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_viash.yaml
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_viash.yaml
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viash_version: 0.9.0
name: task_spatial_simulators
organization: openproblems-bio
version: dev
license: MIT
label: Spatial Simulators
summary: Assessing the quality of spatial transcriptomics simulators
description: |
Computational methods for spatially resolved transcriptomics (SRT) are frequently developed
and assessed through data simulation. The effectiveness of these evaluations relies on the
simulation methods' ability to accurately reflect experimental data. However, a systematic
evaluation framework for spatial simulators is lacking. Here, we present SpatialSimBench,
a comprehensive evaluation framework that assesses 13 simulation methods using 10 distinct
STR datasets.
The research goal of this benchmark is to systematically evaluate and compare the
performance of various simulation methods for spatial transcriptomics (ST) data.
It aims to address the lack of a comprehensive evaluation framework for spatial simulators
and explore the feasibility of leveraging existing single-cell simulators for ST data.
The experimental setup involves collecting public spatial transcriptomics datasets and
corresponding scRNA-seq datasets.
The spatial and scRNA-seq datasets can originate from different study but should consist
of similar cell types from similar tissues.
keywords: [single-cell, spatial transcriptomics, in-silico, spatial simulation]
references:
doi:
# Multi-task benchmarking of spatially resolved gene expression simulation models
# Xiaoqi Liang, Yue Cao, Jean Yee Hwa Yang
# bioRxiv 2024.05.29.596418; doi: https://doi.org/10.1101/2024.05.29.596418
- 10.1101/2024.05.29.596418
authors:
- name: Xiaoqi Liang
roles: [author, maintainer]
info:
orcid: 0009-0004-9625-1441
github: littlecabiria
- name: Yue Cao
roles: [author]
info:
orcid: 0000-0002-2356-4031
github: ycao6928
- name: Jean Yang
roles: [author]
info:
orcid: 0000-0002-5271-2603
github: jeany21
- name: Robrecht Cannoodt
roles: [contributor]
info:
github: rcannood
orcid: 0000-0003-3641-729X
- name: Sai Nirmayi Yasa
roles: [contributor]
info:
github: sainirmayi
orcid: 0009-0003-6319-9803
links:
issue_tracker: https://github.com/openproblems-bio/task_spatial_simulators/issues
repository: https://github.com/openproblems-bio/task_spatial_simulators
docker_registry: ghcr.io
info:
# image: thumbnail.svg
test_resources:
- type: s3
path: s3://openproblems-data/resources_test/task_spatial_simulators
dest: resources_test
repositories:
- name: openproblems
type: github
repo: openproblems-bio/openproblems
tag: build/main
config_mods: |
.runners[.type == "nextflow"].config.labels := { lowmem : "memory = 20.Gb", midmem : "memory = 50.Gb", highmem : "memory = 100.Gb", lowcpu : "cpus = 5", midcpu : "cpus = 15", highcpu : "cpus = 30", lowtime : "time = 1.h", midtime : "time = 4.h", hightime : "time = 8.h", veryhightime : "time = 24.h" }
.runners[.type == "nextflow"].config.script := "process.errorStrategy = 'ignore'"