Package: scDesign3 1.5.0

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]

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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_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

7.34 score 88 stars 25 scripts 174 downloads 13 exports 94 dependencies

Last updated 4 months agofrom:27eedaa03b. Checks:3 OK, 5 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 29 2025
R-4.5-winNOTEJan 29 2025
R-4.5-macNOTEJan 29 2025
R-4.5-linuxNOTEJan 29 2025
R-4.4-winNOTEJan 29 2025
R-4.4-macNOTEJan 29 2025
R-4.3-winOKJan 29 2025
R-4.3-macOKJan 29 2025

Exports:baconstruct_dataextract_parafit_copulafit_marginalgagamlss.bagamlss.gaperform_lrtplot_reduceddimscdesign3simu_newsparse_cov

Dependencies:abindaskpassassertthatBHBiobaseBiocGenericsBiocParallelclicodetoolscolorspacecoopcpp11crayoncurlDelayedArraydplyrfansifarverformatRfutile.loggerfutile.optionsgamlssgamlss.datagamlss.distgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2gluegridExtragtableherehttrIRangesirlbaisobandjsonlitekde1dlabelinglambda.rlatticelifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmclustmgcvmimemunsellmvtnormnlmeopensslpbmcapplypillarpkgconfigpngR6randtoolboxrappdirsRColorBrewerRcppRcppEigenRcppThreadRcppTOMLreticulaterlangrngWELLrprojrootRSpectrarvinecopulibS4ArraysS4VectorsscalesSingleCellExperimentsnowSparseArraysparseMVNSummarizedExperimentsurvivalsystibbletidyselectUCSC.utilsumaputf8vctrsviridisviridisLitewdmwithrXVector

scDesign3 Quickstart

Rendered fromscDesign3.Rmdusingknitr::rmarkdownon Jan 29 2025.

Last update: 2023-09-16
Started: 2022-07-04