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DESCRIPTION
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Package: zinbwave
Type: Package
Title: Zero-Inflated Negative Binomial Model for RNA-Seq Data
Version: 1.9.1
Authors@R:
c(person("Davide","Risso", role=c("aut","cre", "cph"),
email="[email protected]" ),
person("Svetlana","Gribkova", role="aut",
email="[email protected]"),
person("Fanny", "Perraudeau", role="aut",
email="[email protected]"),
person("Jean-Philippe", "Vert", role="aut",
email="[email protected]"),
person("Clara", "Bagatin", role="aut",
email="[email protected]"))
Description:
Implements a general and flexible zero-inflated negative binomial model that
can be used to provide a low-dimensional representations of single-cell
RNA-seq data. The model accounts for zero inflation (dropouts),
over-dispersion, and the count nature of the data. The model also
accounts for the difference in library sizes and optionally for batch effects
and/or other covariates, avoiding the need for pre-normalize the data.
License: Artistic-2.0
Depends:
R (>= 3.4),
methods,
SummarizedExperiment,
SingleCellExperiment
Imports:
BiocParallel,
softImpute,
stats,
genefilter,
edgeR,
Matrix
Suggests:
knitr,
rmarkdown,
testthat,
matrixStats,
magrittr,
scRNAseq,
ggplot2,
biomaRt,
BiocStyle,
Rtsne,
DESeq2,
Seurat
VignetteBuilder: knitr
LazyData: TRUE
RoxygenNote: 6.1.1
biocViews: ImmunoOncology,
DimensionReduction,
GeneExpression,
RNASeq,
Software,
Transcriptomics,
Sequencing,
SingleCell
BugReports: https://github.com/drisso/zinbwave/issues