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_pkgdown.yml
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template:
params:
bootstrap: 4
bootswatch: cosmo
ganalytics: G-BCXT5392QC
authors:
Ruben Dries:
href: https://www.drieslab.com/
title: Giotto Suite
navbar:
title: ~
type: default
left:
- text: "Start"
menu:
- text: "Installation"
href: articles/getting_started.html#installation
- text: "Getting Started"
href: articles/getting_started.html#getting-started
- text: "Analyses"
href: articles/getting_started.html#analyses
- text: "Documentation"
href: reference/index.html
- text: "Datasets"
menu:
- text: "Array based"
href: articles/datasets_overview.html#array-based-datasets-1
- text: "Single-cell"
href: articles/datasets_overview.html#single-cell-1
- text: "Subcellular"
href: articles/datasets_overview.html#subcellular-datasets-1
- text: "Protein multiplexing"
href: articles/datasets_overview.html#protein-multiplexing-1
- text: "Contribute"
href: articles/contribute.html
- text: "News"
href: articles/giotto_news.html
- text: "FAQ"
menu:
- text: Frequently Asked Questions
href: articles/faqs.html
- text: GitHub Issues Guidelines
href: articles/github_issues.html
- text: "Try Giotto"
menu:
- text: "Docker"
href:
- text: "Binder"
href:
reference:
- title: Giotto environment
desc: install & work with Giotto python environment
contents:
- installGiottoEnvironment
- removeGiottoEnvironment
- checkGiottoEnvironment
- title: Giotto instructions
desc: Create or change Giotto instructions
contents:
- createGiottoInstructions
- readGiottoInstructions
- showGiottoInstructions
- changeGiottoInstructions
- replaceGiottoInstructions
- title: Import raw data
desc: functions to help to import raw spatial data
contents:
- getSpatialDataset
- readExprMatrix
- get10Xmatrix
- get10Xmatrix_h5
- stitchFieldCoordinates
- stitchTileCoordinates
- title: Images
desc: functions to work with images for a Giotto object
contents:
- giottoImage
- giottoLargeImage
- createGiottoImage
- createGiottoLargeImage
- createGiottoLargeImageList
- estimateImageBg
- changeImageBg
- addGiottoImageMG
- addGiottoImageToSpatPlot
- updateGiottoImageMG
- stitchGiottoLargeImage
- cropGiottoLargeImage
- convertGiottoLargeImageToMG
- writeGiottoLargeImage
- updateGiottoLargeImage
- addGiottoLargeImage
- plotGiottoImage
- addGiottoImage
- updateGiottoImage
- reconnectGiottoImage
- showGiottoImageNames
- title: Image registration
desc: functions to work with fiji images
contents:
- registerGiottoObjectList
- registerGiottoObjectListFiji
- registerGiottoObjectListRvision
- registerImagesFIJI
- fiji
- title: Giotto object
desc: Create Giotto objects
contents:
- createGiottoObject
- createGiottoVisiumObject
- createGiottoObjectSubcellular
- title: Giotto helper functions
desc: Common functions to help working with Giotto objects
contents:
- pDataDT
- fDataDT
- filterDistributions
- filterCombinations
- showProcessingSteps
- calculateMetaTable
- calculateMetaTableCells
- combineMetadata
- createMetafeats
- findNetworkNeighbors
- combineSpatialCellFeatureInfo
- combineSpatialCellMetadataInfo
- getDistinctColors
- stitchFieldCoordinates
- stitchTileCoordinates
- convertEnsemblToGeneSymbol
- readPolygonFilesVizgenHDF5
- readPolygonFilesVizgen
- title: Giotto getters & setters
desc: Low level functions to get, set and show Giotto slots
contents:
- get_expression_values
- set_expression_values
- get_spatial_locations
- set_spatial_locations
- get_dimReduction
- set_dimReduction
- get_NearestNetwork
- set_NearestNetwork
- get_spatialNetwork
- set_spatialNetwork
- get_spatialGrid
- set_spatialGrid
- get_polygon_info
- set_polygon_info
- get_feature_info
- set_feature_info
- get_spatial_enrichment
- set_spatial_enrichment
- getSpatialDataset
- list_expression
- list_expression_names
- list_spatial_locations
- list_spatial_locations_names
- list_spatial_enrichments
- list_spatial_enrichments_names
- list_dim_reductions
- list_dim_reductions_names
