLC2", "AL365394.1", "LINC02204", "AL122010.1", - "TRAF5", "NHSL2", "AC084024.1", "NPY4R", "TARS", - "CU638689.1", "AC245884.10", "FGD3", "AC090857.2", - "NELFB", "TSPAN12", "LINGO1-AS2", "REG3A", "AL118523.1", - "AC004494.1", "CCR2", "AC140481.2", "AC126768.1", - "NRG2", "AL132796.1", "AL109954.3", "AC018553.2", - "AC104078.2", "CSGALNACT2", "PRAMEF12", "CYREN", - "ALPL", "OR4C11", "LINC02104", "AL121992.3", "NDUFAF8", - "FAM237B", "ZNF880", "NADK2-AS1", "AGAP3", "LINC01483", - "UBE2J1", "PPM1H", "AL096869.2", "STBD1", "TRAJ34", - "QRFP", "LINC01594", "LINC01612", "AC009133.6", "AL139231.1", - "AC007001.1", "CABP2", "AC090458.1", "AC114490.3", - "PI15", "LINC00513", "LINC02132", "FAM240A", "AL645922.1", - "LINC00491", "SIRT7", "MC1R", "AL589765.1", "C12orf73", - "AC124312.2", "XAGE2", "VCY1B", "ACP5", "OR10T2", - "AC069114.1", "RASAL2", "DSTYK", "IQGAP2", "RAB11FIP5", - "CD8B", "AL356258.1", "KLK6", "RGR", "DUSP12", "AC124254.1", - "AL353600.1", "FBXO11", "IGHV3-71", "CLN3", "MIGA1", - "PLCB2", "SLFN5", "STXBP3", "SEMA3F", "IGLV10-54", - "AC104472.3", "AC134312.6", "AC013472.2", "TOR1AIP2", - "IL7", "PPM1N", "GREM2", "LINC02212", "PSMC5", "ACKR2", - "TNFRSF11A", "THEMIS", "ANGPTL7", "LINC02294", "AL445685.1", - "MPP3", "AL121612.1", "QARS", "UNC50", "AC114956.1", - "MYH4", "RAB35", "AC022167.1", "ANXA5", "GNB4", "RBBP5", - "ATP2B2", "CSKMT", "STRA8", "LINC01040", "ERICH4", - "CA3", "ALKBH1", "AC007285.2", "MAFF", "LINC02569", - "AL133330.2", "RFPL4A", "GALC", "AL355304.1", "MGP", - "MBOAT7", "ZNF555", "MGST1", "GBP5", "FLCN", "AC011530.1", - "HCN1", "AC087672.2", "AL139420.2", "AC011498.2", - "AC100797.4", "CCDC42", "NRAP", "CDKN2AIP", "SSX4", - "PAX9", "LINC01884", "RIC3", "LAMP2", "MIR670HG", - "IRX1", "AC020612.3", "AC138207.1", "CU633967.1", - "AL355339.1", "AC079921.2", "WWTR1-AS1", "AL359915.1", - "AC022001.3", "LRCOL1", "GPD2", "MOSPD2", "GULP1", - "AC084365.1", "NDUFB1", "AC130650.1", "NECTIN1", - "SAMD7", "TIMM10B", "SNTB1", "OR6M1", "KRT86", "AOC2", - "POFUT1", "AC106882.1", "PHAX", "ETV6", "AC022148.2", - "AC015522.1", "B3GALT2", "AC013270.1", "ATF7", "ERLNC1", - "TDRD10", "LYSMD4", "GCSAM", "AC005736.3", "WDR93", - "LINC01058", "AC018462.1", "AC022098.1", "AC124276.1", - "STOML1", "LINC00996", "LINC00957", "IPO11", "AC069503.1", - "IGHV3-75", "AC091488.1", "TRIP13", "ATP10D", "STX6", - "AC099792.1", "LINC01854", "TFAM", "AC121161.2", - "TEP1", "PDCD1", "LEMD1", "RFX8", "USP17L20", "AL928921.1", - "B3GAT2", "AC003982.1", "CALML3-AS1", "SCG3", "IZUMO2", - "AL121772.3", "DDX5", "NRG3", "CDHR5", "RET", "WLS", - "CD247", "TCHH", "AC009477.2", "AC138811.1", "LINC01914", - "AC078846.1", "AL161935.1", "BTBD3", "SLC38A11", - "AC012050.1", "LINC01621", "AC114488.1", "TMOD1", - "LILRA5", "CCDC88B", "MSH3", "ZFP36", "BNIP3", "AC092652.2", - "IGLVIV-53", "AC104521.1", "NNAT", "AC245033.2", - "LINC01870", "MANEA", "SULT1C2", "GIMAP8", "TADA2A", - "AL160412.1", "GRINA", "AC006435.3", "CCAR1", "SV2B", - "ZBP1", "MSMO1", "MAGEA9B", "LINC00623", "KIFC2", - "SMAD2", "GSTM4", "TTC33", "LINC01233", "LPP-AS2", - "CCDC25", "CDC25C", "FBXO34", "AC138466.1", "TGFBR2", - "ZNF257", "GLYATL1B", "AP001172.1", "Z82246.1", "AC074135.1", - "LAMB2", "LINC01864", "OR4N2", "LINC02571", "OR11L1", - "LINC02207", "AC111182.1", "RNF114", "CRAT", "BRAP", - "KLK7", "SMIM18", "ZSCAN10", "IGKV6D-21", "CMIP", - "AL391335.1", "LINC02231", "SPATA4", "CFAP99", "AL512353.1", - "LINC02347", "SNRPB", "FUBP3", "DDX28", "LRRC3-DT", - "AC007250.1", "TMEM176B", "FAM131C", "TRUB1", "AL589765.5", - "ZNF280D", "LRRC45", "MIF4GD", "AL591686.1", "POLR1D", - "UBE2L5", "MPHOSPH10", "AC104260.1", "BCL9L", "AC010531.1", - "CITED1", "SGO2", "TRIM28", "AC097347.1", "POMZP3", - "CDADC1", "AC010333.1", "IWS1", "IGHJ3P", "AC083837.1", - "NME3", "SP9", "RAB6B", "MAPK8", "PRAMEF13", "AL512306.2", - "LINC01750", "FADD", "ATP12A", "SLC35E1", "CSPP1", - "GLIPR2", "LINC01567", "AL157834.1", "TM4SF4", "AC003984.1", - "C9orf163", "AP002990.1", "KDM1A", "AC015849.3", - "AL139002.1", "AC105020.4", "LINC01134", "THRIL", - "AP000679.1", "AP003066.1", "PKNOX2-AS1", "AC007220.1", - 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"PTX3", + "LINC02559", "DCBLD1", "WFDC10B", "FUNDC1", "ACADL", + "KCNE1", "CLIC3", "FAM83D", "OSER1-DT", "MAD1L1", "PLCL1", + "SRPX2", "TOP3A", "PDX1", "LINC00407", "AC138894.2", + "CDK14", "U62317.4", "AC006013.1", "AC138969.3", "PNMA5", + "CELF1", "CCDC110", "MSL2", "ANO2", "PIBF1", "TREML4", + "KRTAP10-5", "EXO1", "FASTKD3", "AL035665.1", "TSSK1B", + "PDZD11", "AC233724.20", "PIGX", "CACNG2", "BIN2", "BTBD9-AS1", + "HTR1B", "LINC02012", "AL590428.1", "BRI3", "AP5Z1", + "FAM81A", "AC008897.2", "SCGB3A1", "USP17L8", "C5orf49", + "HCFC2", "LINC00575", "AC117473.1", "CHAF1A", "AARS", + "PCOLCE", "SUSD2", "SYT16", "CMAS", "AC145212.1", "IGHV3-21", + "TXNDC5", "GRM1", "IGFALS", "OR4C13", "LINC02532", "AC092675.1", + "TBC1D3F", "COLCA1", "GPC1", "AC008991.1", "AC131009.2", + "TPCN2", "LINC01862", "C8orf89", "KRT39", "AC245060.2", + "RCL1", "SNX24", "C21orf62", "AP1G2", "LINC01489", "AC244517.10", + "CCDC129", "AF099810.1", "EIF3K", "AKAP3", "LINC02148", + "DEF8", "CIR1", "DNMT3A", "WASHC2C", "AC015936.1", "RBM43", + "LINC01544", "TBX18-AS1", "MRPS9", "ZNF781", "TCF4-AS1", + "NOTCH4", "MT1X", "ZNF250", "L3MBTL4-AS1", "AL356130.2", + "AL118516.1", "AL513320.1", "NADK2", "TEAD3", "AC005329.2", + "C1GALT1C1L", "PODNL1", "AC004870.3", "AC078881.1", "S100A12", + "NUMA1", "AL392172.1", "NHLRC3", "HECTD4", "AC104066.2", + "AKAP13", "OR4F15", "CPSF3", "LINC02100", "ZNHIT3", "VGLL3", + "AC004771.4", "AL162399.1", "AC010761.6", "IFNK", "ADORA2A", + "NOL4L", "AC026471.3", "SENP2", "TRAV24", "CENPBD1", + "LMO7DN", "OTX1", "AL157778.1", "PLK2", "AC090527.3", + "OR5BS1P", "POU3F3", "ERLIN1", "GIMAP7", "AC090150.2", + "TMEM219", "COL8A1", "TRBV6-2", "AC073508.2", "AC110609.1", + "GAL", "LINC01695", "NME1-NME2", "AP000311.1", "PKHD1", + "HPN-AS1", "AC012499.1", "HOMER3", "GALR2", "AC142391.1", + "AC068490.1", "AC010745.2", "KAT6B", "AL356364.1", "OOSP2", + "AC022523.3", "AC019193.3", "SMURF1", "AC084026.1", "AL132821.1", + "AL512380.1", "EIF2S3", "RNF8", "CSH2", "LINC01533", + "TREML1", "LYZL2", "LINC01348", "LINC01797", "AL138694.1", + "ZFHX2", "POGK", "PEAR1", "CARHSP1", "RC3H1", "LINC02249", + "JAM2", "LIFR-AS1", "CDY2A", "CLUL1", "LINC01588", "AL122019.1", + "OXR1", "AC087379.2", "ADCY10", "MMP15", "LINC01857", + "AC037459.1", "AL354864.1", "LINC01523", "AC069234.2", + "LIMS4", "RIMKLA", "PTPN13", "APOBEC4", "SFTA2", "AC099681.3", + "IGKV2-30", "PCDHGB6", "AL445423.1", "PGM5P4-AS1", "SEC11C", + "AL645504.1", "LINC00702", "STRADA", "VPS37C", "TNFSF9", + "PIK3C2G", "AC005323.1", "AC023389.1", "AL391863.1", + "FAM160A2", "AC020743.1", "LAPTM5", "AP000704.1", "AC233992.2", + "IGKV1OR2-108", "ZNF184", "AC044802.1", "LYPD4", "AC084876.1", + "SS18", "AC099552.3", "DYNC2H1", "PRMT3", "PHLDA3", "TYSND1", + "AC013799.1", "AP001458.1", "INSL3", "AC073323.1", "AC008429.1", + "EGFL8", "LINC00207", "AC087742.1", "TPI1", "HLA-DQB2", + "AC092142.2", "AC009950.1", "HLA-DQB1", "LINC01015", + "CAPS", "C1orf174", "AC009159.1", "N6AMT1", "CIART", + "PPL", "IGHVIII-47-1", "COPA", "LINC02438", "AC107982.2", + "IFIT3", "PSMB7", "BBS7", "RUNDC3A", "AL031709.1", "TGM6", + "TAOK3", "AC147067.2", "C17orf97", "LRP11", "KLHL11", + "AL713851.2", "ZNF76", "BANF1", "PDCD10", "AC079834.2", + "PHF2", "NAT1", "AC141586.2", "ACAT1", "ATXN2-AS", "PSTPIP1", + "SLC22A9", "AC092354.2", "AL121908.1", "PMS1", "C4BPA", + "LINC01054", "EEF2KMT", "ECHDC1", "TMEM87B", "GGPS1", + "CHORDC1", "GPR25", "HAX1", "HEG1", "SPEF2", "NKX2-1", + "YARS2", "PTGER3", "SMIM34A", "WNT7B", "KCNMA1-AS1", + "AC108463.3", "AC093831.1", "AC005550.2", "KRTAP27-1", + "AC007879.2", "STX4", "MCMBP", "AC093525.4", "KCNQ1OT1", + "EFL1", "EHD2", "Z82185.1", "C1orf146", "LINC00533", + "ANKRD62", "TGIF1", "LINC00310", "CYB5A", "CLDN11", "FAM230C", + "ZNF804A", "AL008638.2", "AP002768.1", "MED23", "LINC02432", + "CPNE5", "LY6K", "FAM229B", "AC009093.4", "TPRA1", "PIGC", + "BICD1", "AL355076.2", "METAP1", "GPR135", "NOXA1", "RPH3A", + "AL161912.2", "GDPD4", "AC021483.2", "E2F6", "FLOT1", + "USP10", "RBFOX1", "PKD1", "NR5A1", "CCDC163", "PARVB", + "PAXBP1-AS1", "GGN", "CHID1", "AL121892.1", "AC137894.1", + "LINC02403", "AC012213.4", "LNX1", "FRRS1", "LAMP5-AS1", + "SNRNP35", "PIK3AP1", "AC025188.1", "ABLIM3", "SRXN1", + "AC005726.1", "LINC01035", "CBFB", "AC139100.1", "RNF5", + "S1PR2", "AL031600.3", "AC027277.1", "GLOD4", "STAC2", + "AP002373.1", "AC009961.1", "PDZD2", "PIK3CD", "AC087164.1", + "TMEM91", "FILIP1L", "MFSD3", "ACBD3", "LINC00677", "SUB1", + "AC007998.2", "MBLAC2", "PPP2R2C", "KRTAP23-1", "LINC01953", + "TRIM58", "PDE10A", "CYP2E1", "AC092673.1", "MSRB3", + "ZBTB20-AS2", "NOC4L", "NME6", "AC099778.1", "XCL1", + "TARSL2", "AL163636.1", "MUC5B", "AC092839.1", "TCTN1", + "NUP160", "ZNF793-AS1", "CR936218.1", "TTF1", "LINC02032", + "AC098798.1", "AC078842.2", "BNIP3L", "MEIS1-AS3", "AC131956.2", + "NANOGP11", "LAMTOR1", "AL672277.1", "OR1L1", "FGD5-AS1", + "TIMELESS", "CEP192", "PCYOX1", "HMGCS2", "AC015909.1", + "COPS7B", "AC092376.1", "CXorf40B", "AL390718.1", "FSCN2", + "IGLVV-58", "DKFZP434H168", "CHD2", "ZFAND1", "AC069277.1", + "CAVIN2", "AL442647.1", "AC068389.1", "PSMB5", "AC073848.1", + "HECW1", "RBMY1A1", "AFDN-DT", "AP000439.1", "AL357153.3", + "KIR2DL3", "AC102941.1", "AC009630.3", "AC008278.2", + "AC139491.3", "DUS1L", "TBC1D26", "AC104076.1", "SLC5A7", + "RIMBP3C", "NSUN5", "PDGFRA", "AL390730.2", "CNTFR-AS1", + "JUP", "PLPP7", "AL583839.2", "TRAJ8", "SUSD1", "LINC02533", + "AC087623.1", "AC040173.1", "ENPEP", "LINC01555", "AC021382.1", + "COL5A2", "EIF3A", "AL162713.1", "GIT1", "MXD3", "AL645728.1", + "STK11IP", "HSPA8", "ATP1B2", "SLC19A3", "PNMA8A", "ABCB6", + "XPR1", "AC110275.1", "ARSI", "TARM1", "ITIH5", "GLB1L2", + "AC007563.1", "AC004982.1", "HBG1", "C8orf34", "CACTIN-AS1", + "SDF4", "APOBEC1", "KIF18B", "AL035587.1", "PLGRKT", + "AC022167.2", "AP005242.1", "CAPN10-DT", "LINC01876", + "LINC01834", "AC007493.1", "CTTNBP2NL", "AC138360.1", + "AL136115.2", "AC092625.1", "AC107982.3", "LINC01907", + "C2CD2", "NEXMIF", "SEPT11", "EDAR", "AC093722.1", "TRAF3", + "OR51G1", "ALDH5A1", "OR4S1", "S100PBP", "HADHA", "GGA1", + "CTAGE8", "KCNA5", "AL451050.2", "SMARCAD1", "SCYGR4", + "TIMM23B", "MIR99AHG", "SDK1", "LHFPL1", "PXDN", "SNHG12", + "AC021439.1", "ME2", "FRS3", "AL136295.2", "VEPH1", "MRPS22", + "ZNF12", "AC007952.4", "CABYR", "MFGE8", "CHKA", "AC111152.2", + "SLC12A2", "HDDC2", "AP002518.1", "ATP6V0E1", "CTXND2", + "AC239868.3", "C4orf33", "DNAH1", "AC105105.4", "IGHD5OR15-5B", + "DVL3", "MICALL1", "JADE3", "LINC02361", "CHI3L1", "CGA", + "PLEKHA7", "LINC01611", "DIMT1", "PRSS51", "URB2", "AL079303.1", + "LINC01496", "LINC00865", "DEFB4B", "PBXIP1", "AC019257.2", + "LINC00895", "GUSB", "ZNRD1", "LINC01763", "AL354984.2", + "OR2F1", "DCC", "AP000756.1", "LINC00462", "AC024901.1", + "AC009154.1", "RNF125", "AL606534.3", "LINC01215", "S100A3", + "INSM2", "GEMIN4", "AKAP12", "PRKAG3", "ECHDC2", "SCPEP1", + "EFEMP2", "AC093249.6", "PTCD2", "AL359317.1", "LINC00563", + "AC009097.1", "AL357375.1", "EMILIN1", "ZBTB8A", "C12orf29", + "MYRF", "SGPL1", "FAM30A", "GSDMB", "LINC01098", "FBXO21", + "SNAPC4", "AC024603.1", "CASC17", "ELAVL2", "AC010643.1", + "LINC02340", "AC008278.1", "AF130359.1", "DLEU7", "LINC02299", + "AL359764.1", "ANKRD46", "TRIM46", "SHMT2", "FKBP7", + "FAM187A", "AC067968.2", "AL354872.2", "KRTAP10-12", + "DAP", "CCNE1", "AP001043.1", "DOCK11", "POLA2", "LINC02240", + "ATRN", "MNT", "ANKHD1", "ZNF800", "AL354710.2", "SMCHD1", + "FTCD-AS1", "AL449106.1", "CTRB1", "MBTPS1", "AP006285.1", + "HPS6", "BAAT", "SLC5A9", "AC079907.1", "AP003097.2", + "BCORL1", "TCERG1", "ZNF66", "AC083906.3", "AL353626.1", + "TRBV5-4", "VANGL2", "LSM11", "AL031666.1", "GNE", "SOSTDC1", + "AC105219.3", "POM121L12", "DYM", "NR1I2", "AC083867.1", + "AC023794.1", "DNAJC27-AS1", "IL12RB2", "LINC00397", + "LINC00265", "C8orf59", "AC138230.1", "AC004754.1", "CLASP1", + "ARSD-AS1", "ERICH6", "LINC01198", "KL", "AC135178.3", + "MYF6", "SCAI", "LINC01241", "VAPB", "AC093627.7", "AP000442.2", + "AC026688.2", "ROPN1", "AC110615.1", "LRAT", "EMX1", + "SLC10A2", "AC008280.3", "CDH8", "PSMC3IP", "AC069222.1", + "TMEM192", "AC103724.3", "AC097066.1", "TACR3", "LINC00456", + "RHOBTB2", "LINC02442", "IGHV3-20", "BPIFB1", "AC022498.1", + "OR4F21", "ARHGAP24", "FXYD6", "AL391645.1", "AC084809.1", + "AC069257.1", "SLU7", "TRAV31", "AL359881.1", "CAMSAP3", + "AC017100.1", "THRSP", "AL136985.3", "NUDT8", "AC008915.2", + "ZNF263", "AP003351.1", "MTSS1", "CD207", "CES5A", "KRTAP9-4", + "CD37", "AC098859.2", "UBE2E2", "AC074143.1", "AC138028.6", + "AC008517.1", "SPATA25", "ZNF385D", "LINC02049", "MALSU1", + "AC068481.1", "LINC02267", "VPS26A", "SMIM35", "RNF13", + "TFAP2D", "LIG3", "XKR3", "RASEF", "LZTR1", "CARD14", + "HTN3", "ATP2A1", "WASL", "ZNF596", "AL050303.1", "CYP3A4", + "NTAN1", "FAM110B", "CEP170", "RPGR", "RGSL1", "COLGALT1", + "AL162742.1", "ARSE", "VAC14-AS1", "AC073863.1", "ELAC1", + "MYLK3", "GON4L", "ESM1", "IYD", "IGKV6D-41", "AL008723.2", + "LINC01259", "EDNRA", "PPIAL4A", "LYPD1", "CHCHD2", "KIF11", + "SPATA13", "PTK2B", "AP003400.1", "CDO1", "MADCAM1", + "LINC01686", "AP006748.1", "ENTPD4", "PTPRK", "C21orf91", + "SNX29", "ATL2", "LINC01537", "CT47A8", "CFAP298", "PLSCR2", + "ATP5PB", "EVL", "IGSF8", "USP17L17", "RCE1", "FAHD2A", + "AP1S2", "LINC00487", "AMOTL1", "APOC3", "OST4", "SUSD6", + "TSR2", "SLCO5A1", "AL132671.2", "HSBP1L1", "OR2B6", + "U2AF1L5", "TEX29", "LINC00940", "AL096870.1", "Z83851.1", + "IGHV1-2", "AC007179.2", "WRAP53", "OR52K2", "AL160408.3", + "ZNF574", "TRAJ9", "POTEI", "BPIFB4", "OR52I1", "CRYGS", + "IFNAR1", "MRM2", "TTC24", "KCNIP2-AS1", "ZNF296", "SYNE1-AS1", + "AC026461.4", "AP000253.1", "DYNAP", "GPRC6A", "ACTN1-AS1", + "GEMIN8", "WDR18", "AC005746.2", "AC034238.2", "ERGIC2", + "ECHS1", "PLD2", "PLCXD1", "AC005775.1", "AC112721.2", + "AC103952.1", "LINC01978", "Z99127.1", "ADIPOQ-AS1", + "AC007347.1", "AC027306.1", "SEL1L3", "VWA5A", "UGT1A10", + "FAM174A", "IGLJ6", "AL132719.1", "PAFAH1B1", "MRE11", + "DLX3", "AC010336.4", "AC009804.2", "ITPK1", "AC023932.1", + "LACTBL1", "CYP4F11", "AL589745.2", "RORC", "AL691403.2", + "AC091826.2", "TMEM218", "AP2A1", "LINC01670", "GLRA3", + "DENND5A", "HNRNPH2", "LINC01433", "AL135744.1", "AC137932.3", + "AL359853.1", "RBM4B", "SPIRE2", "AP001025.1", "AC090023.1", + "UBE4B", "AC010485.1", "LINC02473", "TPO", "UNC13C", + "IGHA1", "AC105415.1", "AL139246.1", "AC027288.1", "AC025430.1", + "SH2D5", "AC135782.2", "GP6", "YAF2", "NFYC", "AC005291.1", + "SF1", "KIAA1755", "FP236383.2", "FAM151A", "AP001574.1", + "MBIP", "MAP3K12", "AC022784.6", "TCF4-AS2", "AFG3L2", + "ALOX5AP", "AC093525.1", "OR2A4", "AC007563.2", "IQCD", + "TMEM59", "AC110296.1", "GAB4", "AC003986.2", "FAM131A", + "AC023825.2", "CACNA1C", "AL355526.1", "HAS2", "AL136309.2", + "AC005019.2", "LINC00930", "AC090696.1", "CD84", "RPF1", + "AC096576.3", "AC046158.1", "TMLHE", "JADRR", "IGHD1-7", + "AC024908.1", "SDC4", "AC010132.4", "GJB5", "AL121827.2", + "IL19", "AUP1", "HCG17", "PHPT1", "SLC35E3", "CNOT6L", + "PDZRN3", "PGBD2", "ITGAD", "AC010168.1", "RBFOX2", "SERPINA11", + "GDA", "AL391095.3", "SSR4", "LINC00485", "C1orf54", + "AL121782.1", "PSG11", "AC008011.2", "HMGCLL1", "AC018511.2", + "ARMH4", "TRAV28", "AC104758.5", "KATNBL1", "RGL1", "AC122136.1", + "CC2D1B", "TMEM220-AS1", "AC027338.1", "AC012593.1", + "AL731661.2", "AC090386.1", "PHF14", "PQLC1", "ZCCHC24", + "NDRG3", "ARHGEF15", "RASGRP2", "UNCX", "FRG1-DT", "SNTB2", + "HNRNPLL", "ALDH7A1", "BRCC3", "AC109583.3", "AC016595.1", + "AC021739.3", "SLIT3", "AL391069.3", "AC010266.2", "CD83", + "SCN1B", "CYLC2", "AL365394.1", "LINC02204", "AL122010.1", + "TRAF5", "NHSL2", "AC084024.1", "NPY4R", "TARS", "CU638689.1", + "AC245884.10", "FGD3", "AC090857.2", "NELFB", "TSPAN12", + "LINGO1-AS2", "REG3A", "AL118523.1", "AC004494.1", "CCR2", + "AC140481.2", "AC126768.1", "NRG2", "AL132796.1", "AL109954.3", + "AC018553.2", "AC104078.2", "CSGALNACT2", "PRAMEF12", + "CYREN", "ALPL", "OR4C11", "LINC02104", "AL121992.3", + "NDUFAF8", "FAM237B", "ZNF880", "NADK2-AS1", "AGAP3", + "LINC01483", "UBE2J1", "PPM1H", "AL096869.2", "STBD1", + "TRAJ34", "QRFP", "LINC01594", "LINC01612", "AC009133.6", + "AL139231.1", "AC007001.1", "CABP2", "AC090458.1", "AC114490.3", + "PI15", "LINC00513", "LINC02132", "FAM240A", "AL645922.1", + "LINC00491", "SIRT7", "MC1R", "AL589765.1", "C12orf73", + "AC124312.2", "XAGE2", "VCY1B", "ACP5", "OR10T2", "AC069114.1", + "RASAL2", "DSTYK", "IQGAP2", "RAB11FIP5", "CD8B", "AL356258.1", + "KLK6", "RGR", "DUSP12", "AC124254.1", "AL353600.1", + "FBXO11", "IGHV3-71", "CLN3", "MIGA1", "PLCB2", "SLFN5", + "STXBP3", "SEMA3F", "IGLV10-54", "AC104472.3", "AC134312.6", + "AC013472.2", "TOR1AIP2", "IL7", "PPM1N", "GREM2", "LINC02212", + "PSMC5", "ACKR2", "TNFRSF11A", "THEMIS", "ANGPTL7", "LINC02294", + "AL445685.1", "MPP3", "AL121612.1", "QARS", "UNC50", + "AC114956.1", "MYH4", "RAB35", "AC022167.1", "ANXA5", + "GNB4", "RBBP5", "ATP2B2", "CSKMT", "STRA8", "LINC01040", + "ERICH4", "CA3", "ALKBH1", "AC007285.2", "MAFF", "LINC02569", + "AL133330.2", "RFPL4A", "GALC", "AL355304.1", "MGP", + "MBOAT7", "ZNF555", "MGST1", "GBP5", "FLCN", "AC011530.1", + "HCN1", "AC087672.2", "AL139420.2", "AC011498.2", "AC100797.4", + "CCDC42", "NRAP", "CDKN2AIP", "SSX4", "PAX9", "LINC01884", + "RIC3", "LAMP2", "MIR670HG", "IRX1", "AC020612.3", "AC138207.1", + "CU633967.1", "AL355339.1", "AC079921.2", "WWTR1-AS1", + "AL359915.1", "AC022001.3", "LRCOL1", "GPD2", "MOSPD2", + "GULP1", "AC084365.1", "NDUFB1", "AC130650.1", "NECTIN1", + "SAMD7", "TIMM10B", "SNTB1", "OR6M1", "KRT86", "AOC2", + "POFUT1", "AC106882.1", "PHAX", "ETV6", "AC022148.2", + "AC015522.1", "B3GALT2", "AC013270.1", "ATF7", "ERLNC1", + "TDRD10", "LYSMD4", "GCSAM", "AC005736.3", "WDR93", "LINC01058", + "AC018462.1", "AC022098.1", "AC124276.1", "STOML1", "LINC00996", + "LINC00957", "IPO11", "AC069503.1", "IGHV3-75", "AC091488.1", + "TRIP13", "ATP10D", "STX6", "AC099792.1", "LINC01854", + "TFAM", "AC121161.2", "TEP1", "PDCD1", "LEMD1", "RFX8", + "USP17L20", "AL928921.1", "B3GAT2", "AC003982.1", "CALML3-AS1", + "SCG3", "IZUMO2", "AL121772.3", "DDX5", "NRG3", "CDHR5", + "RET", "WLS", "CD247", "TCHH", "AC009477.2", "AC138811.1", + "LINC01914", "AC078846.1", "AL161935.1", "BTBD3", "SLC38A11", + "AC012050.1", "LINC01621", "AC114488.1", "TMOD1", "LILRA5", + "CCDC88B", "MSH3", "ZFP36", "BNIP3", "AC092652.2", "IGLVIV-53", + "AC104521.1", "NNAT", "AC245033.2", "LINC01870", "MANEA", + "SULT1C2", "GIMAP8", "TADA2A", "AL160412.1", "GRINA", + "AC006435.3", "CCAR1", "SV2B", "ZBP1", "MSMO1", "MAGEA9B", + "LINC00623", "KIFC2", "SMAD2", "GSTM4", "TTC33", "LINC01233", + "LPP-AS2", "CCDC25", "CDC25C", "FBXO34", "AC138466.1", + "TGFBR2", "ZNF257", "GLYATL1B", "AP001172.1", "Z82246.1", + "AC074135.1", "LAMB2", "LINC01864", "OR4N2", "LINC02571", + "OR11L1", "LINC02207", "AC111182.1", "RNF114", "CRAT", + "BRAP", "KLK7", "SMIM18", "ZSCAN10", "IGKV6D-21", "CMIP", + "AL391335.1", "LINC02231", "SPATA4", "CFAP99", "AL512353.1", + "LINC02347", "SNRPB", "FUBP3", "DDX28", "LRRC3-DT", "AC007250.1", + "TMEM176B", "FAM131C", "TRUB1", "AL589765.5", "ZNF280D", + "LRRC45", "MIF4GD", "AL591686.1", "POLR1D", "UBE2L5", + "MPHOSPH10", "AC104260.1", "BCL9L", "AC010531.1", "CITED1", + "SGO2", "TRIM28", "AC097347.1", "POMZP3", "CDADC1", "AC010333.1", + "IWS1", "IGHJ3P", "AC083837.1", "NME3", "SP9", "RAB6B", + "MAPK8", "PRAMEF13", "AL512306.2", "LINC01750", "FADD", + "ATP12A", "SLC35E1", "CSPP1", "GLIPR2", "LINC01567", + "AL157834.1", "TM4SF4", "AC003984.1", "C9orf163", "AP002990.1", + "KDM1A", "AC015849.3", "AL139002.1", "AC105020.4", "LINC01134", + "THRIL", "AP000679.1", "AP003066.1", "PKNOX2-AS1", "AC007220.1", + "TMEM40", "LINC00572", "GOLGA7", "CTNS", "MYT1", "AL133215.3", + "AC004674.1", "CYP4F26P", "AL356275.1", "CALM2", "AC007495.2", + "AC096564.2", "THOC2", "PLA2G2A", "ADAM19", "NPIPB5", + "VSIG1", "PHYH", "ENOX1", "C3AR1", "AC073343.2", "AC023154.1", + "UMPS", "AP000282.1", "TMEM126B", "ZNF519", "LINC00529", + "AC079305.3", "FP325330.3", "FOXCUT", "TRAJ30", "NXNL2", + "KAZALD1", "AC112907.1", "OBSL1", "IGKV2D-24", "RASSF1-AS1", + "RPP30", "NR2F1", "LINC01833", "NFU1", "AL355810.1", + "RHBDD3", "UTS2R", "POLE3", "SNHG4", "LARP7", "AC062015.1", + "PPP4R3B", "SLC16A1-AS1", "AL122035.1", "AC011944.1", + "FAM72C", "SHPRH", "LINC02590", "TLR5", "SPATA21", "CFAP47", + "AC007952.3", "LINC00353", "GON7", "PWRN3", "FXYD5", + "AC006262.2", "HOXD13", "LRG1", "NUP85", "AC116351.1", + "LINC02287", "AL078459.1", "NEFL", "SEPT4-AS1", "C11orf42", + "RYBP", "UBL4A", "AP006216.2", "AC012301.1", "FRRS1L", + "RAC3", "SCN7A", "DNAH3", "LINC02431", "AC115522.1", + "TRIM39-RPP21", "AASDH", "OR10S1", "LINC00304", "TOPBP1", + "BTAF1", "PLPBP", "AC106732.1", "AP002360.3", "AC074135.2", + "ITGA2B", "LINC01751", "AL023581.1", "ICAM3", "AC091057.4", + "LRP1-AS", "GNRH2", "MFSD2A", "ZNF639", "SREBF1", "SIPA1L2", + "ADORA2B", "AC092620.3", "AP005328.2", "SMG9", "AC114341.1", + "LINC00543", "TTC3-AS1", "AQP12B", "AC002464.1", "AL354810.1", + "Z83844.2", "AL358234.1", "LINC02155", "FBXL3", "SOX18", + "CRYGD", "LINC01337", "SLC7A7", "IGKV2-24", "LHFPL4", + "C18orf21", "EMX2OS", "SYNE4", "MED13L", "DSP", "SRSF2", + "TRGVB", "CREM", "SPACA9", "SLC5A4", "C2CD6", "AL365258.1", + "AOC3", "KLF10", "PITPNM1", "DNAAF2", "FSIP1", "CTNND1", + "AC243967.2", "LINC01070", "BCL7C", "CHSY3", "MSMB", + "RAB39A", "PLEKHH2", "ZNF556", "Z82173.1", "EDN3", "AC116903.2", + "AC091096.2", "TEAD4", "AC099850.2", "PTPRQ", "KTN1-AS1", + "TRAJ23", "AP000911.1", "CDC42EP1", "PATE2", "LINC00968", + "CNST", "ZNF274", "CCDC198", "KRTAP13-3", "NDUFA4L2", + "LINC00644", "KIAA0100", "C15orf54", "TSPAN18", "PLA2G2C", + "IFIT5", "AC096736.3", "CLDN19", "LINC02301", "CCDC66", + "CPE", "FKBP5", "AP000855.1", "RNF169", "AC244197.2", + "RPS25", "PRSS35", "ZNF7", "AC087392.3", "PDPK1", "NPRL3", + "ILK", "TMEM8A", "HCAR3", "ATG4C", "TAF1D", "AC010636.1", + "GREB1", "AL355537.2", "TDRD7", "LINC02321", "CORO6", + "AC243830.3", "PABPN1", "AC007368.2", "PITX1", "LINC01999", + "GATA3-AS1", "LINC02414", "TMC7", "PAN3-AS1", "BX322562.1", + "LINC02158", "MAP1LC3B", "VAT1", "FAM227A", "AC098479.1", + "LOXHD1", "AL451164.3", "PPM1E", "AC233724.12", "BABAM1", + "TDRD15", "AC011523.1", "SDR39U1", "TMED3", "TCFL5", + "POLR3B", "AC215217.1", "TBCB", "OR52N5", "AL512622.1", + "GPR65", "LINC01525", "AL358473.2", "CFAP36", "GAB3", + "TRPM3", "LINC01115", "ARF3", "WDR91", "AC069029.1", + "NRM", "ATP5F1C", "EZH1", "ABCD3", "AC099062.1", "LEF1", + "AF067845.2", "C4orf45", "MOSPD1", "ANKDD1A", "C17orf80", + "AC004920.1", "GABRR2", "AC005034.3", "SOGA1", "ATP2B3", + "AFAP1", "CHERP", "AC246785.3", "SEMA4G", "AC125603.4", + "AL357509.1", "SERPINB2", "OR8K1", "FBXO27", "LINC02151", + "AL353572.3", "ADGRA3", "RIMS3", "DPP8", "AC098484.1", + "AC017006.1", "OSBPL7", "FMO4", "AC064807.2", "AADACL4", + "RPS12", "CLNK", "GNPDA2", "SLC3A2", "AC137579.1", "AL021392.1", + "AL121992.1", "DPM1", "SPARCL1", "HPYR1", "AL049840.1", + "AL445623.2", "AIFM3", "PIAS3", "TLK1", "KLHL30", "ACTRT3", + "PRR12", "SNX27", "AL583810.1", "AL049548.1", "AL021807.1", + "AC005808.1", "AC090115.1", "ADGRF5", "AC007639.1", "NDC80", + "FAM24B", "LHFPL6", "EPHB2", "AC044781.1", "AC074366.1", + "MT-CO1", "SOX12", "FNIP2", "LINC01440", "ZNF354B", "TAPT1-AS1", + "ZRANB3", "KCNA10", "MSLNL", "MACF1", "ANKRD6", "POLR3D", + "AC092994.1", "ADRA2C", "LINC02259", "TM9SF2", "AL157402.2", + "TMEM119", "CXXC5-AS1", "C7orf26", "OR3A2", "LDLRAP1", + "OR8B8", "AC013727.2", "PTPN5", "C12orf75", "KITLG", + "HGH1", "ST8SIA1", "AL353708.2", "AC005476.2", "SLC35E2A", + "C1QTNF4", "ZFR2", "AC145141.2", "MAATS1", "FIGNL2", + "ZSCAN1", "COL11A2", "SKIDA1", "CCDC158", "HEY1", "MIPOL1", + "UCKL1", "AC078883.3", "AQP3", "DEPDC1-AS1", "CFAP74", + "LINC01013", "TRBV5-3", "SORT1", "ZFAND5", "OR51S1", + "MORN4", "AL021937.4", "LINC02546", "AC062028.1", "AC073651.1", + "AC005703.1", "AC134772.1", "AL354771.1", "ETS1", "AL358612.1", + "AC012615.5", "LINC02514", "ANO9", "NRG1", "MRPL58", + "ST20-MTHFS", "AC005703.2", "AC009021.2", "AC051619.4", + "LYZL1", "NUDT12", "AC136352.2", "OLFML2B", "ARPC4", + "SYT10", "MAP3K20-AS1", "AC108136.1", "AC104078.1", "AC117505.1", + "AC100781.1", "FAM189B", "MIR29B2CHG", "KBTBD13", "LINC02319", + "AC004542.1", "AC066612.2", "PRR5-ARHGAP8", "ADCYAP1R1", + "OR51V1", "NGDN", "DMTF1", "AC008525.2", "AC005614.1", + "LINC02368", "AC090707.1", "GAL3ST3", "SEPT7-AS1", "SDR42E2", + "MALINC1", "KLHL32", "AC106774.5", "ATRX", "AC005772.1", + "AC130324.3", "TREH", "GRM6", "BMP8A", "KRTAP10-10", + "AC104458.1", "PRSS40A", "LINC02446", "SCYGR10", "RNF130", + "AC073257.1", "AP005264.3", "LHX2", "MYCBP", "CRK", "AC005304.1", + "AC008537.2", "AC114550.2", "SQLE", "AC107032.2", "XKR7", + "CFAP100", "PTCD1", "SIDT2", "PGAM1", "ADAMTS5", "ERMARD", + "TMIGD1", "ATP4B", "CHST3", "AC090673.2", "ANKRD65", + "IGHVII-44-2", "LINC01551", "AC009511.1", "LPAR4", "UBE2E1", + "TEX30", "PRMT9", "SH2D7", "AL133406.3", "FIGNL1", "LRRC38", + "HIST2H2AB", "JAG1", "AC027013.1", "IGLV4-3", "ZNF138", + "LINC01436", "ATL3", "LINC02247", "TLE1", "AC105942.1", + "ERVH-1", "DCBLD2", "SMIM37", "C8A", "TRBV10-3", "AC022706.1", + "BEND2", "ISL2", "ADAM23", "AC010240.3", "EHD3", "PSORS1C2", + "AC107953.2", "IGLVIV-66-1", "DISP2", "AL592430.2", "XPOT", + "ZFP1", "RPL13A", "ANO3", "AP001318.1", "LINC00972", + "EXOSC10", "AC009970.1", "TNFSF13", "ADAM11", "TMED5", + "TRAF3IP3", "AC226101.1", "OR2A42", "AC130371.1", "PVT1", + "AC113382.2", "AASDHPPT", "COL18A1-AS1", "AC020637.1", + "AC112503.2", "C1QTNF9", "CRYZ", "AL353593.1", "ANO1", + "PLAC8L1", "CRB1", "AP000785.1", "SLC7A4", "AC131902.1", + "AL161752.1", "STK38L", "CCDC34", "AL583722.4", "CLDN12", + "LINC01535", "AL162726.1", "AC011483.2", "AC091808.1", + "PRSS36", "PLEKHJ1", "AC243967.3", "IL17RA", "FCRL5", + "RBFA", "C12orf56", "LZTS1-AS1", "KLHDC1", "AC006547.3", + "GAS2L2", "SMARCA5", "COPZ2", "NPDC1", "C20orf204", "AL353807.2", + "LHX3", "C4orf19", "AL365204.1", "ZNF208", "ZNF841", + "GNAO1", "IRF2BP1", "ZNF358", "AC027307.3", "SLC6A12", + "FOXF2", "ARRDC1", "P2RY4", "MACROD2", "PLA2G4C-AS1", + "EPCAM", "ANKRD20A2", "AP001636.3", "ACADVL", "CSPG4", + "FIBP", "AL357832.1", "PDCD2L", "CES3", "TAS2R1", "AL583808.1", + "LINC01438", "USP37", "HIST1H2AL", "AC022639.1", "WDSUB1", + "RPL24", "Z84492.1", "AC018695.4", "AL591222.1", "DNAJC17", + "HID1-AS1", "AL162311.3", "AL355310.2", "FREM2", "B2M", + "HIC2", "ZKSCAN3", "SLC41A3", "ENC1", "RBX1", "AC118549.1", + "AC211486.2", "TOLLIP-AS1", "ABCA8", "SRCIN1", "TRIM49C", + "CROCC2", "AC026471.2", "CLN8", "RNASEH2B-AS1", "ANKLE2", + "CRIP1", "KCNJ14", "SPEM3", "HMGA1P4", "HSD17B6", "SIRPD", + "ZBTB12", "AD001527.1", "AL137058.1", "CACNA1C-AS4", + "AP3B2", "PCDHA13", "OR8D1", "HSD17B1", "DIAPH1", "CCL7", + "TENT4A", "MASP2", "TMPRSS15"), ENSEMBL = c("CERNA1", + "IGKV2-18", "LUADT1", "AL133297.2", "AL021937.1", "GPR174", + "DCLK2", "C16orf90", "PCSK6-AS1", "AC001226.2", "POU6F2", + "AC080129.2", "AC015908.3", "CYP2A6", "PAX5", "COL6A5", + "SMG6", "AL645634.1", "LINC02372", "EDF1", "ZNF605", + "ANKS4B", "LINC02413", "ACTR3B", "AC004067.1", "HSD17B4", + "AC007881.3", "KCNAB3", "PSMA3", "TMSB15A", "LIPE", "FOXJ1", + "GUCA2A", "PTX3", "LINC02559", "DCBLD1", "WFDC10B", "FUNDC1", + "ACADL", "KCNE1", "CLIC3", "FAM83D", "OSER1-DT", "MAD1L1", + "PLCL1", "SRPX2", "TOP3A", "PDX1", "LINC00407", "AC138894.2", + "CDK14", "U62317.4", "AC006013.1", "AC138969.3", "PNMA5", + "CELF1", "CCDC110", "MSL2", "ANO2", "PIBF1", "TREML4", + "KRTAP10-5", "EXO1", "FASTKD3", "AL035665.1", "TSSK1B", + "PDZD11", "AC233724.20", "PIGX", "CACNG2", "BIN2", "BTBD9-AS1", + "HTR1B", "LINC02012", "AL590428.1", "BRI3", "AP5Z1", + "FAM81A", "AC008897.2", "SCGB3A1", "USP17L8", "C5orf49", + "HCFC2", "LINC00575", "AC117473.1", "CHAF1A", "AARS", + "PCOLCE", "SUSD2", "SYT16", "CMAS", "AC145212.1", "IGHV3-21", + "TXNDC5", "GRM1", "IGFALS", "OR4C13", "LINC02532", "AC092675.1", + "TBC1D3F", "COLCA1", "GPC1", "AC008991.1", "AC131009.2", + "TPCN2", "LINC01862", "C8orf89", "KRT39", "AC245060.2", + "RCL1", "SNX24", "C21orf62", "AP1G2", "LINC01489", "AC244517.10", + "CCDC129", "AF099810.1", "EIF3K", "AKAP3", "LINC02148", + "DEF8", "CIR1", "DNMT3A", "WASHC2C", "AC015936.1", "RBM43", + "LINC01544", "TBX18-AS1", "MRPS9", "ZNF781", "TCF4-AS1", + "NOTCH4", "MT1X", "ZNF250", "L3MBTL4-AS1", "AL356130.2", + "AL118516.1", "AL513320.1", "NADK2", "TEAD3", "AC005329.2", + "C1GALT1C1L", "PODNL1", "AC004870.3", "AC078881.1", "S100A12", + "NUMA1", "AL392172.1", "NHLRC3", "HECTD4", "AC104066.2", + "AKAP13", "OR4F15", "CPSF3", "LINC02100", "ZNHIT3", "VGLL3", + "AC004771.4", "AL162399.1", "AC010761.6", "IFNK", "ADORA2A", + "NOL4L", "AC026471.3", "SENP2", "TRAV24", "CENPBD1", + "LMO7DN", "OTX1", "AL157778.1", "PLK2", "AC090527.3", + "OR5BS1P", "POU3F3", "ERLIN1", "GIMAP7", "AC090150.2", + "TMEM219", "COL8A1", "TRBV6-2", "AC073508.2", "AC110609.1", + "GAL", "LINC01695", "NME1-NME2", "AP000311.1", "PKHD1", + "HPN-AS1", "AC012499.1", "HOMER3", "GALR2", "AC142391.1", + "AC068490.1", "AC010745.2", "KAT6B", "AL356364.1", "OOSP2", + "AC022523.3", "AC019193.3", "SMURF1", "AC084026.1", "AL132821.1", + "AL512380.1", "EIF2S3", "RNF8", "CSH2", "LINC01533", + "TREML1", "LYZL2", "LINC01348", "LINC01797", "AL138694.1", + "ZFHX2", "POGK", "PEAR1", "CARHSP1", "RC3H1", "LINC02249", + "JAM2", "LIFR-AS1", "CDY2A", "CLUL1", "LINC01588", "AL122019.1", + "OXR1", "AC087379.2", "ADCY10", "MMP15", "LINC01857", + "AC037459.1", "AL354864.1", "LINC01523", "AC069234.2", + "LIMS4", "RIMKLA", "PTPN13", "APOBEC4", "SFTA2", "AC099681.3", + "IGKV2-30", "PCDHGB6", "AL445423.1", "PGM5P4-AS1", "SEC11C", + "AL645504.1", "LINC00702", "STRADA", "VPS37C", "TNFSF9", + "PIK3C2G", "AC005323.1", "AC023389.1", "AL391863.1", + "FAM160A2", "AC020743.1", "LAPTM5", "AP000704.1", "AC233992.2", + "IGKV1OR2-108", "ZNF184", "AC044802.1", "LYPD4", "AC084876.1", + "SS18", "AC099552.3", "DYNC2H1", "PRMT3", "PHLDA3", "TYSND1", + "AC013799.1", "AP001458.1", "INSL3", "AC073323.1", "AC008429.1", + "EGFL8", "LINC00207", "AC087742.1", "TPI1", "HLA-DQB2", + "AC092142.2", "AC009950.1", "HLA-DQB1", "LINC01015", + "CAPS", "C1orf174", "AC009159.1", "N6AMT1", "CIART", + "PPL", "IGHVIII-47-1", "COPA", "LINC02438", "AC107982.2", + "IFIT3", "PSMB7", "BBS7", "RUNDC3A", "AL031709.1", "TGM6", + "TAOK3", "AC147067.2", "C17orf97", "LRP11", "KLHL11", + "AL713851.2", "ZNF76", "BANF1", "PDCD10", "AC079834.2", + "PHF2", "NAT1", "AC141586.2", "ACAT1", "ATXN2-AS", "PSTPIP1", + "SLC22A9", "AC092354.2", "AL121908.1", "PMS1", "C4BPA", + "LINC01054", "EEF2KMT", "ECHDC1", "TMEM87B", "GGPS1", + "CHORDC1", "GPR25", "HAX1", "HEG1", "SPEF2", "NKX2-1", + "YARS2", "PTGER3", "SMIM34A", "WNT7B", "KCNMA1-AS1", + "AC108463.3", "AC093831.1", "AC005550.2", "KRTAP27-1", + "AC007879.2", "STX4", "MCMBP", "AC093525.4", "KCNQ1OT1", + "EFL1", "EHD2", "Z82185.1", "C1orf146", "LINC00533", + "ANKRD62", "TGIF1", "LINC00310", "CYB5A", "CLDN11", "FAM230C", + "ZNF804A", "AL008638.2", "AP002768.1", "MED23", "LINC02432", + "CPNE5", "LY6K", "FAM229B", "AC009093.4", "TPRA1", "PIGC", + "BICD1", "AL355076.2", "METAP1", "GPR135", "NOXA1", "RPH3A", + "AL161912.2", "GDPD4", "AC021483.2", "E2F6", "FLOT1", + "USP10", "RBFOX1", "PKD1", "NR5A1", "CCDC163", "PARVB", + "PAXBP1-AS1", "GGN", "CHID1", "AL121892.1", "AC137894.1", + "LINC02403", "AC012213.4", "LNX1", "FRRS1", "LAMP5-AS1", + "SNRNP35", "PIK3AP1", "AC025188.1", "ABLIM3", "SRXN1", + "AC005726.1", "LINC01035", "CBFB", "AC139100.1", "RNF5", + "S1PR2", "AL031600.3", "AC027277.1", "GLOD4", "STAC2", + "AP002373.1", "AC009961.1", "PDZD2", "PIK3CD", "AC087164.1", + "TMEM91", "FILIP1L", "MFSD3", "ACBD3", "LINC00677", "SUB1", + "AC007998.2", "MBLAC2", "PPP2R2C", "KRTAP23-1", "LINC01953", + "TRIM58", "PDE10A", "CYP2E1", "AC092673.1", "MSRB3", + "ZBTB20-AS2", "NOC4L", "NME6", "AC099778.1", "XCL1", + "TARSL2", "AL163636.1", "MUC5B", "AC092839.1", "TCTN1", + "NUP160", "ZNF793-AS1", "CR936218.1", "TTF1", "LINC02032", + "AC098798.1", "AC078842.2", "BNIP3L", "MEIS1-AS3", "AC131956.2", + "NANOGP11", "LAMTOR1", "AL672277.1", "OR1L1", "FGD5-AS1", + "TIMELESS", "CEP192", "PCYOX1", "HMGCS2", "AC015909.1", + "COPS7B", "AC092376.1", "CXorf40B", "AL390718.1", "FSCN2", + "IGLVV-58", "DKFZP434H168", "CHD2", "ZFAND1", "AC069277.1", + "CAVIN2", "AL442647.1", "AC068389.1", "PSMB5", "AC073848.1", + "HECW1", "RBMY1A1", "AFDN-DT", "AP000439.1", "AL357153.3", + "KIR2DL3", "AC102941.1", "AC009630.3", "AC008278.2", + "AC139491.3", "DUS1L", "TBC1D26", "AC104076.1", "SLC5A7", + "RIMBP3C", "NSUN5", "PDGFRA", "AL390730.2", "CNTFR-AS1", + "JUP", "PLPP7", "AL583839.2", "TRAJ8", "SUSD1", "LINC02533", + "AC087623.1", "AC040173.1", "ENPEP", "LINC01555", "AC021382.1", + "COL5A2", "EIF3A", "AL162713.1", "GIT1", "MXD3", "AL645728.1", + "STK11IP", "HSPA8", "ATP1B2", "SLC19A3", "PNMA8A", "ABCB6", + "XPR1", "AC110275.1", "ARSI", "TARM1", "ITIH5", "GLB1L2", + "AC007563.1", "AC004982.1", "HBG1", "C8orf34", "CACTIN-AS1", + "SDF4", "APOBEC1", "KIF18B", "AL035587.1", "PLGRKT", + "AC022167.2", "AP005242.1", "