Package: scDesign3 1.5.0
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_1.5.0.tar.gz
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scDesign3_1.5.0.tgz(r-4.4-any)scDesign3_1.5.0.tgz(r-4.3-any)
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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_sce - A SingelCellExperiment object containing both cell type and pseudotime
On BioConductor:scDesign3-1.5.0(bioc 3.21)scDesign3-1.4.0(bioc 3.20)
softwaresinglecellsequencinggeneexpressionspatial
Last updated 23 days agofrom:27eedaa03b. Checks:OK: 3 NOTE: 4. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 31 2024 |
R-4.5-win | NOTE | Oct 31 2024 |
R-4.5-linux | NOTE | Oct 31 2024 |
R-4.4-win | NOTE | Oct 31 2024 |
R-4.4-mac | NOTE | Oct 31 2024 |
R-4.3-win | OK | Oct 31 2024 |
R-4.3-mac | OK | Oct 31 2024 |
Exports:baconstruct_dataextract_parafit_copulafit_marginalgagamlss.bagamlss.gaperform_lrtplot_reduceddimscdesign3simu_newsparse_cov
Dependencies:abindaskpassassertthatBHBiobaseBiocGenericsBiocParallelclicodetoolscolorspacecoopcpp11crayoncurlDelayedArraydplyrfansifarverformatRfutile.loggerfutile.optionsgamlssgamlss.datagamlss.distgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2gluegridExtragtableherehttrIRangesirlbaisobandjsonlitekde1dlabelinglambda.rlatticelifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmclustmgcvmimemunsellmvtnormnlmeopensslpbmcapplypillarpkgconfigpngR6randtoolboxrappdirsRColorBrewerRcppRcppEigenRcppThreadRcppTOMLreticulaterlangrngWELLrprojrootRSpectrarvinecopulibS4ArraysS4VectorsscalesSingleCellExperimentsnowSparseArraysparseMVNSummarizedExperimentsurvivalsystibbletidyselectUCSC.utilsumaputf8vctrsviridisviridisLitewdmwithrXVectorzlibbioc