- list_spatial_info
- list_spatial_info_names
- list_feature_info
- list_feature_info_names
- list_spatial_networks
- list_spatial_networks_names
- list_spatial_grids
- list_spatial_grids_names
- list_image_names
- get10Xmatrix
- get10Xmatrix_h5
- title: Giotto show slots
desc: Show what is available in different information slots
contents:
- showGiottoExpression
- showGiottoSpatLocs
- showGiottoSpatEnrichments
- showGiottoDimRed
- showGiottoSpatialInfo
- showGiottoFeatInfo
- showGiottoSpatNetworks
- showGiottoSpatGrids
- title: Modify Giotto object
desc: Modifications to the Giotto objects
contents:
- filterGiotto
- subsetGiotto
- subsetGiottoLocs
- subsetGiottoLocsMulti
- joinGiottoObjects
- normalizeGiotto
- adjustGiottoMatrix
- processGiotto
- annotateGiotto
- removeCellAnnotation
- removeFeatAnnotation
- addCellMetadata
- addFeatMetadata
- addFeatStatistics
- addCellStatistics
- addStatistics
- addFeatsPerc
- addCellIntMetadata
- title: dimension reduction
desc: Functions to reduce dimensions
contents:
- calculateHVF
- signPCA
- screePlot
- jackstrawPlot
- runPCA
- runUMAP
- runtSNE
- runGiottoHarmony
- title: Clustering
desc: Functions to cluster cells
contents:
- doLeidenCluster
- doLouvainCluster
- doRandomWalkCluster
- doSNNCluster
- doKmeans
- doHclust
- clusterCells
- doLeidenSubCluster
- doLouvainSubCluster
- subClusterCells
- getClusterSimilarity
- mergeClusters
- getDendrogramSplits
- createNearestNetwork
- addNetworkLayout
- title: Marker genes
desc: Functions to detect cell type / cluster specific marker genes
contents:
- findMarkers
- findMarkers_one_vs_all
- findGiniMarkers
- findGiniMarkers_one_vs_all
- findScranMarkers
- findScranMarkers_one_vs_all
- findMastMarkers
- findMastMarkers_one_vs_all
- title: Auxiliary visualizations
desc: Different visualization options to explore gene, cell or cluster characteristics
contents:
- showSaveParameters
- showClusterHeatmap
- showClusterDendrogram
- plotHeatmap
- plotMetaDataHeatmap
- plotMetaDataCellsHeatmap
- violinPlot
- title: Spatial structures
desc: functions to setup spatial structures
contents:
- spatNetwDistributionsDistance
- spatNetwDistributionsKneighbors
- spatNetwDistributions
- createSpatialDelaunayNetwork
- plotStatDelaunayNetwork
- createSpatialKNNnetwork
- createSpatialNetwork
- annotateSpatialNetwork
- createSpatialDefaultGrid
- createSpatialGrid
- annotateSpatialGrid
- title: Spatial enrichment
desc: algorithms to compute spatial enrichment of gene signatures or scRNA-seq matrix
contents:
- makeSignMatrixPAGE
- makeSignMatrixDWLSfromMatrix
- makeSignMatrixDWLS
- makeSignMatrixRank
- runPAGEEnrich_OLD
- runPAGEEnrich
- PAGEEnrich
- runRankEnrich
- rankEnrich
- runHyperGeometricEnrich
- hyperGeometricEnrich
- runSpatialEnrich
- createSpatialEnrich
- runDWLSDeconv
- runSpatialDeconv
- title: Spatial deconvolution
desc: algorithms to perform spatial deconvolution based on gene signatures or single-cell RNAseq information
contents:
- makeSignMatrixDWLSfromMatrix
- makeSignMatrixDWLS
- runSpatialDeconv
- runDWLSDeconv
- title: Spatial network or grid
desc: Function to (help) create a spatial network or grid
contents:
- spatNetwDistributionsDistance
- spatNetwDistributionsKneighbors
- spatNetwDistributions
- createSpatialDelaunayNetwork
- plotStatDelaunayNetwork
- createSpatialKNNnetwork
- createSpatialNetwork
- annotateSpatialNetwork
- annotateSpatialGrid
- createSpatialGrid
- title: Spatial Expression Patterns
desc: Methods to detect spatially coherent expression patterns
contents:
- binSpectSingleMatrix
- binSpectSingle
- binSpectMulti
- binSpectMultiMatrix
- binSpect
- silhouetteRank
- silhouetteRankTest
- spatialDE
- spatialAEH
- trendSceek
- spark
- detectSpatialPatterns
- showPattern2D
- showPattern
- showPattern3D
- showPatternGenes
- selectPatternGenes
- title: Simulate spatial expression patterns
desc: Function to simulate a user-defined pattern using the full complexity of the different gene distributions.
