Package: scDDboost 1.15.0

Xiuyu Ma

scDDboost: A compositional model to assess expression changes from single-cell rna-seq data

scDDboost is an R package to analyze changes in the distribution of single-cell expression data between two experimental conditions. Compared to other methods that assess differential expression, scDDboost benefits uniquely from information conveyed by the clustering of cells into cellular subtypes. Through a novel empirical Bayesian formulation it calculates gene-specific posterior probabilities that the marginal expression distribution is the same (or different) between the two conditions. The implementation in scDDboost treats gene-level expression data within each condition as a mixture of negative binomial distributions.

Authors:Xiuyu Ma [cre, aut], Michael A. Newton [ctb]

scDDboost_1.15.0.tar.gz
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manual.pdf |manual.html
card.svg |card.png
scDDboost/json (API)

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

Bug tracker:https://github.com/wiscstatman/scddboost/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:

On BioConductor:scDDboost-1.15.0(bioc 3.24)scDDboost-1.14.0(bioc 3.23)

singlecellsoftwareclusteringsequencinggeneexpressiondifferentialexpressionbayesiancpp

4.38 score 24 scripts 342 downloads 7 exports 72 dependencies

Last updated from:37a401676a. Checks:1 WARNING, 8 NOTE, 5 OK. Indexed: yes.

TargetResultTimeFilesSyslog
bioc-checksWARNING200
linux-devel-arm64NOTE373
linux-devel-x86_64NOTE353
source / vignettesOK315
linux-release-arm64NOTE330
linux-release-x86_64NOTE362
macos-release-arm64NOTE212
macos-release-x86_64NOTE526
macos-oldrel-arm64NOTE282
macos-oldrel-x86_64NOTE556
windows-develOK495
windows-releaseOK383
windows-oldrelOK391
wasm-releaseOK160

Exports:calDdetKextractInfogetDDgetSizeofDDpatpdd

Dependencies:abindBHBiobaseBiocGenericsBiocParallelbitopsblockmodelingbriocallrcaToolscliclustercodetoolscpp11crayonDelayedArraydescdiffobjEBSeqevaluatefarverformatRfsfutile.loggerfutile.optionsgenericsGenomicRangesggplot2gluegplotsgtablegtoolsIRangesisobandjsonliteKernSmoothlabelinglambda.rlatticelifecyclemagrittrMatrixMatrixGenericsmatrixStatsmclustOscopepkgbuildpkgloadpraiseprocessxpsR6RColorBrewerRcppRcppEigenrlangrprojrootS4ArraysS4VectorsS7scalesSeqinfoSingleCellExperimentsnowSparseArraySummarizedExperimenttestthatvctrsviridisLitewaldowithrXVector

scDDboost

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Last update: 2022-05-29
Started: 2021-09-08