CAPN10-DT", "LINC01876", + "LINC01834", "AC007493.1", "CTTNBP2NL", "AC138360.1", + "AL136115.2", "AC092625.1", "AC107982.3", "LINC01907", + "C2CD2", "NEXMIF", "SEPT11", "EDAR", "AC093722.1", "TRAF3", + "OR51G1", "ALDH5A1", "OR4S1", "S100PBP", "HADHA", "GGA1", + "CTAGE8", "KCNA5", "AL451050.2", "SMARCAD1", "SCYGR4", + "TIMM23B", "MIR99AHG", "SDK1", "LHFPL1", "PXDN", "SNHG12", + "AC021439.1", "ME2", "FRS3", "AL136295.2", "VEPH1", "MRPS22", + "ZNF12", "AC007952.4", "CABYR", "MFGE8", "CHKA", "AC111152.2", + "SLC12A2", "HDDC2", "AP002518.1", "ATP6V0E1", "CTXND2", + "AC239868.3", "C4orf33", "DNAH1", "AC105105.4", "IGHD5OR15-5B", + "DVL3", "MICALL1", "JADE3", "LINC02361", "CHI3L1", "CGA", + "PLEKHA7", "LINC01611", "DIMT1", "PRSS51", "URB2", "AL079303.1", + "LINC01496", "LINC00865", "DEFB4B", "PBXIP1", "AC019257.2", + "LINC00895", "GUSB", "ZNRD1", "LINC01763", "AL354984.2", + "OR2F1", "DCC", "AP000756.1", "LINC00462", "AC024901.1", + "AC009154.1", "RNF125", "AL606534.3", "LINC01215", "S100A3", + "INSM2", "GEMIN4", "AKAP12", "PRKAG3", "ECHDC2", "SCPEP1", + "EFEMP2", "AC093249.6", "PTCD2", "AL359317.1", "LINC00563", + "AC009097.1", "AL357375.1", "EMILIN1", "ZBTB8A", "C12orf29", + "MYRF", "SGPL1", "FAM30A", "GSDMB", "LINC01098", "FBXO21", + "SNAPC4", "AC024603.1", "CASC17", "ELAVL2", "AC010643.1", + "LINC02340", "AC008278.1", "AF130359.1", "DLEU7", "LINC02299", + "AL359764.1", "ANKRD46", "TRIM46", "SHMT2", "FKBP7", + "FAM187A", "AC067968.2", "AL354872.2", "KRTAP10-12", + "DAP", "CCNE1", "AP001043.1", "DOCK11", "POLA2", "LINC02240", + "ATRN", "MNT", "ANKHD1", "ZNF800", "AL354710.2", "SMCHD1", + "FTCD-AS1", "AL449106.1", "CTRB1", "MBTPS1", "AP006285.1", + "HPS6", "BAAT", "SLC5A9", "AC079907.1", "AP003097.2", + "BCORL1", "TCERG1", "ZNF66", "AC083906.3", "AL353626.1", + "TRBV5-4", "VANGL2", "LSM11", "AL031666.1", "GNE", "SOSTDC1", + "AC105219.3", "POM121L12", "DYM", "NR1I2", "AC083867.1", + "AC023794.1", "DNAJC27-AS1", "IL12RB2", "LINC00397", + "LINC00265", "C8orf59", "AC138230.1", "AC004754.1", "CLASP1", + "ARSD-AS1", "ERICH6", "LINC01198", "KL", "AC135178.3", + "MYF6", "SCAI", "LINC01241", "VAPB", "AC093627.7", "AP000442.2", + "AC026688.2", "ROPN1", "AC110615.1", "LRAT", "EMX1", + "SLC10A2", "AC008280.3", "CDH8", "PSMC3IP", "AC069222.1", + "TMEM192", "AC103724.3", "AC097066.1", "TACR3", "LINC00456", + "RHOBTB2", "LINC02442", "IGHV3-20", "BPIFB1", "AC022498.1", + "OR4F21", "ARHGAP24", "FXYD6", "AL391645.1", "AC084809.1", + "AC069257.1", "SLU7", "TRAV31", "AL359881.1", "CAMSAP3", + "AC017100.1", "THRSP", "AL136985.3", "NUDT8", "AC008915.2", + "ZNF263", "AP003351.1", "MTSS1", "CD207", "CES5A", "KRTAP9-4", + "CD37", "AC098859.2", "UBE2E2", "AC074143.1", "AC138028.6", + "AC008517.1", "SPATA25", "ZNF385D", "LINC02049", "MALSU1", + "AC068481.1", "LINC02267", "VPS26A", "SMIM35", "RNF13", + "TFAP2D", "LIG3", "XKR3", "RASEF", "LZTR1", "CARD14", + "HTN3", "ATP2A1", "WASL", "ZNF596", "AL050303.1", "CYP3A4", + "NTAN1", "FAM110B", "CEP170", "RPGR", "RGSL1", "COLGALT1", + "AL162742.1", "ARSE", "VAC14-AS1", "AC073863.1", "ELAC1", + "MYLK3", "GON4L", "ESM1", "IYD", "IGKV6D-41", "AL008723.2", + "LINC01259", "EDNRA", "PPIAL4A", "LYPD1", "CHCHD2", "KIF11", + "SPATA13", "PTK2B", "AP003400.1", "CDO1", "MADCAM1", + "LINC01686", "AP006748.1", "ENTPD4", "PTPRK", "C21orf91", + "SNX29", "ATL2", "LINC01537", "CT47A8", "CFAP298", "PLSCR2", + "ATP5PB", "EVL", "IGSF8", "USP17L17", "RCE1", "FAHD2A", + "AP1S2", "LINC00487", "AMOTL1", "APOC3", "OST4", "SUSD6", + "TSR2", "SLCO5A1", "AL132671.2", "HSBP1L1", "OR2B6", + "U2AF1L5", "TEX29", "LINC00940", "AL096870.1", "Z83851.1", + "IGHV1-2", "AC007179.2", "WRAP53", "OR52K2", "AL160408.3", + "ZNF574", "TRAJ9", "POTEI", "BPIFB4", "OR52I1", "CRYGS", + "IFNAR1", "MRM2", "TTC24", "KCNIP2-AS1", "ZNF296", "SYNE1-AS1", + "AC026461.4", "AP000253.1", "DYNAP", "GPRC6A", "ACTN1-AS1", + "GEMIN8", "WDR18", "AC005746.2", "AC034238.2", "ERGIC2", + "ECHS1", "PLD2", "PLCXD1", "AC005775.1", "AC112721.2", + "AC103952.1", "LINC01978", "Z99127.1", "ADIPOQ-AS1", + "AC007347.1", "AC027306.1", "SEL1L3", "VWA5A", "UGT1A10", + "FAM174A", "IGLJ6", "AL132719.1", "PAFAH1B1", "MRE11", + "DLX3", "AC010336.4", "AC009804.2", "ITPK1", "AC023932.1", + "LACTBL1", "CYP4F11", "AL589745.2", "RORC", "AL691403.2", + "AC091826.2", "TMEM218", "AP2A1", "LINC01670", "GLRA3", + "DENND5A", "HNRNPH2", "LINC01433", "AL135744.1", "AC137932.3", + "AL359853.1", "RBM4B", "SPIRE2", "AP001025.1", "AC090023.1", + "UBE4B", "AC010485.1", "LINC02473", "TPO", "UNC13C", + "IGHA1", "AC105415.1", "AL139246.1", "AC027288.1", "AC025430.1", + "SH2D5", "AC135782.2", "GP6", "YAF2", "NFYC", "AC005291.1", + "SF1", "KIAA1755", "FP236383.2", "FAM151A", "AP001574.1", + "MBIP", "MAP3K12", "AC022784.6", "TCF4-AS2", "AFG3L2", + "ALOX5AP", "AC093525.1", "OR2A4", "AC007563.2", "IQCD", + "TMEM59", "AC110296.1", "GAB4", "AC003986.2", "FAM131A", + "AC023825.2", "CACNA1C", "AL355526.1", "HAS2", "AL136309.2", + "AC005019.2", "LINC00930", "AC090696.1", "CD84", "RPF1", + "AC096576.3", "AC046158.1", "TMLHE", "JADRR", "IGHD1-7", + "AC024908.1", "SDC4", "AC010132.4", "GJB5", "AL121827.2", + "IL19", "AUP1", "HCG17", "PHPT1", "SLC35E3", "CNOT6L", + "PDZRN3", "PGBD2", "ITGAD", "AC010168.1", "RBFOX2", "SERPINA11", + "GDA", "AL391095.3", "SSR4", "LINC00485", "C1orf54", + "AL121782.1", "PSG11", "AC008011.2", "HMGCLL1", "AC018511.2", + "ARMH4", "TRAV28", "AC104758.5", "KATNBL1", "RGL1", "AC122136.1", + "CC2D1B", "TMEM220-AS1", "AC027338.1", "AC012593.1", + "AL731661.2", "AC090386.1", "PHF14", "PQLC1", "ZCCHC24", + "NDRG3", "ARHGEF15", "RASGRP2", "UNCX", "FRG1-DT", "SNTB2", + "HNRNPLL", "ALDH7A1", "BRCC3", "AC109583.3", "AC016595.1", + "AC021739.3", "SLIT3", "AL391069.3", "AC010266.2", "CD83", + "SCN1B", "CYLC2", "AL365394.1", "LINC02204", "AL122010.1", + "TRAF5", "NHSL2", "AC084024.1", "NPY4R", "TARS", "CU638689.1", + "AC245884.10", "FGD3", "AC090857.2", "NELFB", "TSPAN12", + "LINGO1-AS2", "REG3A", "AL118523.1", "AC004494.1", "CCR2", + "AC140481.2", "AC126768.1", "NRG2", "AL132796.1", "AL109954.3", + "AC018553.2", "AC104078.2", "CSGALNACT2", "PRAMEF12", + "CYREN", "ALPL", "OR4C11", "LINC02104", "AL121992.3", + "NDUFAF8", "FAM237B", "ZNF880", "NADK2-AS1", "AGAP3", + "LINC01483", "UBE2J1", "PPM1H", "AL096869.2", "STBD1", + "TRAJ34", "QRFP", "LINC01594", "LINC01612", "AC009133.6", + "AL139231.1", "AC007001.1", "CABP2", "AC090458.1", "AC114490.3", + "PI15", "LINC00513", "LINC02132", "FAM240A", "AL645922.1", + "LINC00491", "SIRT7", "MC1R", "AL589765.1", "C12orf73", + "AC124312.2", "XAGE2", "VCY1B", "ACP5", "OR10T2", "AC069114.1", + "RASAL2", "DSTYK", "IQGAP2", "RAB11FIP5", "CD8B", "AL356258.1", + "KLK6", "RGR", "DUSP12", "AC124254.1", "AL353600.1", + "FBXO11", "IGHV3-71", "CLN3", "MIGA1", "PLCB2", "SLFN5", + "STXBP3", "SEMA3F", "IGLV10-54", "AC104472.3", "AC134312.6", + "AC013472.2", "TOR1AIP2", "IL7", "PPM1N", "GREM2", "LINC02212", + "PSMC5", "ACKR2", "TNFRSF11A", "THEMIS", "ANGPTL7", "LINC02294", + "AL445685.1", "MPP3", "AL121612.1", "QARS", "UNC50", + "AC114956.1", "MYH4", "RAB35", "AC022167.1", "ANXA5", + "GNB4", "RBBP5", "ATP2B2", "CSKMT", "STRA8", "LINC01040", + "ERICH4", "CA3", "ALKBH1", "AC007285.2", "MAFF", "LINC02569", + "AL133330.2", "RFPL4A", "GALC", "AL355304.1", "MGP", + "MBOAT7", "ZNF555", "MGST1", "GBP5", "FLCN", "AC011530.1", + "HCN1", "AC087672.2", "AL139420.2", "AC011498.2", "AC100797.4", + "CCDC42", "NRAP", "CDKN2AIP", "SSX4", "PAX9", "LINC01884", + "RIC3", "LAMP2", "MIR670HG", "IRX1", "AC020612.3", "AC138207.1", + "CU633967.1", "AL355339.1", "AC079921.2", "WWTR1-AS1", + "AL359915.1", "AC022001.3", "LRCOL1", "GPD2", "MOSPD2", + "GULP1", "AC084365.1", "NDUFB1", "AC130650.1", "NECTIN1", + "SAMD7", "TIMM10B", "SNTB1", "OR6M1", "KRT86", "AOC2", + "POFUT1", "AC106882.1", "PHAX", "ETV6", "AC022148.2", + "AC015522.1", "B3GALT2", "AC013270.1", "ATF7", "ERLNC1", + "TDRD10", "LYSMD4", "GCSAM", "AC005736.3", "WDR93", "LINC01058", + "AC018462.1", "AC022098.1", "AC124276.1", "STOML1", "LINC00996", + "LINC00957", "IPO11", "AC069503.1", "IGHV3-75", "AC091488.1", + "TRIP13", "ATP10D", "STX6", "AC099792.1", "LINC01854", + "TFAM", "AC121161.2", "TEP1", "PDCD1", "LEMD1", "RFX8", + "USP17L20", "AL928921.1", "B3GAT2", "AC003982.1", "CALML3-AS1", + "SCG3", "IZUMO2", "AL121772.3", "DDX5", "NRG3", "CDHR5", + "RET", "WLS", "CD247", "TCHH", "AC009477.2", "AC138811.1", + "LINC01914", "AC078846.1", "AL161935.1", "BTBD3", "SLC38A11", + "AC012050.1", "LINC01621", "AC114488.1", "TMOD1", "LILRA5", + "CCDC88B", "MSH3", "ZFP36", "BNIP3", "AC092652.2", "IGLVIV-53", + "AC104521.1", "NNAT", "AC245033.2", "LINC01870", "MANEA", + "SULT1C2", "GIMAP8", "TADA2A", "AL160412.1", "GRINA", + "AC006435.3", "CCAR1", "SV2B", "ZBP1", "MSMO1", "MAGEA9B", + "LINC00623", "KIFC2", "SMAD2", "GSTM4", "TTC33", "LINC01233", + "LPP-AS2", "CCDC25", "CDC25C", "FBXO34", "AC138466.1", + "TGFBR2", "ZNF257", "GLYATL1B", "AP001172.1", "Z82246.1", + "AC074135.1", "LAMB2", "LINC01864", "OR4N2", "LINC02571", + "OR11L1", "LINC02207", "AC111182.1", "RNF114", "CRAT", + "BRAP", "KLK7", "SMIM18", "ZSCAN10", "IGKV6D-21", "CMIP", + "AL391335.1", "LINC02231", "SPATA4", "CFAP99", "AL512353.1", + "LINC02347", "SNRPB", "FUBP3", "DDX28", "LRRC3-DT", "AC007250.1", + "TMEM176B", "FAM131C", "TRUB1", "AL589765.5", "ZNF280D", + "LRRC45", "MIF4GD", "AL591686.1", "POLR1D", "UBE2L5", + "MPHOSPH10", "AC104260.1", "BCL9L", "AC010531.1", "CITED1", + "SGO2", "TRIM28", "AC097347.1", "POMZP3", "CDADC1", "AC010333.1", + "IWS1", "IGHJ3P", "AC083837.1", "NME3", "SP9", "RAB6B", + "MAPK8", "PRAMEF13", "AL512306.2", "LINC01750", "FADD", + "ATP12A", "SLC35E1", "CSPP1", "GLIPR2", "LINC01567", + "AL157834.1", "TM4SF4", "AC003984.1", "C9orf163", "AP002990.1", + "KDM1A", "AC015849.3", "AL139002.1", "AC105020.4", "LINC01134", + "THRIL", "AP000679.1", "AP003066.1", "PKNOX2-AS1", "AC007220.1", + "TMEM40", "LINC00572", "GOLGA7", "CTNS", "MYT1", "AL133215.3", + "AC004674.1", "CYP4F26P", "AL356275.1", "CALM2", "AC007495.2", + "AC096564.2", "THOC2", "PLA2G2A", "ADAM19", "NPIPB5", + "VSIG1", "PHYH", "ENOX1", "C3AR1", "AC073343.2", "AC023154.1", + "UMPS", "AP000282.1", "TMEM126B", "ZNF519", "LINC00529", + "AC079305.3", "FP325330.3", "FOXCUT", "TRAJ30", "NXNL2", + "KAZALD1", "AC112907.1", "OBSL1", "IGKV2D-24", "RASSF1-AS1", + "RPP30", "NR2F1", "LINC01833", "NFU1", "AL355810.1", + "RHBDD3", "UTS2R", "POLE3", "SNHG4", "LARP7", "AC062015.1", + "PPP4R3B", "SLC16A1-AS1", "AL122035.1", "AC011944.1", + "FAM72C", "SHPRH", "LINC02590", "TLR5", "SPATA21", "CFAP47", + "AC007952.3", "LINC00353", "GON7", "PWRN3", "FXYD5", + "AC006262.2", "HOXD13", "LRG1", "NUP85", "AC116351.1", + "LINC02287", "AL078459.1", "NEFL", "SEPT4-AS1", "C11orf42", + "RYBP", "UBL4A", "AP006216.2", "AC012301.1", "FRRS1L", + "RAC3", "SCN7A", "DNAH3", "LINC02431", "AC115522.1", + "TRIM39-RPP21", "AASDH", "OR10S1", "LINC00304", "TOPBP1", + "BTAF1", "PLPBP", "AC106732.1", "AP002360.3", "AC074135.2", + "ITGA2B", "LINC01751", "AL023581.1", "ICAM3", "AC091057.4", + "LRP1-AS", "GNRH2", "MFSD2A", "ZNF639", "SREBF1", "SIPA1L2", + "ADORA2B", "AC092620.3", "AP005328.2", "SMG9", "AC114341.1", + "LINC00543", "TTC3-AS1", "AQP12B", "AC002464.1", "AL354810.1", + "Z83844.2", "AL358234.1", "LINC02155", "FBXL3", "SOX18", + "CRYGD", "LINC01337", "SLC7A7", "IGKV2-24", "LHFPL4", + "C18orf21", "EMX2OS", "SYNE4", "MED13L", "DSP", "SRSF2", + "TRGVB", "CREM", "SPACA9", "SLC5A4", "C2CD6", "AL365258.1", + "AOC3", "KLF10", "PITPNM1", "DNAAF2", "FSIP1", "CTNND1", + "AC243967.2", "LINC01070", "BCL7C", "CHSY3", "MSMB", + "RAB39A", "PLEKHH2", "ZNF556", "Z82173.1", "EDN3", "AC116903.2", + "AC091096.2", "TEAD4", "AC099850.2", "PTPRQ", "KTN1-AS1", + "TRAJ23", "AP000911.1", "CDC42EP1", "PATE2", "LINC00968", + "CNST", "ZNF274", "CCDC198", "KRTAP13-3", "NDUFA4L2", + "LINC00644", "KIAA0100", "C15orf54", "TSPAN18", "PLA2G2C", + "IFIT5", "AC096736.3", "CLDN19", "LINC02301", "CCDC66", + "CPE", "FKBP5", "AP000855.1", "RNF169", "AC244197.2", + "RPS25", "PRSS35", "ZNF7", "AC087392.3", "PDPK1", "NPRL3", + "ILK", "TMEM8A", "HCAR3", "ATG4C", "TAF1D", "AC010636.1", + "GREB1", "AL355537.2", "TDRD7", "LINC02321", "CORO6", + "AC243830.3", "PABPN1", "AC007368.2", "PITX1", "LINC01999", + "GATA3-AS1", "LINC02414", "TMC7", "PAN3-AS1", "BX322562.1", + "LINC02158", "MAP1LC3B", "VAT1", "FAM227A", "AC098479.1", + "LOXHD1", "AL451164.3", "PPM1E", "AC233724.12", "BABAM1", + "TDRD15", "AC011523.1", "SDR39U1", "TMED3", "TCFL5", + "POLR3B", "AC215217.1", "TBCB", "OR52N5", "AL512622.1", + "GPR65", "LINC01525", "AL358473.2", "CFAP36", "GAB3", + "TRPM3", "LINC01115", "ARF3", "WDR91", "AC069029.1", + "NRM", "ATP5F1C", "EZH1", "ABCD3", "AC099062.1", "LEF1", + "AF067845.2", "C4orf45", "MOSPD1", "ANKDD1A", "C17orf80", + "AC004920.1", "GABRR2", "AC005034.3", "SOGA1", "ATP2B3", + "AFAP1", "CHERP", "AC246785.3", "SEMA4G", "AC125603.4", + "AL357509.1", "SERPINB2", "OR8K1", "FBXO27", "LINC02151", + "AL353572.3", "ADGRA3", "RIMS3", "DPP8", "AC098484.1", + "AC017006.1", "OSBPL7", "FMO4", "AC064807.2", "AADACL4", + "RPS12", "CLNK", "GNPDA2", "SLC3A2", "AC137579.1", "AL021392.1", + "AL121992.1", "DPM1", "SPARCL1", "HPYR1", "AL049840.1", + "AL445623.2", "AIFM3", "PIAS3", "TLK1", "KLHL30", "ACTRT3", + "PRR12", "SNX27", "AL583810.1", "AL049548.1", "AL021807.1", + "AC005808.1", "AC090115.1", "ADGRF5", "AC007639.1", "NDC80", + "FAM24B", "LHFPL6", "EPHB2", "AC044781.1", "AC074366.1", + "MT-CO1", "SOX12", "FNIP2", "LINC01440", "ZNF354B", "TAPT1-AS1", + "ZRANB3", "KCNA10", "MSLNL", "MACF1", "ANKRD6", "POLR3D", + "AC092994.1", "ADRA2C", "LINC02259", "TM9SF2", "AL157402.2", + "TMEM119", "CXXC5-AS1", "C7orf26", "OR3A2", "LDLRAP1", + "OR8B8", "AC013727.2", "PTPN5", "C12orf75", "KITLG", + "HGH1", "ST8SIA1", "AL353708.2", "AC005476.2", "SLC35E2A", + "C1QTNF4", "ZFR2", "AC145141.2", "MAATS1", "FIGNL2", + "ZSCAN1", "COL11A2", "SKIDA1", "CCDC158", "HEY1", "MIPOL1", + "UCKL1", "AC078883.3", "AQP3", "DEPDC1-AS1", "CFAP74", + "LINC01013", "TRBV5-3", "SORT1", "ZFAND5", "OR51S1", + "MORN4", "AL021937.4", "LINC02546", "AC062028.1", "AC073651.1", + "AC005703.1", "AC134772.1", "AL354771.1", "ETS1", "AL358612.1", + "AC012615.5", "LINC02514", "ANO9", "NRG1", "MRPL58", + "ST20-MTHFS", "AC005703.2", "AC009021.2", "AC051619.4", + "LYZL1", "NUDT12", "AC136352.2", "OLFML2B", "ARPC4", + "SYT10", "MAP3K20-AS1", "AC108136.1", "AC104078.1", "AC117505.1", + "AC100781.1", "FAM189B", "MIR29B2CHG", "KBTBD13", "LINC02319", + "AC004542.1", "AC066612.2", "PRR5-ARHGAP8", "ADCYAP1R1", + "OR51V1", "NGDN", "DMTF1", "AC008525.2", "AC005614.1", + "LINC02368", "AC090707.1", "GAL3ST3", "SEPT7-AS1", "SDR42E2", + "MALINC1", "KLHL32", "AC106774.5", "ATRX", "AC005772.1", + "AC130324.3", "TREH", "GRM6", "BMP8A", "KRTAP10-10", + "AC104458.1", "PRSS40A", "LINC02446", "SCYGR10", "RNF130", + "AC073257.1", "AP005264.3", "LHX2", "MYCBP", "CRK", "AC005304.1", + "AC008537.2", "AC114550.2", "SQLE", "AC107032.2", "XKR7", + "CFAP100", "PTCD1", "SIDT2", "PGAM1", "ADAMTS5", "ERMARD", + "TMIGD1", "ATP4B", "CHST3", "AC090673.2", "ANKRD65", + "IGHVII-44-2", "LINC01551", "AC009511.1", "LPAR4", "UBE2E1", + "TEX30", "PRMT9", "SH2D7", "AL133406.3", "FIGNL1", "LRRC38", + "HIST2H2AB", "JAG1", "AC027013.1", "IGLV4-3", "ZNF138", + "LINC01436", "ATL3", "LINC02247", "TLE1", "AC105942.1", + "ERVH-1", "DCBLD2", "SMIM37", "C8A", "TRBV10-3", "AC022706.1", + "BEND2", "ISL2", "ADAM23", "AC010240.3", "EHD3", "PSORS1C2", + "AC107953.2", "IGLVIV-66-1", "DISP2", "AL592430.2", "XPOT", + "ZFP1", "RPL13A", "ANO3", "AP001318.1", "LINC00972", + "EXOSC10", "AC009970.1", "TNFSF13", "ADAM11", "TMED5", + "TRAF3IP3", "AC226101.1", "OR2A42", "AC130371.1", "PVT1", + "AC113382.2", "AASDHPPT", "COL18A1-AS1", "AC020637.1", + "AC112503.2", "C1QTNF9", "CRYZ", "AL353593.1", "ANO1", + "PLAC8L1", "CRB1", "AP000785.1", "SLC7A4", "AC131902.1", + "AL161752.1", "STK38L", "CCDC34", "AL583722.4", "CLDN12", + "LINC01535", "AL162726.1", "AC011483.2", "AC091808.1", + "PRSS36", "PLEKHJ1", "AC243967.3", "IL17RA", "FCRL5", + "RBFA", "C12orf56", "LZTS1-AS1", "KLHDC1", "AC006547.3", + "GAS2L2", "SMARCA5", "COPZ2", "NPDC1", "C20orf204", "AL353807.2", + "LHX3", "C4orf19", "AL365204.1", "ZNF208", "ZNF841", + "GNAO1", "IRF2BP1", "ZNF358", "AC027307.3", "SLC6A12", + "FOXF2", "ARRDC1", "P2RY4", "MACROD2", "PLA2G4C-AS1", + "EPCAM", "ANKRD20A2", "AP001636.3", "ACADVL", "CSPG4", + "FIBP", "AL357832.1", "PDCD2L", "CES3", "TAS2R1", "AL583808.1", + "LINC01438", "USP37", "HIST1H2AL", "AC022639.1", "WDSUB1", + "RPL24", "Z84492.1", "AC018695.4", "AL591222.1", "DNAJC17", + "HID1-AS1", "AL162311.3", "AL355310.2", "FREM2", "B2M", + "HIC2", "ZKSCAN3", "SLC41A3", "ENC1", "RBX1", "AC118549.1", + "AC211486.2", "TOLLIP-AS1", "ABCA8", "SRCIN1", "TRIM49C", + "CROCC2", "AC026471.2", "CLN8", "RNASEH2B-AS1", "ANKLE2", + "CRIP1", "KCNJ14", "SPEM3", "HMGA1P4", "HSD17B6", "SIRPD", + "ZBTB12", "AD001527.1", "AL137058.1", "CACNA1C-AS4", + "AP3B2", "PCDHA13", "OR8D1", "HSD17B1", "DIAPH1", "CCL7", + "TENT4A", "MASP2", "TMPRSS15")), row.names = c("CERNA1", "IGKV2-18", "LUADT1", "AL133297.2", "AL021937.1", "GPR174", "DCLK2", "C16orf90", "PCSK6-AS1", "AC001226.2", "POU6F2", "AC080129.2", "AC015908.3", "CYP2A6", "PAX5", "COL6A5", @@ -313714,20 +299042,19 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr "ZBTB12", "AD001527.1", "AL137058.1", "CACNA1C-AS4", "AP3B2", "PCDHA13", "OR8D1", "HSD17B1", "DIAPH1", "CCL7", "TENT4A", "MASP2", "TMPRSS15"), class = "data.frame"), - active.reduction = "harmony", numPCs = 30L), version = structure(list( - c(4L, 1L, 0L)), class = c("package_version", "numeric_version" - )), commands = list(NormalizeData.RNA = new("SeuratCommand", + numPCs = 30), version = structure(list(c(4L, 1L, 0L)), class = c("package_version", + "numeric_version")), commands = list(NormalizeData.RNA = new("SeuratCommand", name = "NormalizeData.RNA", time.stamp = structure(693120180, class = c("POSIXct", - "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = c("NormalizeData(scdata, normalization.method = normalization_method, ", + "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = c("NormalizeData(scdata, normalization.method = normalization, ", " verbose = FALSE)"), params = list(assay = "RNA", normalization.method = "LogNormalize", scale.factor = 10000, margin = 1, verbose = FALSE)), FindVariableFeatures.RNA = new("SeuratCommand", name = "FindVariableFeatures.RNA", time.stamp = structure(693120180, class = c("POSIXct", - "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = c("FindVariableFeatures(scdata, assay = \"RNA\", nfeatures = nfeatures, ", - " verbose = FALSE)"), params = list(assay = "RNA", - selection.method = "vst", loess.span = 0.29999999999999999, - clip.max = "auto", mean.function = function (mat, - display_progress) + "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = c("FindVariableFeatures(Seurat::NormalizeData(scdata, normalization.method = normalization, ", + " verbose = FALSE), nfeatures = nfeatures, verbose = FALSE)" + ), params = list(assay = "RNA", selection.method = "vst", + loess.span = 0.29999999999999999, clip.max = "auto", + mean.function = function (mat, display_progress) { .Call("_Seurat_FastExpMean", PACKAGE = "Seurat", mat, display_progress) @@ -313740,306 +299067,308 @@ list(data = new("Seurat", assays = list(RNA = new("Assay", counts = new("dgCMatr 8), dispersion.cutoff = c(1, Inf), verbose = FALSE)), ScaleData.RNA = new("SeuratCommand", name = "ScaleData.RNA", time.stamp = structure(693120180, class = c("POSIXct", - "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = "ScaleData(scdata, verbose = FALSE)", - params = list(features = c("S100A12", "CAVIN2", "FCRL5", - "CRIP1", "TREML1", "CLIC3", "TMEM40", "FKBP5", "CD8B", - "LILRA5", "ITGA2B", "ALPL", "TMEM176B", "CCR2", "KCNQ1OT1", - "TRIM58", "TRBV6-2", "PPM1N", "CNST", "C3AR1", "BRI3", - "IL17RA", "LRG1", "ZNF605", "GLIPR2", "NRG1", "LINC01857", - "XCL1", "KIF11", "C12orf75", "RPH3A", "KLF10", "FAM30A", - "LEF1", "SPEF2", "AC114490.3", "ZFAND5", "LINC00865", - "ANKRD6", "AP1S2", "PBXIP1", "DSP", "CPNE5", "IFIT3", - "PLK2", "PTX3", "HLA-DQB1", "SLC7A7", "CREM", "AP000442.2", - "CRYGS", "KIR2DL3", "RNF130", "PIK3AP1", "HIST1H2AL", - "FXYD6", "ZNF804A", "CD247", "MACROD2", "CD83", "ANKDD1A", - "TLR5", "GON7", "PIAS3", "ETS1", "SLC38A11", "TXNDC5", - "AC108463.3", "TRIM46", "AC046158.1", "AC013270.1", - "RAB6B", "OLFML2B", "ANXA5", "SCPEP1", "ZFP36", "CMIP", - "IL12RB2", "LINC02132", "NECTIN1", "LPP-AS2", "IGHA1", - "CDK14", "PARVB", "MTSS1", "NUP85", "SLFN5", "LINC02207", - "RPGR", "GEMIN4", "STOML1", "ACP5", "GIMAP7", "HOMER3", - "MRPS22", "LINC02432", "RASAL2", "ZNF556", "HCAR3", - "AC078883.3", "AC007952.4", "GNB4", "CSGALNACT2", - "HNRNPLL", "C7orf26", "SQLE", "KCNE1", "PDCD10", - "ALOX5AP", "MACF1", "MBOAT7", "SLC35E3", "GPR65", - "LAMTOR1", "GRINA", "ANKRD46", "DVL3", "EIF3A", "MGST1", - "PCYOX1", "SGO2", "BTAF1", "IQGAP2", "PGAM1", "ITPK1", - "CFAP36", "RNF169", "LINC02361", "SIRPD", "AC141586.2", - "DLEU7", "CENPBD1", "DISP2", "SEPT11", "CCAR1", "SIPA1L2", - "SORT1", "VAT1", "RPS12", "PIK3CD", "GIMAP8", "NOC4L", - "PLCL1", "GCSAM", "DNAAF2", "CLN8", "DENND5A", "SS18", - "SLC12A2", "UNC50", "VPS37C", "SERPINB2", "SNX27", - "CD84", "MIR29B2CHG", "UBE2J1", "ZNF263", "PIBF1", - "TIMELESS", "TPI1", "ENC1", "PHF2", "FASTKD3", "AC005726.1", - "IL7", "RASSF1-AS1", "TLK1", "HCFC2", "CLN3", "GPR174", - "ZNF184", "PTCD1", "ATRN", "BRAP", "ATG4C", "SLC35E1", - "COLGALT1", "B2M", "ARF3", "PAX5", "CSPP1", "SEL1L3", - "HSD17B4", "C12orf73", "PRMT9", "FNIP2", "DIAPH1", - "MT-CO1", "CHORDC1", "ETV6", "ALDH5A1", "JUP", "ZBTB8A", - "AC078846.1", "LINC02158", "TEX30", "DOCK11", "DMTF1", - "NHSL2", "PLPBP", "TOPBP1", "LAMP2", "ZNF358", "GBP5", - "COPA", "BRCC3", "TTF1", "MRE11", "TM9SF2", "RNF125", - "ACAT1", "CNOT6L", "HSBP1L1", "SENP2", "RIC3", "SNHG12", - "THEMIS", "MAFF", "TMED3", "NOL4L", "FAM174A", "TDRD7", - "XPOT", "SNTB2", "CHAF1A", "MXD3", "EVL", "CSKMT", - "NFU1", "BNIP3L", "DNAJC17", "TREML4", "ZNF296", - "PLD2", "TSPAN18", "OSBPL7", "PLCB2", "CTNS", "IWS1", - "TMEM87B", "STX6", "ATP10D", "IFNAR1", "ZNF12", "AUP1", - "PVT1", "NUP160", "CEP192", "GP6", "EDN3", "AC005329.2", - "SRXN1", "AC079907.1", "AC017100.1", "AC087392.3", - "KLHL32", "CHID1", "TTC33", "MED13L", "CDKN2AIP", - "GNE", "SLC41A3", "IFIT5", "DCLK2", "LINC02413", - "FOXJ1", "EXO1", "AL590428.1", "FAM81A", "SUSD2", - "COLCA1", "ZNF781", "AC078881.1", "OR4F15", "AC004771.4", - "COL8A1", "ZFHX2", "PEAR1", "RIMKLA", "AL645504.1", - "AP000704.1", "AC008429.1", "EGFL8", "AC009950.1", - "CIART", "RUNDC3A", "PTGER3", "LY6K", "AC021483.2", - "CCDC163", "GGN", "LNX1", "PDZD2", "CYP2E1", "CR936218.1", - "AC069277.1", "C8orf34", "LINC01876", "EDAR", "KCNA5", - "AL136295.2", "VEPH1", "AP002518.1", "CHI3L1", "LINC00563", - "AL449106.1", "ERICH6", "KL", "BPIFB1", "THRSP", - "SMIM35", "AL162742.1", "CDO1", "LINC01686", "PLSCR2", - "SLCO5A1", "TEX29", "IGHV1-2", "OR52I1", "AC112721.2", - "LINC01978", "Z99127.1", "AC027306.1", "AL135744.1", - "SPIRE2", "TPO", "AC023825.2", "CACNA1C", "AL136309.2", - "RBFOX2", "GDA", "AL391095.3", "AC027338.1", "FRG1-DT", - "NRG2", "STBD1", "AC022167.1", "CA3", "LINC02569", - "AC087672.2", "AOC2", "AC022148.2", "AC069503.1", - "AC091488.1", "TRIP13", "IZUMO2", "CDHR5", "RET", - "GLYATL1B", "AL391335.1", "CITED1", "ATP12A", "AC023154.1", - "LINC01833", "FAM72C", "SPATA21", "NEFL", "AP002360.3", - "AC091057.4", "AC092620.3", "AC002464.1", "CRYGD", - "EMX2OS", "TRGVB", "C2CD6", "AP000911.1", "AC244197.2", - "OR52N5", "TRPM3", "AC069029.1", "AC099062.1", "FBXO27", - "ADGRA3", "RIMS3", "CLNK", "AL121992.1", "AL021807.1", - "LHFPL6", "AL157402.2", "TMEM119", "ST8SIA1", "FIGNL2", - "COL11A2", "CFAP74", "AC104078.1", "AC005614.1", - "MALINC1", "PRSS40A", "ADAMTS5", "AL133406.3", "AC105942.1", - "ISL2", "ADAM23", "AC010240.3", "AC112503.2", "C1QTNF9", - "PRSS36", "GNAO1", "AL162311.3", "RNASEH2B-AS1", - "ZBTB12", "AD001527.1", "TRAF5", "ATL3", "ADAM19", - "NDRG3", "LINC01588", "HEG1", "SCAI", "RNF13", "UMPS", - "NDUFB1", "BCL9L", "AASDHPPT", "C17orf97", "TMLHE", - "AQP3", "ACADVL", "CTNND1", "DAP", "CLASP1", "AC118549.1", - "GUSB", "ZNF280D", "SIDT2", "CARHSP1", "MRPS9", "KIAA0100", - "PHAX", "DSTYK", "CHKA", "TADA2A", "FAM131A", "BCORL1", - "AC137932.3", "CEP170", "LDLRAP1", "MSMO1", "CALM2", - "RAB35", "ARHGAP24", "MAP3K12", "CC2D1B", "NELFB", - "ZNF555", "VSIG1", "RGL1", "HDDC2", "RYBP", "AASDH", - "MNT", "GOLGA7", "BIN2", "TMED5", "UBE2E2", "FAM160A2", - "MFGE8", "ELAC1", "SDC4", "MAPK8", "NPDC1", "NUMA1", - "AL035587.1", "BBS7", "ZCCHC24", "IPO11", "POLR3B", - "LARP7", "POGK", "THOC2", "PTCD2", "HPS6", "SOGA1", - "DPM1", "TAOK3", "MOSPD2", "PSMB5", "CCDC88B", "GSTM4", - "METAP1", "U2AF1L5", "PMS1", "MALSU1", "ATP6V0E1", - "SIRT7", "FLOT1", "ATF7", "BNIP3", "ZNF76", "SLC35E2A", - "IRF2BP1", "MCMBP", "ERGIC2", "FBXO11", "PTK2B", - "E2F6", "GALC", "CELF1", "STX4", "AL645728.1", "DPP8", - "BABAM1", "NPIPB5", "DYM", "PLCXD1", "KDM1A", "YAF2", - "TOR1AIP2", "PSTPIP1", "AGAP3", "LAPTM5", "ENTPD4", - "TPRA1", "STK11IP", "LZTR1", "GPD2", "SOX12", "TNFSF13", - "ME2", "SMAD2", "AP2A1", "KAT6B", "FUBP3", "STXBP3", - "C18orf21", "TFAM", "AL392172.1", "TYSND1", "GGPS1", - "RCE1", "WLS", "LRRC45", "ZNF354B", "AKAP13", "TMEM126B", - "AC022098.1", "LINC00513", "NPRL3", "EZH1", "TMEM219", - "MBTPS1", "STRADA", "TMEM192", "C21orf91", "MANEA", - "USP37", "RPP30", "NME6", "ILK", "SPATA13", "C17orf80", - "TGIF1", "TIMM23B", "AC004067.1", "FAM83D", "PCOLCE", - "GPC1", "AC131009.2", "AKAP3", "PODNL1", "AL132821.1", - "PTPN13", "AC023389.1", "ABLIM3", "AC009961.1", "ZNF793-AS1", - "AL672277.1", "ITIH5", "AC004982.1", "AC022167.2", - "AC107982.3", "MIR99AHG", "FRS3", "MYRF", "CCNE1", - "AL354710.2", "SLC5A9", "TRBV5-4", "AC103724.3", - "ZNF385D", "CARD14", "MYLK3", "OR52K2", "AL691403.2", - "ARMH4", "AC004494.1", "PPM1H", "AC104472.3", "MGP", - "KRT86", "PDCD1", "SULT1C2", "AL512353.1", "AL512306.2", - "LINC01567", "LINC01134", "MYT1", "FRRS1L", "ADORA2B", - "FSIP1", "PLEKHH2", "KTN1-AS1", "FAM227A", "AFAP1", - "AL583810.1", "TAPT1-AS1", "ST20-MTHFS", "DCBLD2", - "C20orf204", "BICD1", "CRAT", "ERLIN1", "RHOBTB2", - "POFUT1", "FUNDC1", "NTAN1", "FBXO21", "DEF8", "TMEM91", - "ARPC4", "SMIM37", "TMEM8A", "ACTR3B", "KCNAB3", - "DYNC2H1", "NOXA1", "S1PR2", "MSRB3", "AL136115.2", - "LINC00265", "ZNF574", "RAB11FIP5", "CDC42EP1", "PAN3-AS1", - "FMO4", "LINC01013", "KLHDC1", "HSD17B1", "RNF8", - "AC001226.2", "LIPE", "INSL3", "AC093525.4", "ZBTB20-AS2", - "EFEMP2", "EMILIN1", "FKBP7", "FAM110B", "PTPRK", - "B3GALT2", "LYSMD4", "ZNF257", "AC111182.1", "AC246785.3", - "AIFM3", "FAM24B", "SEPT7-AS1", "AC006547.3", "AP001636.3", - "AC026471.2", "ZNF250", "N6AMT1", "KLHL11", "NAT1", - "GPR135", "FILIP1L", "MBLAC2", "AC093249.6", "ALDH7A1", - "LINC00996", "TMOD1", "KIFC2", "POMZP3", "ANO9", - "TOLLIP-AS1", "MPHOSPH10", "AP1G2", "PIGX", "TEP1", - "PHF14", "S100PBP", "DNMT3A", "PHPT1", "PRR12", "WDSUB1", - "TCERG1", "MYCBP", "ECHDC2", "SUSD6", "ANKLE2", "FGD5-AS1", - "USP10", "AP5Z1", "NRM", "TPCN2", "C1orf174", "ZNF274", - "SMARCAD1", "HADHA", "SNX29", "CCDC66", "MSH3", "ZNF800", - "QARS", "PHYH", "TLE1", "PDZD11", "AC007881.3", "PNMA5", - "SCGB3A1", "AC090527.3", "LRP11", "CAPN10-DT", "CABYR", - "JADE3", "PLEKHA7", "LSM11", "LRAT", "AC008915.2", - "ZNF596", "MADCAM1", "AMOTL1", "C1orf54", "SCN1B", - "AC114956.1", "LAMB2", "KAZALD1", "SNHG4", "LHFPL4", - "LINC00968", "AC005034.3", "MORN4", "LINC02446", - "COPZ2", "SLC6A12", "KCNJ14", "NGDN", "C4orf33", - "SNTB1", "UBL4A", "XPR1", "TMEM59", "TARS", "DCBLD1", - "FAM229B", "FRRS1", "AC099778.1", "AC110615.1", "SPACA9", - "AL049840.1", "ZRANB3", "MIPOL1", "HIST2H2AB", "JAG1", - "CRYZ", "CBFB", "CMAS", "COPS7B", "FAHD2A", "SMG9", - "MRM2", "PITPNM1", "PDPK1", "RBBP5", "MT1X", "SDR39U1", - "RC3H1", "UBE4B", "SNRNP35", "HSPA8", "SHPRH", "ZNHIT3", - "GAB3", "FBXL3", "CYREN", "ZNF880", "WDR18", "CHERP", - "VPS26A", "NSUN5", "PABPN1", "STK38L", "ATP5F1C", - "MAD1L1", "ECHS1", "CFAP298", "SDR42E2", "PSMB7", - "TCTN1", "POLA2", "ZNF66", "TTC24", "AL078459.1", - "EPHB2", "MED23", "TRAF3", "EXOSC10", "RPF1", "HNRNPH2", - "RBM43", "MAP1LC3B", "DUSP12", "TENT4A", "SRSF2", - "MSL2", "RBX1", "SLC3A2", "KATNBL1", "EEF2KMT", "MICALL1", - "WASL", "TRUB1", "ZNF7", "RBM4B", "ALKBH1", "CAPS", - "PSMC3IP", "AL391069.3", "NDC80", "EHD3", "ZNF841", - "HMGA1P4", "WRAP53", "SLC16A1-AS1", "SDF4", "SNAPC4", - "ZBP1", "ZFAND1", "CRK", "POLE3", "TBCB", "DNAJC27-AS1", - "PGBD2", "RHBDD3", "MOSPD1", "HGH1", "SREBF1", "RBFA", - "ECHDC1", "POLR3D", "PLEKHJ1", "OXR1", "HECTD4", - "SMURF1", "HIC2", "HAX1", "SHMT2", "MRPL58", "BTBD3", - "ZNF519", "TCFL5", "GNPDA2", "ERMARD", "AC022706.1", - "ZFP1", "AFG3L2", "ARRDC1", "PQLC1", "SUSD1", "GON4L", - "OSER1-DT", "NOTCH4", "MFSD3", "URB2", "NUDT8", "NUDT12", - "PDCD2L", "YARS2", "PKD1", "FLCN", "FAM189B", "ATP5PB", - "RCL1", "SNX24", "GEMIN8", "MIF4GD", "TMEM218", "B3GAT2", - "C2CD2", "VWA5A", "FADD", "WDR91", "FIGNL1", "CCDC34", - "RASGRP2", "CIR1", "TSR2", "CERNA1", "NADK2", "PRMT3", - "PAXBP1-AS1", "CXorf40B", "CTTNBP2NL", "LINC00957", - "MFSD2A", "DNAH1", "GSDMB", "RAB39A", "AC027307.3", - "NDUFAF8", "PLGRKT", "WASHC2C", "NME3", "TGFBR2", - "SLU7", "SSR4", "SMG6", "NHLRC3", "LIG3", "IGSF8", - "DDX28", "ANKHD1", "MBIP", "CDADC1", "ABCD3", "GGA1", - "BANF1", "TAF1D", "TIMM10B", "VAPB", "LINC00623", - "ATL2", "AARS", "CYB5A", "TOP3A", "LINC01215", "CPSF3", - "CHD2", "CCDC25", "NFYC", "RNF114", "C12orf29", "ZNF138", - "AL118516.1", "CD37", "UCKL1", "GLOD4", "MIGA1", - "FIBP", "SUB1", "DIMT1", "ICAM3", "ACBD3", "PPP4R3B", - "UBE2E1", "DUS1L", "SGPL1", "EFL1", "PIGC", "SMARCA5", - "GIT1", "PAFAH1B1", "RNF5", "FBXO34", "ZNF639", "PSMC5", - "TARSL2", "CHCHD2", "PSMA3", "ATRX", "TRIM28", "SNRPB", - "ZNRD1", "POLR1D", "SEC11C", "BCL7C", "FGD3", "EIF2S3", - "TRAF3IP3", "RPS25", "C8orf59", "OST4", "FXYD5", - "RPL13A", "SMCHD1", "RPL24", "DDX5", "EDF1", "EIF3K", - "SF1"), assay = "RNA", model.use = "linear", use.umi = FALSE, - do.scale = TRUE, do.center = TRUE, scale.max = 10, - block.size = 1000, min.cells.to.block = 608, + "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = c("ScaleData(Seurat::FindVariableFeatures(Seurat::NormalizeData(scdata, ", + " normalization.method = normalization, verbose = FALSE), nfeatures = nfeatures, ", + " verbose = FALSE), verbose = FALSE)"), params = list( + features = c("S100A12", "CAVIN2", "FCRL5", "CLIC3", + "CRIP1", "CD8B", "LILRA5", "TMEM176B", "TREML1", + "FKBP5", "ALPL", "CCR2", "TMEM40", "TRBV6-2", + "PPM1N", "ITGA2B", "C3AR1", "ZNF605", "KCNQ1OT1", + "KIF11", "BRI3", "IL17RA", "LRG1", "C12orf75", + "GLIPR2", "NRG1", "XCL1", "FAM30A", "KLF10", + "RPH3A", "LEF1", "SPEF2", "AC114490.3", "ZFAND5", + "AP1S2", "LINC01857", "CPNE5", "LINC00865", "ANKRD6", + "TRIM58", "PBXIP1", "IFIT3", "DSP", "CREM", "PTX3", + "GON7", "PLK2", "CRYGS", "AC078883.3", "AP000442.2", + "ZNF804A", "HLA-DQB1", "PIK3AP1", "CD247", "CD83", + "SLC7A7", "TLR5", "KIR2DL3", "ETS1", "RNF130", + "HIST1H2AL", "TXNDC5", "AC108463.3", "AC046158.1", + "AC013270.1", "RAB6B", "OLFML2B", "ZFP36", "ANXA5", + "PARVB", "SLC38A11", "ANKDD1A", "LINC02132", + "NECTIN1", "ZNF556", "IGHA1", "FXYD6", "SCPEP1", + "MTSS1", "LINC02432", "CDK14", "GIMAP7", "SLFN5", + "AC007952.4", "SLC35E3", "SQLE", "RPGR", "MRPS22", + "KCNE1", "LINC02207", "LAMTOR1", "AC141586.2", + "RASAL2", "HCAR3", "CSGALNACT2", "GNB4", "MGST1", + "MBOAT7", "EIF3A", "STOML1", "GPR65", "ALOX5AP", + "C7orf26", "MACF1", "GRINA", "ITPK1", "CMIP", + "SIPA1L2", "PGAM1", "NUP85", "ACP5", "IQGAP2", + "GIMAP8", "SORT1", "ANKRD46", "HOMER3", "VAT1", + "RNF169", "SLC12A2", "PCYOX1", "PAX5", "DVL3", + "PIBF1", "CD84", "PHF2", "SIRPD", "CENPBD1", + "AC005726.1", "DLEU7", "DISP2", "DENND5A", "DNAAF2", + "SEPT11", "COLGALT1", "NOC4L", "ATG4C", "SS18", + "RPS12", "MIR29B2CHG", "TIMELESS", "SERPINB2", + "CCAR1", "GCSAM", "CFAP36", "CLN3", "B2M", "BRAP", + "ENC1", "TOPBP1", "CHORDC1", "PLCL1", "SEL1L3", + "SLC35E1", "HSD17B4", "CSKMT", "UBE2J1", "VPS37C", + "C12orf73", "BTAF1", "IL7", "RASSF1-AS1", "TEX30", + "FASTKD3", "ZBTB8A", "GBP5", "NDRG3", "FUNDC1", + "PTCD1", "ATRN", "ARF3", "CLN8", "GPR174", "MAFF", + "PRMT9", "CSPP1", "RNF125", "MRE11", "PLPBP", + "BRCC3", "ETV6", "NOL4L", "JUP", "ZNF184", "SGO2", + "DNAJC17", "SNX27", "FNIP2", "FAM174A", "HNRNPLL", + "SNHG12", "DMTF1", "HCFC2", "TDRD7", "ZNF12", + "COPA", "LINC02361", "LINC02158", "AC078846.1", + "TMED3", "PVT1", "STX6", "LAMP2", "TMLHE", "NFU1", + "ACAT1", "ALDH5A1", "IWS1", "MED13L", "TPI1", + "MT-CO1", "TTF1", "LINC01588", "HEG1", "SCAI", + "NPDC1", "AASDHPPT", "DOCK11", "NHSL2", "CNOT6L", + "RIC3", "MNT", "UMPS", "CTNND1", "TM9SF2", "EVL", + "HDDC2", "SENP2", "CHAF1A", "CTNS", "ZNF358", + "DAP", "CC2D1B", "CEP192", "SIDT2", "DIAPH1", + "ADAM19", "ZNF263", "HSBP1L1", "KIAA0100", "TREML4", + "C17orf97", "ZNF296", "PLD2", "ZNF555", "OSBPL7", + "CDKN2AIP", "MAPK8", "PIK3CD", "IFNAR1", "BNIP3L", + "XPOT", "CHID1", "TRAF5", "RYBP", "CALM2", "GOLGA7", + "PMS1", "BNIP3", "MSMO1", "AUP1", "PTK2B", "SNTB2", + "ACADVL", "IFIT5", "AC005329.2", "SRXN1", "AC079907.1", + "AC017100.1", "AC087392.3", "KLHL32", "GNE", + "GUSB", "MCMBP", "ATL3", "PLCXD1", "AQP3", "MRPS9", + "NDUFB1", "ATP10D", "DSTYK", "DCLK2", "LINC02413", + "FOXJ1", "EXO1", "AL590428.1", "FAM81A", "SUSD2", + "COLCA1", "AKAP3", "ZNF781", "AC078881.1", "COL8A1", + "ZFHX2", "PEAR1", "RIMKLA", "AL645504.1", "AP000704.1", + "AC008429.1", "EGFL8", "AC009950.1", "CIART", + "RUNDC3A", "PTGER3", "LY6K", "AC021483.2", "CCDC163", + "GGN", "LNX1", "ABLIM3", "PDZD2", "CYP2E1", "AC069277.1", + "C8orf34", "AC022167.2", "LINC01876", "EDAR", + "KCNA5", "AL136295.2", "VEPH1", "AP002518.1", + "CHI3L1", "AL449106.1", "ERICH6", "KL", "BPIFB1", + "THRSP", "SMIM35", "AL162742.1", "CDO1", "LINC01686", + "PLSCR2", "TEX29", "IGHV1-2", "OR52I1", "AC112721.2", + "LINC01978", "Z99127.1", "AC027306.1", "AL135744.1", + "SPIRE2", "AC025430.1", "AC023825.2", "CACNA1C", + "RBFOX2", "GDA", "AL391095.3", "AC027338.1", + "FRG1-DT", "NRG2", "STBD1", "AC022167.1", "CA3", + "LINC02569", "AC087672.2", "AOC2", "AC022148.2", + "AC069503.1", "AC091488.1", "TRIP13", "IZUMO2", + "CDHR5", "RET", "GLYATL1B", "AL391335.1", "CITED1", + "ATP12A", "AC023154.1", "LINC01833", "FAM72C", + "SPATA21", "AP002360.3", "AC091057.4", "AC092620.3", + "AC002464.1", "CRYGD", "EMX2OS", "TRGVB", "C2CD6", + "AP000911.1", "AC244197.2", "FAM227A", "OR52N5", + "TRPM3", "AC069029.1", "AC099062.1", "AFAP1", + "FBXO27", "ADGRA3", "RIMS3", "CLNK", "AL121992.1", + "AL021807.1", "AL157402.2", "TMEM119", "ST8SIA1", + "FIGNL2", "COL11A2", "CFAP74", "AC104078.1", + "AC005614.1", "MALINC1", "PRSS40A", "ADAMTS5", + "AL133406.3", "AC105942.1", "ISL2", "ADAM23", + "AC010240.3", "AC112503.2", "C1QTNF9", "PRSS36", + "GNAO1", "AL162311.3", "RNASEH2B-AS1", "ZBTB12", + "AD001527.1", "MACROD2", "NUP160", "CLASP1", + "PSTPIP1", "TMEM126B", "BCL9L", "ERGIC2", "TADA2A", + "AC137932.3", "PLCB2", "PHAX", "RNF13", "RAB35", + "CHKA", "ZNF280D", "THEMIS", "AASDH", "TLK1", + "CEP170", "ATF7", "TFAM", "E2F6", "SIRT7", "FAM160A2", + "PSMB5", "POGK", "NPRL3", "ENTPD4", "PIAS3", + "NUMA1", "UBE2E2", "DYM", "TMED5", "ILK", "AGAP3", + "CCDC88B", "TGIF1", "TIMM23B", "C21orf91", "AC022098.1", + "C17orf80", "STXBP3", "BABAM1", "METAP1", "TMEM87B", + "EZH1", "CARHSP1", "TOR1AIP2", "MFGE8", "FAM131A", + "RGL1", "VSIG1", "DPM1", "RNF8", "BIN2", "ATP6V0E1", + "LDLRAP1", "FLOT1", "AP2A1", "YAF2", "TCERG1", + "FBXO11", "AC118549.1", "NELFB", "ME2", "LINC00513", + "LARP7", "ELAC1", "SDC4", "POLR3B", "SOGA1", + "MALSU1", "KAT6B", "LAPTM5", "KDM1A", "MAP3K12", + "AKAP13", "ZCCHC24", "XPR1", "THOC2", "NPIPB5", + "SMIM37", "BBS7", "ZNF76", "AL035587.1", "PTCD2", + "HPS6", "SPATA13", "CELF1", "ARHGAP24", "ECHDC2", + "TMEM192", "MOSPD2", "QARS", "C18orf21", "SNX29", + "SMAD2", "AP5Z1", "MXD3", "AL645728.1", "GSTM4", + "IRF2BP1", "RBBP5", "MT1X", "AC004067.1", "AC007881.3", + "FAM83D", "PCOLCE", "GPC1", "AC131009.2", "PODNL1", + "AL132821.1", "PTPN13", "AC023389.1", "AC009961.1", + "ZNF793-AS1", "AL672277.1", "ITIH5", "AC004982.1", + "AC107982.3", "MIR99AHG", "FRS3", "PLEKHA7", + "MYRF", "TRIM46", "CCNE1", "AL354710.2", "SLC5A9", + "TRBV5-4", "AC103724.3", "ZNF385D", "CARD14", + "MYLK3", "OR52K2", "AL691403.2", "ARMH4", "AC004494.1", + "PPM1H", "AC104472.3", "MGP", "KRT86", "PDCD1", + "SULT1C2", "AL512353.1", "AL512306.2", "LINC01567", + "LINC01134", "MYT1", "FRRS1L", "ADORA2B", "FSIP1", + "PLEKHH2", "KTN1-AS1", "AL583810.1", "TAPT1-AS1", + "ST20-MTHFS", "DCBLD2", "C20orf204", "GALC", + "DPP8", "STK11IP", "SOX12", "SLC35E2A", "SLC41A3", + "GPD2", "FUBP3", "AC001226.2", "INSL3", "NOXA1", + "ZBTB20-AS2", "EMILIN1", "PTPRK", "ZNF574", "B3GALT2", + "LYSMD4", "ZNF257", "AC111182.1", "PAN3-AS1", + "AC246785.3", "AIFM3", "FAM24B", "LINC02446", + "AC006547.3", "AC026471.2", "MSH3", "LIPE", "PNMA5", + "SCGB3A1", "AC090527.3", "LRP11", "AC093525.4", + "CAPN10-DT", "CABYR", "JADE3", "EFEMP2", "FKBP7", + "LSM11", "IL12RB2", "LRAT", "AC008915.2", "ZNF596", + "FAM110B", "MADCAM1", "AMOTL1", "C1orf54", "SCN1B", + "AC114956.1", "LPP-AS2", "LAMB2", "KAZALD1", + "SNHG4", "LHFPL4", "LINC00968", "AC005034.3", + "LINC01013", "MORN4", "SEPT7-AS1", "COPZ2", "SLC6A12", + "AP001636.3", "KCNJ14", "MBTPS1", "TNFSF13", + "CHERP", "DEF8", "TEP1", "AP1G2", "TARS", "AL392172.1", + "GGPS1", "TPRA1", "RCE1", "WLS", "ZNF354B", "NSUN5", + "NME6", "MPHOSPH10", "TYSND1", "BICD1", "MANEA", + "LRRC45", "USP37", "TMEM219", "PHPT1", "ERLIN1", + "RHOBTB2", "POFUT1", "CRAT", "STRADA", "FBXO21", + "NRM", "ARPC4", "UBL4A", "WDR18", "ACTR3B", "KCNAB3", + "DYNC2H1", "GPR135", "S1PR2", "FILIP1L", "MSRB3", + "AL136115.2", "LINC00265", "RAB11FIP5", "TMOD1", + "CDC42EP1", "TSPAN18", "FMO4", "ANO9", "KLHDC1", + "HSD17B1", "STX4", "CCDC66", "SHPRH", "ANKLE2", + "NGDN", "PIGX", "TPCN2", "PKD1", "U2AF1L5", "PDZD11", + "COPS7B", "PRR12", "WDSUB1", "TMEM91", "ZNHIT3", + "FAHD2A", "ZNF880", "CYREN", "USP10", "CAPS", + "NAT1", "FAM229B", "FRRS1", "MBLAC2", "AC093249.6", + "ALDH7A1", "LINC00996", "KIFC2", "POMZP3", "SPACA9", + "MIPOL1", "CRYZ", "TOLLIP-AS1", "UNC50", "C1orf174", + "ZNF274", "NTAN1", "TENT4A", "CRK", "HADHA", + "TTC33", "SUSD6", "TMEM8A", "SMARCAD1", "PDPK1", + "FBXL3", "SREBF1", "MAD1L1", "DNMT3A", "RPF1", + "SNRNP35", "RC3H1", "TAOK3", "KATNBL1", "SDR42E2", + "PHYH", "RPP30", "PHF14", "MYCBP", "ECHS1", "FGD5-AS1", + "TMEM59", "C4orf33", "MRM2", "SNTB1", "RBFA", + "CMAS", "UBE4B", "CBFB", "MAP1LC3B", "DCBLD1", + "ZNF250", "N6AMT1", "KLHL11", "AC099778.1", "AC110615.1", + "AL049840.1", "ZRANB3", "HIST2H2AB", "DUSP12", + "ZNF800", "PABPN1", "GAB3", "GON4L", "ATP5F1C", + "SUSD1", "HNRNPH2", "CFAP298", "ATP5PB", "SDR39U1", + "STK38L", "LIG3", "SRSF2", "ARRDC1", "TCTN1", + "POLA2", "BCORL1", "ZNF66", "PSMC3IP", "TTC24", + "AL078459.1", "NDC80", "EPHB2", "JAG1", "ZNF841", + "MED23", "PITPNM1", "PLGRKT", "IGSF8", "VPS26A", + "HECTD4", "AFG3L2", "NHLRC3", "ECHDC1", "CNST", + "PLEKHJ1", "TLE1", "TRAF3", "EXOSC10", "NFYC", + "ABCD3", "DDX28", "CDADC1", "TBCB", "CCDC25", + "MRPL58", "OXR1", "OSER1-DT", "GEMIN4", "AL391069.3", + "EHD3", "HMGA1P4", "PDCD10", "POLE3", "PSMB7", + "MBIP", "SSR4", "LINC00623", "SDF4", "AARS", + "C12orf29", "NME3", "HAX1", "TOP3A", "SMG9", + "SLC3A2", "POLR3D", "GGA1", "CIR1", "DIMT1", + "UCKL1", "ZNF138", "DUS1L", "TMEM218", "TIMM10B", + "ANKHD1", "PQLC1", "NDUFAF8", "YARS2", "FLCN", + "FAM189B", "NOTCH4", "MFSD3", "URB2", "GSDMB", + "NUDT8", "NUDT12", "AC027307.3", "PDCD2L", "B3GAT2", + "HIC2", "WASHC2C", "TSR2", "SLC16A1-AS1", "SMURF1", + "ZBP1", "SUB1", "HSPA8", "MICALL1", "SNAPC4", + "ZFAND1", "ATL2", "EFL1", "SLU7", "EEF2KMT", + "LZTR1", "WASL", "WRAP53", "TRUB1", "ZNF7", "SGPL1", + "CERNA1", "PRMT3", "PAXBP1-AS1", "CXorf40B", + "DNAH1", "LINC00957", "RAB39A", "RBM4B", "MOSPD1", + "S100PBP", "ALKBH1", "DNAJC27-AS1", "ZNF519", + "RHBDD3", "TCFL5", "GNPDA2", "CYB5A", "NADK2", + "CTTNBP2NL", "VWA5A", "MFSD2A", "WDR91", "FIGNL1", + "AC022706.1", "CCDC34", "SNX24", "PGBD2", "BTBD3", + "ZFP1", "MSL2", "MIF4GD", "RCL1", "C2CD2", "GEMIN8", + "IPO11", "FADD", "HGH1", "ERMARD", "SMG6", "MIGA1", + "TAF1D", "TGFBR2", "RBM43", "FIBP", "CPSF3", + "SHMT2", "CD37", "LINC01215", "AL118516.1", "UBE2E1", + "RNF114", "GLOD4", "PIGC", "ACBD3", "BANF1", + "ICAM3", "TARSL2", "VAPB", "FBXO34", "GIT1", + "RBX1", "RASGRP2", "PPP4R3B", "PAFAH1B1", "RNF5", + "CHCHD2", "TRIM28", "ZNRD1", "CHD2", "ZNF639", + "SMARCA5", "PSMA3", "ATRX", "BCL7C", "POLR1D", + "PSMC5", "FGD3", "SEC11C", "SNRPB", "EIF2S3", + "TRAF3IP3", "OST4", "RPS25", "C8orf59", "FXYD5", + "SMCHD1", "RPL13A", "DDX5", "EIF3K", "RPL24", + "EDF1", "SF1"), assay = "RNA", model.use = "linear", + use.umi = FALSE, do.scale = TRUE, do.center = TRUE, + scale.max = 10, block.size = 1000, min.cells.to.block = 584, verbose = FALSE)), RunPCA.RNA = new("SeuratCommand", name = "RunPCA.RNA", time.stamp = structure(693120180, class = c("POSIXct", - "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = "RunPCA(scdata, verbose = FALSE)", - params = list(assay = "RNA", npcs = 50, rev.pca = FALSE, - weight.by.var = TRUE, verbose = FALSE, ndims.print = 1:5, - nfeatures.print = 30, reduction.name = "pca", - reduction.key = "PC_", seed.use = 42)), Seurat..ProjectDim.RNA.harmony = new("SeuratCommand", + "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = c("RunPCA(scdata, npcs = npcs, verbose = FALSE, reduction.name = \"pca_for_harmony\", ", + " reduction.key = \"PCh_\")"), params = list(assay = "RNA", + npcs = 30, rev.pca = FALSE, weight.by.var = TRUE, + verbose = FALSE, ndims.print = 1:5, nfeatures.print = 30, + reduction.name = "pca_for_harmony", reduction.key = "PCh_", + seed.use = 42)), Seurat..ProjectDim.RNA.harmony = new("SeuratCommand", name = "Seurat::ProjectDim.RNA.harmony", time.stamp = structure(693120180, class = c("POSIXct", "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = c("Seurat::ProjectDim(object, reduction = reduction.save, overwrite = TRUE, ", " verbose = FALSE)"), params = list(reduction = "harmony", assay = "RNA", dims.print = 1:5, nfeatures.print = 20, - overwrite = TRUE, do.center = FALSE, verbose = FALSE)), - RunUMAP.RNA.harmony = new("SeuratCommand", name = "RunUMAP.RNA.harmony", - time.stamp = structure(693120180, class = c("POSIXct", - "POSIXt"), tzone = "UTC"), assay.used = "RNA", call.string = c("RunUMAP(scdata, reduction = scdata@misc[[\"active.reduction\"]], ", - " dims = 1:npcs, verbose = FALSE)"), params = list( - dims = 1:30, reduction = "harmony", assay = "RNA", - slot = "data", umap.method = "uwot", return.model = FALSE, - n.neighbors = 30L, n.components = 2L, metric = "cosine", - learning.rate = 1, min.dist = 0.29999999999999999, - spread = 1, set.op.mix.ratio = 1, local.connectivity = 1L, - repulsion.strength = 1, negative.sample.rate = 5L, - uwot.sgd = FALSE, seed.use = 42L, angular.rp.forest = FALSE, - densmap = FALSE, dens.lambda = 2, dens.frac = 0.29999999999999999, - dens.var.shift = 0.10000000000000001, verbose = FALSE, - reduction.name = "umap", reduction.key = "UMAP_"))), + overwrite = TRUE, do.center = FALSE, verbose = FALSE))), tools = list()), new_ids = list(mock_sample_2_id = c(1L, -9L, 11L, 13L, 15L, 19L, 21L, 22L, 25L, 26L, 32L, 34L, 36L, 39L, -40L, 41L, 44L, 48L, 52L, 53L, 58L, 59L, 62L, 72L, 73L, 75L, 77L, -79L, 81L, 85L, 86L, 90L, 93L, 96L, 97L, 99L, 104L, 106L, 108L, -109L, 111L, 112L, 114L, 115L, 116L, 120L, 122L, 123L, 125L, 126L, -127L, 129L, 130L, 131L, 134L, 135L, 138L, 140L, 143L, 146L, 147L, -148L, 149L, 152L, 155L, 157L, 158L, 161L, 162L, 164L, 169L, 170L, -172L, 173L, 178L, 180L, 181L, 183L, 186L, 191L, 192L, 194L, 201L, -205L, 207L, 211L, 213L, 223L, 224L, 225L, 226L, 227L, 236L, 239L, -242L, 244L, 246L, 247L, 249L, 250L, 252L, 254L, 255L, 257L, 258L, -261L, 266L, 268L, 272L, 273L, 278L, 279L, 280L, 283L, 284L, 286L, -287L, 295L, 296L, 297L, 300L, 303L, 307L, 308L, 310L, 311L, 312L, -316L, 320L, 324L, 334L, 336L, 345L, 347L, 348L, 353L, 354L, 356L, -357L, 359L, 361L, 363L, 364L, 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mock_sample_1_id = c(0L, 3L, 5L, 10L, 12L, 14L, -16L, 20L, 27L, 28L, 29L, 31L, 33L, 37L, 42L, 50L, 54L, 55L, 63L, -65L, 68L, 70L, 71L, 74L, 78L, 80L, 82L, 91L, 94L, 95L, 98L, 105L, -117L, 119L, 121L, 124L, 128L, 132L, 136L, 139L, 142L, 144L, 150L, -153L, 160L, 165L, 166L, 174L, 175L, 176L, 177L, 184L, 185L, 189L, -195L, 199L, 203L, 204L, 214L, 219L, 220L, 221L, 228L, 240L, 245L, -256L, 259L, 263L, 270L, 271L, 274L, 275L, 288L, 289L, 290L, 294L, -299L, 304L, 305L, 306L, 309L, 315L, 317L, 318L, 319L, 321L, 326L, -330L, 332L, 333L, 335L, 343L, 346L, 349L, 350L, 351L, 352L, 360L, -362L, 370L, 372L, 382L, 387L, 388L, 391L, 393L, 395L, 396L, 398L, +525L, 528L, 536L, 538L, 539L, 540L, 541L, 543L, 544L, 545L, 546L, +549L, 553L, 554L, 555L, 562L, 566L, 568L, 570L, 577L, 580L, 583L, +586L, 593L, 595L, 602L, 603L, 605L, 606L, 607L, 613L, 618L, 619L, +620L, 621L, 622L, 625L, 629L, 634L, 635L, 638L, 639L, 641L, 642L, +649L, 651L, 656L, 657L, 662L, 663L, 667L, 668L, 673L, 677L, 680L, +687L, 688L, 689L, 691L, 693L, 697L, 701L, 705L, 711L, 713L, 716L, +717L, 719L, 720L, 726L, 731L, 733L, 740L, 743L, 744L, 746L, 749L, +753L, 754L, 759L, 760L, 762L, 764L, 765L, 766L, 768L, 770L, 772L, +774L, 775L, 780L, 784L, 786L, 788L, 789L, 795L, 799L, 804L, 805L, +807L, 808L, 810L, 812L, 817L, 820L, 830L, 833L, 835L, 838L, 840L, +843L, 845L, 848L, 852L, 853L, 855L, 856L, 859L, 860L, 862L, 864L, +865L, 866L, 868L, 869L, 871L, 872L, 873L, 874L, 876L, 882L, 888L, +890L, 891L, 892L, 893L, 895L), mock_sample_1_id = c(0L, 3L, 5L, +10L, 12L, 14L, 16L, 20L, 27L, 28L, 29L, 31L, 33L, 37L, 42L, 50L, +54L, 55L, 63L, 65L, 68L, 70L, 71L, 74L, 78L, 80L, 82L, 91L, 94L, +95L, 105L, 117L, 119L, 121L, 124L, 128L, 136L, 139L, 142L, 144L, +150L, 153L, 160L, 165L, 166L, 174L, 175L, 176L, 177L, 184L, 185L, +189L, 195L, 199L, 203L, 204L, 214L, 219L, 220L, 221L, 222L, 228L, +240L, 245L, 256L, 259L, 263L, 270L, 271L, 274L, 275L, 288L, 289L, +290L, 294L, 299L, 304L, 305L, 306L, 309L, 315L, 317L, 319L, 321L, +326L, 330L, 332L, 333L, 335L, 343L, 346L, 349L, 350L, 351L, 352L, +360L, 362L, 370L, 372L, 387L, 388L, 391L, 393L, 395L, 396L, 398L, 402L, 410L, 411L, 415L, 416L, 418L, 419L, 421L, 427L, 429L, 430L, -431L, 433L, 434L, 436L, 438L, 439L, 442L, 446L, 450L, 451L, 452L, -453L, 455L, 460L, 461L, 466L, 469L, 471L, 475L, 476L, 477L, 481L, -483L, 486L, 491L, 493L, 494L, 497L, 498L, 499L, 501L, 502L, 504L, -506L, 508L, 509L, 518L, 519L, 520L, 522L, 523L, 526L, 527L, 530L, -532L, 534L, 542L, 547L, 548L, 550L, 551L, 557L, 559L, 561L, 563L, -567L, 571L, 573L, 574L, 578L, 579L, 581L, 584L, 585L, 587L, 589L, -590L, 591L, 592L, 608L, 609L, 610L, 611L, 612L, 616L, 617L, 636L, -643L, 645L, 646L, 648L, 650L, 652L, 653L, 654L, 658L, 671L, 672L, -674L, 675L, 678L, 679L, 683L, 684L, 692L, 695L, 700L, 709L, 710L, -714L, 718L, 724L, 725L, 727L, 728L, 730L, 734L, 736L, 738L, 741L, -747L, 748L, 751L, 752L, 755L, 756L, 767L, 771L, 773L, 778L, 781L, -782L, 791L, 793L, 794L, 798L, 800L, 806L, 811L, 813L, 814L, 815L, -818L, 823L, 831L, 832L, 836L, 837L, 839L, 841L, 842L, 849L, 851L, -854L, 857L, 858L, 863L, 875L, 883L, 894L)), guidata = list(`dataIntegration-0` = list(), - `dataIntegration-1` = list(c(PC = 1, percentVariance = 0.13473838127275672 - ), c(PC = 2, percentVariance = 0.035793535921473142), c(PC = 3, - percentVariance = 0.033346656949372458), c(PC = 4, percentVariance = 0.028501455676118968 - ), c(PC = 5, percentVariance = 0.026848682634635683), c(PC = 6, - percentVariance = 0.025111076457639044), c(PC = 7, percentVariance = 0.020892345917394174 - ), c(PC = 8, percentVariance = 0.020467818343277717), c(PC = 9, - percentVariance = 0.019576504553275479), c(PC = 10, percentVariance = 0.019032014045650823 - ), c(PC = 11, percentVariance = 0.018632244248217304), c(PC = 12, - percentVariance = 0.018250733291665426), c(PC = 13, percentVariance = 0.018132249259986882 - ), c(PC = 14, percentVariance = 0.01794111700636673), c(PC = 15, - percentVariance = 0.017736015315138073), c(PC = 16, percentVariance = 0.017636238693817769 - ), c(PC = 17, percentVariance = 0.017510606951571802), c(PC = 18, - percentVariance = 0.017405457355931214), c(PC = 19, percentVariance = 0.017192680573153291 - ), c(PC = 20, percentVariance = 0.017064838112467964), c(PC = 21, - percentVariance = 0.016914274064005176), c(PC = 22, percentVariance = 0.016761182857879441 - ), c(PC = 23, percentVariance = 0.01663835202642451), c(PC = 24, - percentVariance = 0.016498983802777322), c(PC = 25, percentVariance = 0.01637096761876386 - ), c(PC = 26, percentVariance = 0.016308150609558435), c(PC = 27, - percentVariance = 0.01615925604608107), c(PC = 28, percentVariance = 0.016045913722014721 - ), c(PC = 29, percentVariance = 0.016002345072504053), c(PC = 30, - percentVariance = 0.01581898138962045), c(PC = 31, percentVariance = 0.015690400283293934 - ), c(PC = 32, percentVariance = 0.015565609110092138), c(PC = 33, - percentVariance = 0.01547234077147599), c(PC = 34, percentVariance = 0.015343666383770237 - ), c(PC = 35, percentVariance = 0.015224310501244077), c(PC = 36, - percentVariance = 0.015157455615977471), c(PC = 37, percentVariance = 0.015114533445579089 - ), c(PC = 38, percentVariance = 0.014961136357156363), c(PC = 39, - percentVariance = 0.014855499795175163), c(PC = 40, percentVariance = 0.014752395973284035 - ), c(PC = 41, percentVariance = 0.014519216742038354), c(PC = 42, - percentVariance = 0.014506014210491233), c(PC = 43, percentVariance = 0.014448089810354055 - ), c(PC = 44, percentVariance = 0.01436324053636516), c(PC = 45, - percentVariance = 0.014238636498545534), c(PC = 46, percentVariance = 0.014216891435658876 - ), c(PC = 47, percentVariance = 0.01414258659686979), c(PC = 48, - percentVariance = 0.01408315493137687), c(PC = 49, percentVariance = 0.01403849898412211 - ), c(PC = 50, percentVariance = 0.013977262227589821)))) +431L, 434L, 436L, 438L, 439L, 442L, 446L, 450L, 451L, 452L, 453L, +454L, 455L, 460L, 461L, 464L, 466L, 469L, 471L, 475L, 476L, 477L, +481L, 483L, 486L, 491L, 493L, 494L, 497L, 498L, 499L, 501L, 502L, +504L, 506L, 508L, 509L, 518L, 519L, 520L, 522L, 523L, 526L, 527L, +530L, 532L, 534L, 542L, 547L, 548L, 550L, 551L, 557L, 559L, 561L, +563L, 567L, 571L, 573L, 574L, 578L, 579L, 581L, 584L, 585L, 587L, +589L, 590L, 591L, 592L, 608L, 609L, 610L, 611L, 612L, 616L, 617L, +636L, 643L, 645L, 646L, 648L, 650L, 652L, 653L, 654L, 658L, 671L, +672L, 674L, 675L, 678L, 679L, 683L, 684L, 695L, 700L, 709L, 710L, +714L, 718L, 724L, 728L, 730L, 734L, 736L, 738L, 741L, 747L, 748L, +751L, 752L, 755L, 756L, 767L, 771L, 773L, 778L, 781L, 782L, 791L, +793L, 794L, 798L, 800L, 803L, 806L, 811L, 813L, 814L, 815L, 818L, +823L, 831L, 832L, 836L, 837L, 839L, 841L, 842L, 851L, 854L, 857L, +858L, 863L, 875L, 883L, 894L)), guidata = list(`dataIntegration-0` = list(), + `dataIntegration-1` = list(c(PC = 1, percentVariance = 0.13308894041225844 + ), c(PC = 2, percentVariance = 0.035665502224380016), c(PC = 3, + percentVariance = 0.032385047795489293), c(PC = 4, percentVariance = 0.02835462062299585 + ), c(PC = 5, percentVariance = 0.025429538063031745), c(PC = 6, + percentVariance = 0.023998692453605981), c(PC = 7, percentVariance = 0.020783181209650517 + ), c(PC = 8, percentVariance = 0.020530867986638036), c(PC = 9, + percentVariance = 0.019649671553110964), c(PC = 10, percentVariance = 0.019215205797670019 + ), c(PC = 11, percentVariance = 0.018814581762365667), c(PC = 12, + percentVariance = 0.018427828052219548), c(PC = 13, percentVariance = 0.018325404456568179 + ), c(PC = 14, percentVariance = 0.018244724888524334), c(PC = 15, + percentVariance = 0.017848282454849099), c(PC = 16, percentVariance = 0.017789137427128083 + ), c(PC = 17, percentVariance = 0.017724974616199419), c(PC = 18, + percentVariance = 0.017552753959165564), c(PC = 19, percentVariance = 0.017340768277872516 + ), c(PC = 20, percentVariance = 0.01716843250537212), c(PC = 21, + percentVariance = 0.017056317660296621), c(PC = 22, percentVariance = 0.016863849031655172 + ), c(PC = 23, percentVariance = 0.016772410335023458), c(PC = 24, + percentVariance = 0.016720878061048765), c(PC = 25, percentVariance = 0.016658750832218457 + ), c(PC = 26, percentVariance = 0.01643922519041377), c(PC = 27, + percentVariance = 0.016276454978207483), c(PC = 28, percentVariance = 0.0162173307424055 + ), c(PC = 29, percentVariance = 0.01605781740528648), c(PC = 30, + percentVariance = 0.01590580784240991), c(PC = 31, percentVariance = 0.015671970043504017 + ), c(PC = 32, percentVariance = 0.015549747265160075), c(PC = 33, + percentVariance = 0.015455246564160204), c(PC = 34, percentVariance = 0.015388609124468934 + ), c(PC = 35, percentVariance = 0.015359703238899312), c(PC = 36, + percentVariance = 0.015317633249003959), c(PC = 37, percentVariance = 0.015129941439604343 + ), c(PC = 38, percentVariance = 0.015000115833153938), c(PC = 39, + percentVariance = 0.014984631376439815), c(PC = 40, percentVariance = 0.014809286691922012 + ), c(PC = 41, percentVariance = 0.01478804228983332), c(PC = 42, + percentVariance = 0.014685370476001061), c(PC = 43, percentVariance = 0.014583974241386109 + ), c(PC = 44, percentVariance = 0.014533060949859903), c(PC = 45, + percentVariance = 0.014437221406006295), c(PC = 46, percentVariance = 0.01439671008026519 + ), c(PC = 47, percentVariance = 0.014289967641879602), c(PC = 48, + percentVariance = 0.014237406892811321), c(PC = 49, percentVariance = 0.014096690772057278 + ), c(PC = 50, percentVariance = 0.013977671825522347)))) diff --git a/pipeline-runner/tests/testthat/test-gem2s-6-construct_qc_config.R b/pipeline-runner/tests/testthat/test-gem2s-6-construct_qc_config.R index fa12126c..e5cb39cb 100644 --- a/pipeline-runner/tests/testthat/test-gem2s-6-construct_qc_config.R +++ b/pipeline-runner/tests/testthat/test-gem2s-6-construct_qc_config.R @@ -19,7 +19,7 @@ mock_scdata_list <- function() { # create an scdata_list with duplicated samples scdata_list <- list() for (sample_id in scdata$samples) { - scdata_list[[sample_id]] <- scdata + scdata_list[[sample_id]] <- scdata } return(scdata_list) } @@ -74,3 +74,15 @@ test_that("all filters are disabled when disable_qc_filters = TRUE and classifie expect_false(qc_config$doubletScores[[sample]]$enabled) } }) + + +test_that("get_dblscore_config sets threshold to 0 when there are no singlets", { + scdata_list <- mock_scdata_list() + qc_config <- construct_qc_config(scdata_list, any_filtered = TRUE, disable_qc_filters = TRUE) + + for (sample in names(scdata_list)) { + scdata_list[[sample]]$doublet_class <- "doublet" + config <- get_dblscore_config(scdata_list[[sample]], qc_config) + expect_equal(config$filterSettings$probabilityThreshold, 0) + } +}) diff --git a/pipeline-runner/tests/testthat/test-qc-5-filter_doublets.R b/pipeline-runner/tests/testthat/test-qc-5-filter_doublets.R index 045afceb..ae99f707 100644 --- a/pipeline-runner/tests/testthat/test-qc-5-filter_doublets.R +++ b/pipeline-runner/tests/testthat/test-qc-5-filter_doublets.R @@ -96,3 +96,11 @@ test_that("filter_doublets can be disabled", { expect_equal(out$new_ids[[sample_1_id]], 10:39) expect_equal(out$new_ids[[sample_2_id]], 40:79) }) + + +test_that("generate_default_values_doubletScores sets threshold to 0 when there are no singlets", { + c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() + scdata_list[[1]]$doublet_class <- "doublet" + + expect_equal(generate_default_values_doubletScores(scdata_list[[1]]), 0) +}) diff --git a/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-fastmnn.R b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-fastmnn.R new file mode 100644 index 00000000..5bfc9179 --- /dev/null +++ b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-fastmnn.R @@ -0,0 +1,80 @@ +library(Seurat) + +mock_scdata <- function(rename_genes = c(), n_rep = 1) { + pbmc_raw <- read.table( + file = system.file("extdata", "pbmc_raw.txt", package = "Seurat"), + as.is = TRUE + ) + # replicate matrix columns n times to create a bigger mock dataset + pbmc_raw <- do.call("cbind", replicate(n_rep, pbmc_raw, simplify = FALSE)) + + if (length(rename_genes) > 0) { + # rename some genes to match cell cycle genes + some_genes <- sample(1:nrow(pbmc_raw), length(rename_genes)) + rownames(pbmc_raw)[some_genes] <- rename_genes + } + + sample_1_id <- "123abc" + sample_2_id <- "123def" + + scdata <- Seurat::CreateSeuratObject(counts = pbmc_raw) + + # add samples + scdata$samples <- rep(c(sample_1_id, sample_2_id), each = ncol(scdata) / 2) + scdata$cells_id <- 0:(ncol(scdata) - 1) + scdata@misc$gene_annotations <- data.frame(input = rownames(scdata), name = paste("SYMBOL -", rownames(scdata))) + rownames(scdata@misc$gene_annotations) <- rownames(scdata) + + scdata_sample1 <- subset(scdata, samples == sample_1_id) + scdata_sample2 <- subset(scdata, samples == sample_2_id) + + + scdata_list <- list(scdata_sample1, scdata_sample2) + names(scdata_list) <- c(sample_1_id, sample_2_id) + + return(list(scdata_list, sample_1_id, sample_2_id)) +} + +mock_ids <- function() { + return(list("123abc" = 0:39, "123def" = 40:79)) +} + + +#' Fix time stamps in seurat object +#' +#' Seurat adds logs to certain command runs, with time stamps that make snapshot +#' tests fail. This function replaces them with a fixed datetime object. +#' +#' @param scdata seurat object +#' +#' @return seurat object with fixed time stamps +#' +clean_timestamp <- function(scdata) { + fixed_datetime <- as.POSIXct("1991-12-19 05:23:00", tz = "UTC") + + for (slot in names(scdata@commands)) { + scdata@commands[[slot]]@time.stamp <- fixed_datetime + } + + if ("ingestionDate" %in% names(scdata@misc)) { + scdata@misc$ingestionDate <- fixed_datetime + } + + return(scdata) +} + + +test_that("FastMNN works", { + c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() + cells_id <- mock_ids() + + config <- list( + dimensionalityReduction = list(numPCs = 5), + dataIntegration = list(method = "fastmnn", methodSettings = list(fastmnn = list(numGenes = 1000, normalisation = "logNormalize"))) + ) + + integrated_scdata <- suppressWarnings(run_fastmnn(scdata_list, config = config, cells_id)) + integrated_scdata <- clean_timestamp(integrated_scdata) + expect_s4_class(integrated_scdata, "Seurat") + expect_snapshot(str(integrated_scdata)) +}) diff --git a/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-harmony.R b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-harmony.R new file mode 100644 index 00000000..c8c38891 --- /dev/null +++ b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-harmony.R @@ -0,0 +1,143 @@ +library(Seurat) +human_cc_genes <- cc_genes[["human"]] + +mock_prev_out <- function(samples = "sample_a", counts = NULL) { + if (is.null(counts)) { + counts <- DropletUtils:::simCounts() + colnames(counts) <- paste0("cell", seq_len(ncol(counts))) + } + + eout <- DropletUtils::emptyDrops(counts) + + counts_list <- list() + edrops <- list() + doublet_scores <- list() + + for (sample in samples) { + counts_list[[sample]] <- counts + edrops[[sample]] <- eout + doublet_scores[[sample]] <- mock_doublet_scores(counts) + } + + annot <- data.frame(name = row.names(counts), input = row.names(counts)) + + # as passed to create_seurat + prev_out <- list( + counts_list = counts_list, + edrops = edrops, + doublet_scores = doublet_scores, + annot = annot, + config = list(name = "project name") + ) + + # call create_seurat to get prev_out to pass to prepare_experiment + prev_out <- create_seurat(NULL, NULL, prev_out)$output + + + prev_out$scdata_list <- add_metadata_to_samples(prev_out$scdata_list, annot = annot, experiment_id = "expid") + + return(prev_out) +} + +mock_scdata <- function(rename_genes = c(), n_rep = 1) { + pbmc_raw <- read.table( + file = system.file("extdata", "pbmc_raw.txt", package = "Seurat"), + as.is = TRUE + ) + # replicate matrix columns n times to create a bigger mock dataset + pbmc_raw <- do.call("cbind", replicate(n_rep, pbmc_raw, simplify = FALSE)) + + if (length(rename_genes) > 0) { + # rename some genes to match cell cycle genes + some_genes <- sample(1:nrow(pbmc_raw), length(rename_genes)) + rownames(pbmc_raw)[some_genes] <- rename_genes + } + + sample_1_id <- "123abc" + sample_2_id <- "123def" + + scdata <- Seurat::CreateSeuratObject(counts = pbmc_raw) + + # add samples + scdata$samples <- rep(c(sample_1_id, sample_2_id), each = ncol(scdata) / 2) + scdata$cells_id <- 0:(ncol(scdata) - 1) + scdata@misc$gene_annotations <- data.frame(input = rownames(scdata), name = paste("SYMBOL -", rownames(scdata))) + rownames(scdata@misc$gene_annotations) <- rownames(scdata) + + scdata_sample1 <- subset(scdata, samples == sample_1_id) + scdata_sample2 <- subset(scdata, samples == sample_2_id) + + + scdata_list <- list(scdata_sample1, scdata_sample2) + names(scdata_list) <- c(sample_1_id, sample_2_id) + + return(list(scdata_list, sample_1_id, sample_2_id)) +} + +mock_ids <- function() { + return(list("123abc" = 0:39, "123def" = 40:79)) +} + + +scdata_preprocessing <- function(scdata) { + + # scale and PCA + scdata <- Seurat::NormalizeData(scdata, normalization.method = "LogNormalize", verbose = FALSE) + scdata <- Seurat::FindVariableFeatures(scdata, verbose = FALSE) + scdata <- Seurat::ScaleData(scdata, verbose = FALSE) + scdata <- Seurat::RunPCA(scdata, verbose = FALSE) + scdata@misc[["active.reduction"]] <- "pca" + + return(scdata) +} + +mock_doublet_scores <- function(counts) { + doublet_scores <- runif(ncol(counts)) + doublet_class <- ifelse(doublet_scores < 0.8, "singlet", "doublet") + + data.frame( + row.names = colnames(counts), + barcodes = colnames(counts), + doublet_class = doublet_class, + doublet_scores = doublet_scores + ) +} + +#' Fix time stamps in seurat object +#' +#' Seurat adds logs to certain command runs, with time stamps that make snapshot +#' tests fail. This function replaces them with a fixed datetime object. +#' +#' @param scdata seurat object +#' +#' @return seurat object with fixed time stamps +#' +clean_timestamp <- function(scdata) { + fixed_datetime <- as.POSIXct("1991-12-19 05:23:00", tz = "UTC") + + for (slot in names(scdata@commands)) { + scdata@commands[[slot]]@time.stamp <- fixed_datetime + } + + if ("ingestionDate" %in% names(scdata@misc)) { + scdata@misc$ingestionDate <- fixed_datetime + } + + return(scdata) +} + +test_that("harmony integration works", { + c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() + cells_id <- mock_ids() + config <- list( + dimensionalityReduction = list(numPCs = 2), + dataIntegration = list(method = "harmony", methodSettings = list(harmony = list(numGenes = 10, normalisation = "logNormalize"))) + ) + + integrated_scdata <- suppressWarnings(run_harmony(scdata_list, config, cells_id)) + integrated_scdata <- clean_timestamp(integrated_scdata) + + expect_s4_class(integrated_scdata, "Seurat") + expect_snapshot(str(integrated_scdata)) + +}) diff --git a/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-seuratv4.R b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-seuratv4.R new file mode 100644 index 00000000..a940b101 --- /dev/null +++ b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-seuratv4.R @@ -0,0 +1,314 @@ +library(Seurat) + +mock_prev_out <- function(samples = "sample_a", counts = NULL) { + if (is.null(counts)) { + counts <- DropletUtils:::simCounts() + colnames(counts) <- paste0("cell", seq_len(ncol(counts))) + } + + eout <- DropletUtils::emptyDrops(counts) + + counts_list <- list() + edrops <- list() + doublet_scores <- list() + + for (sample in samples) { + counts_list[[sample]] <- counts + edrops[[sample]] <- eout + doublet_scores[[sample]] <- mock_doublet_scores(counts) + } + + annot <- data.frame(name = row.names(counts), input = row.names(counts)) + + # as passed to create_seurat + prev_out <- list( + counts_list = counts_list, + edrops = edrops, + doublet_scores = doublet_scores, + annot = annot, + config = list(name = "project name") + ) + + # call create_seurat to get prev_out to pass to prepare_experiment + prev_out <- create_seurat(NULL, NULL, prev_out)$output + + + prev_out$scdata_list <- add_metadata_to_samples(prev_out$scdata_list, annot = annot, experiment_id = "expid") + + return(prev_out) +} + +mock_scdata <- function(rename_genes = c(), n_rep = 1) { + pbmc_raw <- read.table( + file = system.file("extdata", "pbmc_raw.txt", package = "Seurat"), + as.is = TRUE + ) + # replicate matrix columns n times to create a bigger mock dataset + pbmc_raw <- do.call("cbind", replicate(n_rep, pbmc_raw, simplify = FALSE)) + + if (length(rename_genes) > 0) { + # rename some genes to match cell cycle genes + some_genes <- sample(1:nrow(pbmc_raw), length(rename_genes)) + rownames(pbmc_raw)[some_genes] <- rename_genes + } + + sample_1_id <- "123abc" + sample_2_id <- "123def" + + scdata <- Seurat::CreateSeuratObject(counts = pbmc_raw) + + # add samples + scdata$samples <- rep(c(sample_1_id, sample_2_id), each = ncol(scdata) / 2) + scdata$cells_id <- 0:(ncol(scdata) - 1) + scdata@misc$gene_annotations <- data.frame(input = rownames(scdata), name = paste("SYMBOL -", rownames(scdata))) + rownames(scdata@misc$gene_annotations) <- rownames(scdata) + + scdata_sample1 <- subset(scdata, samples == sample_1_id) + scdata_sample2 <- subset(scdata, samples == sample_2_id) + + + scdata_list <- list(scdata_sample1, scdata_sample2) + names(scdata_list) <- c(sample_1_id, sample_2_id) + + return(list(scdata_list, sample_1_id, sample_2_id)) +} + +mock_ids <- function() { + return(list("123abc" = 0:39, "123def" = 40:79)) +} + + +scdata_preprocessing <- function(scdata) { + + # scale and PCA + scdata <- Seurat::NormalizeData(scdata, normalization.method = "LogNormalize", verbose = FALSE) + scdata <- Seurat::FindVariableFeatures(scdata, verbose = FALSE) + scdata <- Seurat::ScaleData(scdata, verbose = FALSE) + scdata <- Seurat::RunPCA(scdata, verbose = FALSE) + scdata@misc[["active.reduction"]] <- "pca" + + return(scdata) +} + +mock_doublet_scores <- function(counts) { + doublet_scores <- runif(ncol(counts)) + doublet_class <- ifelse(doublet_scores < 0.8, "singlet", "doublet") + + data.frame( + row.names = colnames(counts), + barcodes = colnames(counts), + doublet_class = doublet_class, + doublet_scores = doublet_scores + ) +} + + +#' Fix time stamps in seurat object +#' +#' Seurat adds logs to certain command runs, with time stamps that make snapshot +#' tests fail. This function replaces them with a fixed datetime object. +#' +#' @param scdata seurat object +#' +#' @return seurat object with fixed time stamps +#' +clean_timestamp <- function(scdata) { + fixed_datetime <- as.POSIXct("1991-12-19 05:23:00", tz = "UTC") + + for (slot in names(scdata@commands)) { + scdata@commands[[slot]]@time.stamp <- fixed_datetime + } + + if ("ingestionDate" %in% names(scdata@misc)) { + scdata@misc$ingestionDate <- fixed_datetime + } + + return(scdata) +} + + +test_that("SeuratV4 integration doesnt error out with small dataset", { + c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() + cells_id <- mock_ids() + + config <- list( + dimensionalityReduction = list(numPCs = 2, method = "rpca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) + ) + + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"))$data + expect_s4_class(integrated_scdata, "Seurat") +}) + + +test_that("SeuratV4 integration works", { + # mock a bigger dataset to run Seurat v4 integration without skipping it + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + config <- list( + dimensionalityReduction = list(method = "rpca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) + ) + + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"))$data + expect_s4_class(integrated_scdata, "Seurat") +}) + + +test_that("PCA is computed when RPCA method is selected within SeuratV4 integration", { + # mock a bigger dataset to run Seurat v4 integration without skipping it + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + config <- list( + dimensionalityReduction = list(method = "rpca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) + ) + + expect_message(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"), "Running PCA") +}) + +test_that("PCA is not computed when CCA method is selected within SeuratV4 integration", { + # mock a bigger dataset to run Seurat v4 integration without skipping it + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + config <- list( + dimensionalityReduction = list(method = "cca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) + ) + + expect_message(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"), "PCA is not running .