Package: scDesign3 1.9.0

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]

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scDesign3.pdf |scDesign3.html
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:scDesign3-1.9.0(bioc 3.23)scDesign3-1.8.0(bioc 3.22)

softwaresinglecellsequencinggeneexpressionspatial

8.47 score 116 stars 1 packages 71 scripts 314 downloads 13 exports 79 dependencies

Last updated from:f87307f9e8. Checks:1 WARNING, 7 NOTE, 2 OK. Indexed: yes.

TargetResultTimeFilesSyslog
bioc-checksWARNING172
linux-devel-x86_64NOTE287
source / vignettesOK298
linux-release-x86_64NOTE348
macos-release-arm64NOTE177
macos-oldrel-arm64NOTE124
windows-develNOTE313
windows-releaseNOTE329
windows-oldrelNOTE328
wasm-releaseOK155

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 Apr 04 2026.

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