Package: scDesign3 1.9.0
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:
scDesign3_1.9.0.tar.gz
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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
- 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
Last updated from:f87307f9e8. Checks:1 WARNING, 7 NOTE, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | WARNING | 172 | ||
| linux-devel-x86_64 | NOTE | 287 | ||
| source / vignettes | OK | 298 | ||
| linux-release-x86_64 | NOTE | 348 | ||
| macos-release-arm64 | NOTE | 177 | ||
| macos-oldrel-arm64 | NOTE | 124 | ||
| windows-devel | NOTE | 313 | ||
| windows-release | NOTE | 329 | ||
| windows-oldrel | NOTE | 328 | ||
| wasm-release | OK | 155 |
Exports:baconstruct_dataextract_parafit_copulafit_marginalgagamlss.bagamlss.gaperform_lrtplot_reduceddimscdesign3simu_newsparse_cov
Dependencies:abindaskpassBHBiobaseBiocGenericsBiocParallelclicodetoolscoopcpp11DelayedArraydplyrfarverformatRfutile.loggerfutile.optionsgamlssgamlss.datagamlss.distgenericsGenomicRangesggplot2gluegridExtragtablehereIRangesirlbaisobandjsonlitelabelinglambda.rlatticelifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmclustmgcvmvtnormnlmeopensslpbmcapplypillarpkgconfigpngR6rappdirsRColorBrewerRcppRcppEigenRcppTOMLreticulaterlangrprojrootRSpectraS4ArraysS4VectorsS7scalesSeqinfoSingleCellExperimentsnowSparseArraysparseMVNSummarizedExperimentsurvivalsystibbletidyselectumaputf8vctrsviridisviridisLitewithrXVector