*") +}) + + +test_that("SeuratV4 integration finds integration anchors using RPCA method, if method in config is RPCA", { + # mock a bigger dataset to run Seurat v4 integration without skipping it + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + config <- list( + dimensionalityReduction = list(method = "rpca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) + ) + + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"))$data + expect_equal(integrated_scdata@commands$FindIntegrationAnchors$reduction, "pca") +}) + + +test_that("SeuratV4 integration finds integration anchors using CCA method, if method in config is CCA", { + # mock a bigger dataset to run Seurat v4 integration without skipping it + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + config <- list( + dimensionalityReduction = list(method = "cca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) + ) + + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"))$data + expect_equal(integrated_scdata@commands$FindIntegrationAnchors$reduction, "cca") +}) + +test_that("SCTransform integration works", { + # mock a bigger dataset to run Seurat v4 integration without skipping it + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + config <- list( + dimensionalityReduction = list(method = "rpca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "SCT"))) + ) + + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"))$data + expect_s4_class(integrated_scdata, "Seurat") + expect_s4_class(integrated_scdata[["SCT"]], "SCTAssay") + expect_equal(Seurat::DefaultAssay(integrated_scdata), "integrated") +}) + +test_that("create_scdata merge only the counts when merge_data is FALSE", { + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + for (i in 1:length(scdata_list)) { + scdata_list[[i]] <- Seurat::NormalizeData(scdata_list[[i]], assay = "RNA", normalization.method = "LogNormalize", verbose = FALSE) + scdata_list[[i]] <- Seurat::FindVariableFeatures(scdata_list[[i]], assay = "RNA", nfeatures = 2000, verbose = FALSE) + scdata_list[[i]] <- Seurat::ScaleData(scdata_list[[i]], verbose = FALSE) + } + + merged_data <- create_scdata(scdata_list, cells_id, merge_data = FALSE) + expect_equal(merged_data@assays$RNA@counts, merged_data@assays$RNA@data) +}) + +test_that("create_scdata merge only the counts when merge_data is not passed", { + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + for (i in 1:length(scdata_list)) { + scdata_list[[i]] <- Seurat::NormalizeData(scdata_list[[i]], assay = "RNA", normalization.method = "LogNormalize", verbose = FALSE) + scdata_list[[i]] <- Seurat::FindVariableFeatures(scdata_list[[i]], assay = "RNA", nfeatures = 2000, verbose = FALSE) + scdata_list[[i]] <- Seurat::ScaleData(scdata_list[[i]], verbose = FALSE) + } + + merged_data <- create_scdata(scdata_list, cells_id) + expect_equal(merged_data@assays$RNA@counts, merged_data@assays$RNA@data) +}) + +test_that("create_scdata merge the data slots when merge_data is TRUE", { + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + for (i in 1:length(scdata_list)) { + scdata_list[[i]] <- Seurat::NormalizeData(scdata_list[[i]], assay = "RNA", normalization.method = "LogNormalize", verbose = FALSE) + scdata_list[[i]] <- Seurat::FindVariableFeatures(scdata_list[[i]], assay = "RNA", nfeatures = 2000, verbose = FALSE) + scdata_list[[i]] <- Seurat::ScaleData(scdata_list[[i]], verbose = FALSE) + } + + merged_data <- create_scdata(scdata_list, cells_id, merge_data = TRUE) + expect_false(identical(merged_data@assays$RNA@counts, merged_data@assays$RNA@data)) +}) + + +test_that("misc slot is complete after Seurat V4 integration", { + + # mock a bigger dataset to run Seurat v4 integration without skipping it + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + config <- list( + dimensionalityReduction = list(method = "rpca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) + ) + + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"))$data + integrated_scdata <- clean_timestamp(integrated_scdata) + + expect_s4_class(integrated_scdata, "Seurat") + expect_snapshot(str(integrated_scdata)) + expect_snapshot(str(integrated_scdata@misc)) + +}) + + +test_that("misc slot is complete after Seurat V4 integration with geosketch", { + + # mock a bigger dataset to run Seurat v4 integration without skipping it + c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) + cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) + + config <- list( + dimensionalityReduction = list(numPCs = 10, method = "rpca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 10, normalisation = "logNormalize"))), + downsampling = list(method = "geosketch", methodSettings = list(geosketch = list(percentageToKeep = 50)))) + + + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration")$data) + expect_s4_class(integrated_scdata, "Seurat") + integrated_scdata@misc$ingestionDate <- "fixed_date" + + expected_misc_names <- c("gene_annotations", "color_pool", "ingestionDate", "active.reduction", "numPCs", "geosketch") + + expect_setequal(names(integrated_scdata@misc), expected_misc_names) +}) diff --git a/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-unisample.R b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-unisample.R new file mode 100644 index 00000000..08b82d26 --- /dev/null +++ b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata-unisample.R @@ -0,0 +1,118 @@ +library(Seurat) +human_cc_genes <- cc_genes[["human"]] + +mock_prev_out <- function(samples = "sample_a", counts = NULL) { + if (is.null(counts)) { + counts <- DropletUtils:::simCounts() + colnames(counts) <- paste0("cell", seq_len(ncol(counts))) + } + + eout <- DropletUtils::emptyDrops(counts) + + counts_list <- list() + edrops <- list() + doublet_scores <- list() + + for (sample in samples) { + counts_list[[sample]] <- counts + edrops[[sample]] <- eout + doublet_scores[[sample]] <- mock_doublet_scores(counts) + } + + annot <- data.frame(name = row.names(counts), input = row.names(counts)) + + # as passed to create_seurat + prev_out <- list( + counts_list = counts_list, + edrops = edrops, + doublet_scores = doublet_scores, + annot = annot, + config = list(name = "project name") + ) + + # call create_seurat to get prev_out to pass to prepare_experiment + prev_out <- create_seurat(NULL, NULL, prev_out)$output + + + prev_out$scdata_list <- add_metadata_to_samples(prev_out$scdata_list, annot = annot, experiment_id = "expid") + + return(prev_out) +} + +mock_scdata <- function(rename_genes = c(), n_rep = 1) { + pbmc_raw <- read.table( + file = system.file("extdata", "pbmc_raw.txt", package = "Seurat"), + as.is = TRUE + ) + # replicate matrix columns n times to create a bigger mock dataset + pbmc_raw <- do.call("cbind", replicate(n_rep, pbmc_raw, simplify = FALSE)) + + if (length(rename_genes) > 0) { + # rename some genes to match cell cycle genes + some_genes <- sample(1:nrow(pbmc_raw), length(rename_genes)) + rownames(pbmc_raw)[some_genes] <- rename_genes + } + + sample_1_id <- "123abc" + sample_2_id <- "123def" + + scdata <- Seurat::CreateSeuratObject(counts = pbmc_raw) + + # add samples + scdata$samples <- rep(c(sample_1_id, sample_2_id), each = ncol(scdata) / 2) + scdata$cells_id <- 0:(ncol(scdata) - 1) + scdata@misc$gene_annotations <- data.frame(input = rownames(scdata), name = paste("SYMBOL -", rownames(scdata))) + rownames(scdata@misc$gene_annotations) <- rownames(scdata) + + scdata_sample1 <- subset(scdata, samples == sample_1_id) + scdata_sample2 <- subset(scdata, samples == sample_2_id) + + + scdata_list <- list(scdata_sample1, scdata_sample2) + names(scdata_list) <- c(sample_1_id, sample_2_id) + + return(list(scdata_list, sample_1_id, sample_2_id)) +} + +mock_ids <- function() { + return(list("123abc" = 0:39, "123def" = 40:79)) +} + +#' Fix time stamps in seurat object +#' +#' Seurat adds logs to certain command runs, with time stamps that make snapshot +#' tests fail. This function replaces them with a fixed datetime object. +#' +#' @param scdata seurat object +#' +#' @return seurat object with fixed time stamps +#' +clean_timestamp <- function(scdata) { + fixed_datetime <- as.POSIXct("1991-12-19 05:23:00", tz = "UTC") + + for (slot in names(scdata@commands)) { + scdata@commands[[slot]]@time.stamp <- fixed_datetime + } + + if ("ingestionDate" %in% names(scdata@misc)) { + scdata@misc$ingestionDate <- fixed_datetime + } + + return(scdata) +} + + +test_that("Unisample integration works", { + c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() + cells_id <- mock_ids() + config <- list( + dimensionalityReduction = list(numPCs = 2), + dataIntegration = list(method = UNISAMPLE, methodSettings = list(unisample = list(numGenes = 1000, normalisation = "logNormalize"))) + ) + + integrated_scdata <- suppressWarnings(run_unisample(scdata_list, config, cells_id)) + integrated_scdata <- clean_timestamp(integrated_scdata) + + expect_s4_class(integrated_scdata, "Seurat") + expect_snapshot(str(integrated_scdata)) +}) diff --git a/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata.R b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata.R index eccfdc90..c82df07e 100644 --- a/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata.R +++ b/pipeline-runner/tests/testthat/test-qc-6-integrate_scdata.R @@ -1,3 +1,4 @@ +library(Seurat) human_cc_genes <- cc_genes[["human"]] mock_prev_out <- function(samples = "sample_a", counts = NULL) { @@ -144,56 +145,8 @@ test_that("Integrate scdata filters out cells ids", { expect_lt(ncol(scdata), 80) }) -test_that("harmony integration works", { - c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() - cells_id <- mock_ids() - merged_scdata <- create_scdata(scdata_list, cells_id) - config <- list( - dimensionalityReduction = list(numPCs = 2), - dataIntegration = list(method = "harmony", methodSettings = list(harmony = list(numGenes = 10, normalisation = "logNormalize"))) - ) - - integrated_scdata <- suppressWarnings(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config)) - expect_s4_class(integrated_scdata, "Seurat") -}) - -test_that("SeuratV4 integration doesnt error out with small dataset", { - c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() - cells_id <- mock_ids() - merged_scdata <- create_scdata(scdata_list, cells_id) - config <- list( - dimensionalityReduction = list(numPCs = 2, method = "rpca"), - dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) - ) - - integrated_scdata <- suppressWarnings(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config)) - expect_s4_class(integrated_scdata, "Seurat") -}) -test_that("Unisample integration works", { - c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() - cells_id <- mock_ids() - merged_scdata <- create_scdata(scdata_list, cells_id) - config <- list( - dimensionalityReduction = list(numPCs = 2), - dataIntegration = list(method = "unisample", methodSettings = list(unisample = list(numGenes = 1000, normalisation = "logNormalize"))) - ) - - integrated_scdata <- suppressWarnings(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config)) - expect_s4_class(integrated_scdata, "Seurat") -}) - -test_that("FastMNN is not working", { - c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() - cells_id <- mock_ids() - merged_scdata <- create_scdata(scdata_list, cells_id) - config <- list( - dimensionalityReduction = list(numPCs = 2), - dataIntegration = list(method = "fastmnn", methodSettings = list(fastmnn = list(numGenes = 1000, normalisation = "logNormalize"))) - ) - expect_error(suppressWarnings(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config))) -}) test_that("numPCs estimation works", { c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() @@ -287,99 +240,6 @@ test_that("remove_genes doesn't modify the object when there are no matches", { }) -test_that("SeuratV4 integration works", { - # mock a bigger dataset to run Seurat v4 integration without skipping it - c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) - cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) - merged_scdata <- create_scdata(scdata_list, cells_id) - - merged_scdata <- suppressWarnings(scdata_preprocessing(merged_scdata)) - npcs <- get_npcs(merged_scdata) - - config <- list( - dimensionalityReduction = list(numPCs = npcs, method = "rpca"), - dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) - ) - - merged_scdata <- suppressWarnings(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config)) - expect_s4_class(merged_scdata, "Seurat") -}) - - -test_that("PCA is computed when RPCA method is selected within SeuratV4 integration", { - # mock a bigger dataset to run Seurat v4 integration without skipping it - c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) - cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) - merged_scdata <- create_scdata(scdata_list, cells_id) - - merged_scdata <- suppressWarnings(scdata_preprocessing(merged_scdata)) - npcs <- get_npcs(merged_scdata) - - config <- list( - dimensionalityReduction = list(numPCs = npcs, method = "rpca"), - dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) - ) - - expect_message(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config), "Running PCA") -}) - - -test_that("PCA is not computed when CCA method is selected within SeuratV4 integration", { - # mock a bigger dataset to run Seurat v4 integration without skipping it - c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) - cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) - merged_scdata <- create_scdata(scdata_list, cells_id) - - merged_scdata <- suppressWarnings(scdata_preprocessing(merged_scdata)) - npcs <- get_npcs(merged_scdata) - - config <- list( - dimensionalityReduction = list(numPCs = npcs, method = "cca"), - dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) - ) - - expect_message(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config), "PCA is not running .