Package: scDesign3 1.11.0

Dongyuan Song

scDesign3: A unified framework of realistic in silico data generation and statistical model inference for single-cell and spatial omics

We present a statistical simulator, scDesign3, to generate realistic single-cell and spatial omics data, including various cell states, experimental designs, and feature modalities, by learning interpretable parameters from real data. Using a unified probabilistic model for single-cell and spatial omics data, scDesign3 infers biologically meaningful parameters; assesses the goodness-of-fit of inferred cell clusters, trajectories, and spatial locations; and generates in silico negative and positive controls for benchmarking computational tools.

Authors:Dongyuan Song [aut, cre], Qingyang Wang [aut], Chenxin Jiang [aut]

scDesign3_1.11.0.tar.gz
scDesign3_1.11.0.zip(r-4.7)scDesign3_1.11.0.zip(r-4.6)scDesign3_1.11.0.zip(r-4.5)
scDesign3_1.11.0.tgz(r-4.6-any)scDesign3_1.11.0.tgz(r-4.5-any)
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scDesign3_1.11.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
scDesign3/json (API)
NEWS

# Install 'scDesign3' in R:
install.packages('scDesign3', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/songdongyuan1994/scdesign3/issues

Datasets:
  • example_count - A sparse matrix with example data
  • example_sce - A SingleCellExperiment object containing both cell type and pseudotime
  • pseudotime - A numeric vector of pseudotime values

On BioConductor:scDesign3-1.11.0(bioc 3.24)scDesign3-1.10.0(bioc 3.23)

softwaresinglecellsequencinggeneexpressionspatial

8.59 score 121 stars 1 packages 71 scripts 316 downloads 13 exports 79 dependencies

Last updated from:61b5ba54de. Checks:1 WARNING, 7 NOTE, 2 OK. Indexed: yes.

TargetResultTimeFilesSyslog
bioc-checksWARNING149
linux-devel-x86_64NOTE280
source / vignettesOK262
linux-release-x86_64NOTE288
macos-release-arm64NOTE137
macos-oldrel-arm64NOTE143
windows-develNOTE646
windows-releaseNOTE284
windows-oldrelNOTE570
wasm-releaseOK148

Exports:baconstruct_dataextract_parafit_copulafit_marginalgagamlss.bagamlss.gaperform_lrtplot_reduceddimscdesign3simu_newsparse_cov

Dependencies:abindaskpassBHBiobaseBiocGenericsBiocParallelclicodetoolscoopcpp11DelayedArraydplyrfarverformatRfutile.loggerfutile.optionsgamlssgamlss.datagamlss.distgenericsGenomicRangesggplot2gluegridExtragtablehereIRangesirlbaisobandjsonlitelabelinglambda.rlatticelifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmclustmgcvmvtnormnlmeopensslpbmcapplypillarpkgconfigpngR6rappdirsRColorBrewerRcppRcppEigenRcppTOMLreticulaterlangrprojrootRSpectraS4ArraysS4VectorsS7scalesSeqinfoSingleCellExperimentsnowSparseArraysparseMVNSummarizedExperimentsurvivalsystibbletidyselectumaputf8vctrsviridisviridisLitewithrXVector

scDesign3 Quickstart

Rendered fromscDesign3.Rmdusingknitr::rmarkdownon May 30 2026.

Last update: 2025-09-23
Started: 2022-07-04