contents:
- simulateOneGenePatternGiottoObject
- runPatternSimulation
- title: Spatial Co-Expression Modules
desc: Method to detect spatially co-expressed feature modules
contents:
- ends_with("SpatialCorFeats")
- detectSpatialCorFeatsMatrix
- detectSpatialCorFeats
- showSpatialCorFeats
- clusterSpatialCorFeats
- heatmSpatialCorFeats
- rankSpatialCorGroups
- title: Spatial in situ visuals
desc: Functions for spatial in situ visualization
contents:
- spatInSituPlotDensity
- spatInSituPlotHex
- spatInSituPlotPoints
- title: Spatial interaction visuals
desc: Functions for spatial interaction visualization
contents:
- cellProximityBarplot
- cellProximityHeatmap
- cellProximityNetwork
- cellProximityVisPlot
- plotCellProximityGenes
- combineCPG
- plotInteractionChangedGenes
- plotICG
- plotCombineInteractionChangedGenes
- plotCombineCellProximityGenes
- plotCombineICG
- plotCombineCPG
- plotCombineCellCellCommunication
- plotCombineCCcom
- plotCCcomHeatmap
- cellProximitySpatPlot
- cellProximitySpatPlot3D
- plotCPG
- title: HMRF
desc: Functions to identify spatial domains with HMRF
contents:
- doHMRF
- loadHMRF
- viewHMRFresults
- writeHMRFresults
- addHMRF
- viewHMRFresults2D
- viewHMRFresults3D
- title: 2D visualization in expression space
desc: Visualization of expression space (e.g. UMAP) in 2D
contents:
- dimPlot
- dimPlot2D
- plotUMAP_2D
- plotUMAP
- plotTSNE_2D
- plotTSNE
- plotPCA_2D
- plotPCA
- dimFeatPlot2D
- dimCellPlot2D
- dimCellPlot
- title: 2D visualization in spatial space
desc: Visualization in 2D spatial space
contents:
- spatPlot2D
- spatPlot
- spatFeatPlot2D_single
- spatFeatPlot2D
- spatCellPlot2D
- spatCellPlot
- title: 2D visualization in spatial and expression space
desc: Visualization in both 2D spatial and expression space
contents:
- spatDeconvPlot
- spatDimPlot2D
- spatDimPlot
- spatDimFeatPlot2D
- spatDimCellPlot2D
- spatDimCellPlot
- title: 3D dimension reduction visualization
desc: Visualization of expression space (e.g. UMAP) in 3D
contents:
- dimPlot3D
- plotUMAP_3D
- plotTSNE_3D
- plotPCA_3D
- dimGenePlot3D
- title: 3D visualization in spatial space
desc: Visualization in 3D spatial space
contents:
- spatPlot3D
- title: 3D visualization in spatial and expression space
desc: Visualization in both 3D spatial and expression space
contents:
- spatDimPlot3D
- spatGenePlot3D
- spatDimGenePlot3D
- title: In silico cross sections
desc: create in silico 2D cross sections from 3D data
contents:
- create_crossSection_object
- createCrossSection
- crossSectionGenePlot
- crossSectionPlot
- crossSectionGenePlot3D
- crossSectionPlot3D
- insertCrossSectionSpatPlot3D
- insertCrossSectionGenePlot3D
- title: cell neighborhood; cell-type/cell-type enrichment
desc: calculate and visualize cell-type/cell-type spatial enrichment or depletion
contents:
- cellProximityEnrichment
- cellProximityBarplot
- cellProximityHeatmap
- cellProximityNetwork
- cellProximitySpatPlot
- cellProximitySpatPlot3D
- title: cell neighborhood; spatial interaction changed genes
desc: Identify and visualize genes that change in a source cell type due to interaction with another neighboring cell type
contents:
- findInteractionChangedFeats
- findICF
- filterInteractionChangedFeats
- filterICF
- combineInteractionChangedGenes
- combineICG
- plotInteractionChangedGenes
- plotICG
- plotCombineInteractionChangedGenes
- plotCombineICG
- title: cell neighborhood; ligand-receptor cell communication
desc: Find putative increased spatial ligand-receptor activity between cells of pairs of cell types
contents:
- exprCellCellcom
- specificCellCellcommunicationScores
- spatCellCellcom
- combCCcom
- plotCCcomDotplot
- plotRankSpatvsExpr
- plotRecovery
- plotRecovery_sub
- title: Cell segmentation
desc: Functions for cell segmentation
contents:
- doCellSegmentation
- title: Interoperability
desc: Convert other type of objects into a Giotto object
contents:
- seuratToGiotto
- title: Giotto structures
desc: General Giotto object structure
contents:
- giottoPolygon
- createGiottoPolygonsFromMask
- createGiottoPolygonsFromDfr
- addGiottoPolygons
- smoothGiottoPolygons
- giottoPoints
- featureNetwork
- createGiottoPoints
- addGiottoPoints
- createSpatialFeaturesKNNnetwork
- addSpatialCentroidLocationsLayer
- addSpatialCentroidLocations
- calculateOverlapRaster
- calculateOverlapSerial
- calculateOverlapParallel
- overlapToMatrix
- overlapToMatrixMultiPoly
- combineCellData
- combineFeatureData
- combineFeatureOverlapData
- title: Interactive selection
desc: Interactive selection of cells and transcripts
contents:
- plotInteractivePolygons
- title: Python scrublet
desc: Run scrublet doublet detection for raw expression.
contents:
- doScrubletDetect
- title: Giotto viewer
desc: Export Giotto object to Giotto viewer format.
contents:
- exportGiottoViewer
- title: mini Giotto
desc: mini Giotto objects
contents:
- mini_giotto_3D
- mini_giotto_multi_cell
- mini_giotto_single_cell
- giotto-class
- show,giotto-method