*") -}) - - -test_that("SeuratV4 integration finds integration anchors using RPCA method, if method in config is RPCA", { - # mock a bigger dataset to run Seurat v4 integration without skipping it - c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) - cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) - merged_scdata <- create_scdata(scdata_list, cells_id) - - merged_scdata <- suppressWarnings(scdata_preprocessing(merged_scdata)) - npcs <- get_npcs(merged_scdata) - - config <- list( - dimensionalityReduction = list(numPCs = npcs, method = "rpca"), - dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) - ) - - expect_message(merged_scdata <- suppressWarnings(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config)), "Finding integration anchors using RPCA reduction") - expect_equal(merged_scdata@commands$FindIntegrationAnchors$reduction, "pca") -}) - - -test_that("SeuratV4 integration finds integration anchors using CCA method, if method in config is CCA", { - # mock a bigger dataset to run Seurat v4 integration without skipping it - c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) - cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) - merged_scdata <- create_scdata(scdata_list, cells_id) - - merged_scdata <- suppressWarnings(scdata_preprocessing(merged_scdata)) - npcs <- get_npcs(merged_scdata) - - config <- list( - dimensionalityReduction = list(numPCs = npcs, method = "cca"), - dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "logNormalize"))) - ) - - expect_message(merged_scdata <- suppressWarnings(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config)), "Finding integration anchors using CCA reduction") - expect_equal(merged_scdata@commands$FindIntegrationAnchors$reduction, "cca") -}) - - test_that("merge_scdata_list correctly merges seurat objects", { prev_out <- mock_prev_out(samples = c("a", "b", "c")) scdata_list <- prev_out$scdata_list @@ -403,12 +263,11 @@ test_that("merge_scdata_list returns first element of list if only one sample", expect_equal(prev_out$scdata_list[[1]], scdata) }) -test_that("run_dataIntegration calls remove_genes if there are groups to exclude", { +test_that("temp_integrate_scdata calls remove_genes if there are groups to exclude", { n_rename <- 10 some_cc_genes <- sample(human_cc_genes$symbol, n_rename) c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata(rename_genes = some_cc_genes) cells_id <- mock_ids() - merged_scdata <- create_scdata(scdata_list, cells_id) config <- list( dimensionalityReduction = list(numPCs = 2, excludeGeneCategories = "cellCycle"), @@ -418,50 +277,36 @@ test_that("run_dataIntegration calls remove_genes if there are groups to exclude ) expect_message( - suppressWarnings(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config)), + suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration")), paste0("*Number of Cell Cycle genes to exclude: ", n_rename, "*") ) }) -test_that("normalize_data doesn't scale data if integration method is FastMNN", { +test_that("integrate_scdata doesn't run geosketch if config does not contain geosketch parameters", { c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() cells_id <- mock_ids() - merged_scdata <- create_scdata(scdata_list, cells_id) config <- list( - dimensionalityReduction = list(numPCs = 2), - dataIntegration = list(method = "fastmnn", methodSettings = list(fastmnn = list(numGenes = 1000, normalisation = "logNormalize"))) - ) - - merged_scdata <- normalize_data(merged_scdata, "logNormalize", config$dataIntegration$method, config$dataIntegration$methodSettings$fastmnn$numGenes) - expect_equal(dim(merged_scdata@assays$RNA@scale.data), c(0, 0)) -}) - - - -test_that("integrate_scdata doesn't run geosketch if use_geosketch is FALSE", { - c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() - cells_id <- mock_ids() - config <- list( - dimensionalityReduction = list(numPCs = 2), + dimensionalityReduction = list(numPCs = 5), dataIntegration = list(method = "harmony", methodSettings = list(harmony = list(numGenes = 10, normalisation = "logNormalize"))) ) - integrated_scdata <- suppressWarnings(integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration", use_geosketch = FALSE))$data + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"))$data expect_true(is.null(integrated_scdata@misc$geosketch)) }) -test_that("integrate_scdata run geosketch if use_geosketch is TRUE", { +test_that("integrate_scdata run geosketch if config contains geosketch parameters.", { c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() cells_id <- mock_ids() merged_scdata <- create_scdata(scdata_list, cells_id) config <- list( - dimensionalityReduction = list(numPCs = 2), - dataIntegration = list(method = "harmony", methodSettings = list(harmony = list(numGenes = 10, normalisation = "logNormalize"))) + dimensionalityReduction = list(numPCs = 5, method = "rpca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 10, normalisation = "logNormalize"))), + downsampling = list(method = "geosketch", methodSettings = list(geosketch = list(percentageToKeep = 5))) ) - integrated_scdata <- suppressWarnings(integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration", use_geosketch = TRUE, perc_num_cells = 50))$data + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"))$data expect_true(integrated_scdata@misc$geosketch) }) @@ -471,49 +316,33 @@ test_that("run_geosketch generates the correct number of sketches", { cells_id <- mock_ids() merged_scdata <- create_scdata(scdata_list, cells_id) config <- list( - dimensionalityReduction = list(numPCs = 2), + dimensionalityReduction = list(numPCs = 5), dataIntegration = list(method = "harmony", methodSettings = list(harmony = list(numGenes = 10, normalisation = "logNormalize"))) ) - merged_scdata <- run_pca(merged_scdata) + merged_scdata <- suppressWarnings({merged_scdata |> + Seurat::FindVariableFeatures(assay = "RNA", nfeatures = 2000, verbose = FALSE) |> + Seurat::ScaleData(verbose = FALSE) |> + Seurat::RunPCA(verbose = FALSE)}) + merged_scdata@misc[["active.reduction"]] <- "pca" perc_num_cells <- 5 num_cells <- round(ncol(merged_scdata) * perc_num_cells / 100) - c(scdata, scdata_sketch) %<-% run_geosketch(merged_scdata, dims = 50, perc_num_cells) - expect_equal(ncol(scdata_sketch), num_cells) + geosketch_list <- run_geosketch(merged_scdata, dims = 50, perc_num_cells) + expect_equal(ncol(geosketch_list$sketch), num_cells) }) test_that("integrate_scdata with geosketch adds the correct integration method to the Seurat object", { c(scdata_list, sample_1_id, sample_2_id) %<-% mock_scdata() cells_id <- mock_ids() - config <- list( - dimensionalityReduction = list(numPCs = 2), - dataIntegration = list(method = "harmony", methodSettings = list(harmony = list(numGenes = 10, normalisation = "logNormalize"))) - ) - - integrated_scdata <- suppressWarnings(integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration", use_geosketch = TRUE, perc_num_cells = 50))$data - expect_equal(integrated_scdata@misc[["active.reduction"]], "harmony") -}) - - -test_that("SCTransform integration works", { - # mock a bigger dataset to run Seurat v4 integration without skipping it - c(scdata_list, sample_1_id, sample_2_id) %<-% suppressWarnings(mock_scdata(n_rep = 3)) - cells_id <- list("123abc" = scdata_list$`123abc`$cells_id, "123def" = scdata_list$`123def`$cells_id) - merged_scdata <- create_scdata(scdata_list, cells_id) - - merged_scdata <- suppressWarnings(scdata_preprocessing(merged_scdata)) - npcs <- get_npcs(merged_scdata) - config <- list( - dimensionalityReduction = list(numPCs = npcs, method = "rpca"), - dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 1000, normalisation = "SCT"))) + dimensionalityReduction = list(numPCs = 5, method = "rpca"), + dataIntegration = list(method = "seuratv4", methodSettings = list(seuratv4 = list(numGenes = 10, normalisation = "logNormalize"))), + downsampling = list(method = "geosketch", methodSettings = list(geosketch = list(percentageToKeep = 5))) ) - integrated_scdata <- suppressWarnings(run_dataIntegration(merged_scdata, scdata_sketch = NA, config = config)) - expect_s4_class(integrated_scdata, "Seurat") - expect_s4_class(integrated_scdata[["SCT"]], "SCTAssay") - expect_equal(Seurat::DefaultAssay(integrated_scdata), "integrated") + integrated_scdata <- suppressWarnings(temp_integrate_scdata(scdata_list, config, "", cells_id, task_name = "dataIntegration"))$data + expect_equal(integrated_scdata@misc[["active.reduction"]], "pca") }) diff --git a/pipeline-runner/tests/testthat/test-qc-7-embed_and_cluster.R b/pipeline-runner/tests/testthat/test-qc-7-embed_and_cluster.R index 8e7a20b5..3c6739de 100644 --- a/pipeline-runner/tests/testthat/test-qc-7-embed_and_cluster.R +++ b/pipeline-runner/tests/testthat/test-qc-7-embed_and_cluster.R @@ -125,6 +125,24 @@ with_fake_http( }) ) +with_fake_http( + test_that("update_sets_through_api diables SSL certificate checking if disabled", { + + # Setting sys env to disable SSL peer verification + Sys.setenv(IGNORE_SSL_CERTIFICATE="true") + + expect_PATCH( + update_sets_through_api(list(), "api_url", "experiment_id", "cell_set_key", "auth") + ) + + # set random config to get the previously used config + old_config <- httr::set_config(httr::config(ssl_verifyhost = 0L)) + expect_equal(old_config$options$ssl_verifypeer, 0) + + Sys.setenv(IGNORE_SSL_CERTIFICATE="false") + + }) +) test_that("format_cell_sets_object returns correct items", { n_clusters <- 5 @@ -248,3 +266,42 @@ test_that("embed_and_cluster works", { withr::defer(unlink(cell_sets_bucket, recursive = TRUE)) }) + + +test_that("runClusters does not crash with less than 10 dimensions available", { + algos <- c("louvain", "leiden") + scdata <- mock_scdata() + expected_keys <- c("cluster", "cell_ids") + resolution <- 0.8 + + # remove all pre-existing reductions and calculate low-PC PCA + scdata <- Seurat::DietSeurat(scdata, scale.data = T) + scdata <- suppressWarnings(Seurat::RunPCA(scdata, assay = "RNA", npcs = 2, verbose = F)) + + for (algo in algos) { + res <- runClusters(algo, resolution, scdata) + expect_equal(names(res), expected_keys) + } +}) + + +test_that("getClusters uses the default value of 10 if there are enough PCs available",{ + algos <- c("louvain", "leiden") + scdata <- mock_scdata() + resolution <- 0.8 + + # remove all pre-existing reductions and calculate low-PC PCA + scdata <- Seurat::DietSeurat(scdata, scale.data = T) + scdata@commands <- list() + scdata <- suppressWarnings(Seurat::RunPCA(scdata, assay = "RNA", npcs = 20, verbose = F)) + + for (algo in algos) { + clustered_scdata <- getClusters(algo, resolution, scdata) + if (algo == "louvain") expect_equal(clustered_scdata@commands$FindNeighbors.RNA.pca$dims, 1:10) + # difficult to test in leiden, so test internal state as proxy + if (algo == "leiden") expect_true("seurat_clusters" %in% names(clustered_scdata@meta.data)) + } +}) + + + diff --git a/pipeline-runner/tests/testthat/test-subset-1-subset_seurat.R b/pipeline-runner/tests/testthat/test-subset-1-subset_seurat.R index 19d75f32..5e58af4b 100644 --- a/pipeline-runner/tests/testthat/test-subset-1-subset_seurat.R +++ b/pipeline-runner/tests/testthat/test-subset-1-subset_seurat.R @@ -1,36 +1,144 @@ -# mock_scdata <- function(){ -# paths <- path_setup() -# source("tests/testthat/_snaps/qc/mock_experiment_id-integrated_scdata.R") -# scdata <- snap_list$data -# rm(snap_list, envir = parent.frame()) -# return(scdata) -# } -# -# mock_cellsets <- function(){ -# -# jsonlite::fromJSON("tests/testthat/_snaps/gem2s/gem2s-7-mock_experiment_id-cellsets.json", flatten = TRUE) -# -# } -# -# mock_cluster_cellsets <- function(cellsets) { -# -# } -# -# mock_input <- function() { -# input <- list( -# name = "mock_subset_experiment_name", -# parentExperimentId = "mock_parent_experiment_id", -# subsetExperimentId = "mock_subset_experiment_id", -# cellSetKeys = c("louvain-0", "louvain-1") -# ) -# -# return(input) -# } -# -# parent_scdata <- mock_scdata() -# cellsets <- mock_cellsets() -# parent_cellsets <- parse_cellsets(mock_cellsets()) -# -# parent <- list(scdata = parent_scdata, cellsets = parent_cellsets) -# -# input <- mock_input() +# required to correctly source SeuratObject dumped R files +library(Seurat) + +mock_input <- function(parent_experiment_id, cellset_keys) { + list( + parentExperimentId = parent_experiment_id, + experimentId = "mock_subset_experiment_id", + cellSetKeys = cellset_keys + ) +} + + +mock_parent_experiment_data <- function(input, pipeline_config = NULL) { + parent_experiment_id <- input$parentExperimentId + paths <- setup_test_paths() + qc_snaps_path <- file.path(paths$snaps, "qc") + + parent_scdata_name <- paste0(parent_experiment_id, sep = "-", "integrated_scdata", ".R") + parent_cluster_cellsets_path <- file.path(qc_snaps_path, "cluster_cell_sets.json") + + # load the final test-qc output. it was named `snap_list` + source(file.path(qc_snaps_path, parent_scdata_name)) + + if (parent_experiment_id != snap_list$data@misc$experimentId) { + stop("experiment id does not match object sourced from gem2s test output") + } + + parent_cluster_cellsets <- + list(cellSets = jsonlite::fromJSON(parent_cluster_cellsets_path, flatten = T)) + + # set correct structure, since this is an incomplete cellsets file + parent_cluster_cellsets$cellSets$children <- list(parent_cluster_cellsets$cellSets$children) + + parent_cluster_cellsets <- parse_cellsets(parent_cluster_cellsets) + + return(list(scdata = snap_list$data, + cellsets = parent_cluster_cellsets)) +} + + +stub_UUID_generate <- function(n) { + paste0("this-is-not-a-uuid-", 1:n) +} + + +stubbed_subset_seurat <- + function(input, pipeline_config, prev_out = NULL) { + + mockery::stub(subset_seurat, + "UUIDgenerate", + stub_UUID_generate, + depth = 2) + + mockery::stub(subset_seurat, + "load_parent_experiment_data", + mock_parent_experiment_data) + + res <- subset_seurat(input, pipeline_config, prev_out) + + return(res) + } + + +test_that("subset_experiment correctly subsets cellsets", { + parent_experiment_id <- "mock_experiment_id" + cellset_keys = c("louvain-0", "louvain-1") + input <- mock_input(parent_experiment_id, cellset_keys) + parent_data <- mock_parent_experiment_data(input) + + res <- subset_experiment(input, parent_data) + + expect_equal(ncol(res), nrow(parent_data$cellsets[key %in% cellset_keys])) + expect_setequal(res$cells_id, parent_data$cellsets[key %in% cellset_keys, cell_id]) + +}) + + +test_that("create_sample_id_map generates a list of the correct size and format", { + parent_experiment_id <- "mock_experiment_id" + cellset_keys = c("louvain-0", "louvain-1") + input <- mock_input(parent_experiment_id, cellset_keys) + parent_data <- mock_parent_experiment_data(input) + + subset_scdata <- subset_experiment(input, parent_data) + + res <- create_sample_id_map(unique(subset_scdata$samples)) + + expect_equal(length(res), length(unique(subset_scdata$samples))) + expect_setequal(names(res), unique(subset_scdata$samples)) + +}) + + +test_that("add_new_sample_ids correctly assigns new sample_ids to each cell in a subset experiment", { + parent_experiment_id <- "mock_experiment_id" + cellset_keys = c("louvain-0", "louvain-1") + input <- mock_input(parent_experiment_id, cellset_keys) + parent_data <- mock_parent_experiment_data(input) + + subset_scdata <- subset_experiment(input, parent_data) + sample_id_map <- create_sample_id_map(unique(subset_scdata$samples)) + subset_scdata$parent_samples <- subset_scdata$samples + + res <- add_new_sample_ids(subset_scdata, sample_id_map) + + # convert to dt and join to get sample_id vector + sample_id_map_dt <- data.table::data.table(parent_sample_ids = names(sample_id_map), + sample_ids = unname(unlist(sample_id_map))) + + expected_sample_ids <- sample_id_map_dt[subset_scdata$samples, sample_ids, on = "parent_sample_ids"] + + expect_equal(unname(res$samples), expected_sample_ids) + +}) + + +test_that("add_subset_metadata adds required metadata to a subset seurat object", { + parent_experiment_id <- "mock_experiment_id" + cellset_keys <- c("louvain-0", "louvain-1") + input <- mock_input(parent_experiment_id, cellset_keys) + parent_data <- mock_parent_experiment_data(input) + + subset_scdata <- subset_experiment(input, parent_data) + sample_id_map <- create_sample_id_map(unique(subset_scdata$samples)) + + res <- add_subset_metadata(input, subset_scdata, sample_id_map) + + expect_true(all(c("parent_samples", "samples") %in% names(res@meta.data))) + expect_false(setequal(res@meta.data$parent_samples, res@meta.data$samples)) + expect_equal(res@misc$experimentId, input$experimentId) + +}) + + +test_that("subset_seurat matches snapshot", { + parent_experiment_id <- "mock_experiment_id" + cellset_keys <- c("louvain-0", "louvain-1") + input <- mock_input(parent_experiment_id, cellset_keys) + pipeline_config <- list() + + res <- stubbed_subset_seurat(input, pipeline_config) + + expect_snapshot(res) +})