zinbwave

This package is for version 3.6 of Bioconductor; for the stable, up-to-date release version, see zinbwave.

Zero-Inflated Negative Binomial Model for RNA-Seq Data


Bioconductor version: 3.6

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.

Author: Davide Risso [aut, cre, cph], Svetlana Gribkova [aut], Fanny Perraudeau [aut], Jean-Philippe Vert [aut]

Maintainer: Davide Risso <risso.davide at gmail.com>

Citation (from within R, enter citation("zinbwave")):

Installation

To install this package, start R (version "3.4") and enter:


if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("zinbwave")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

Reference Manual PDF
NEWS Text

Details

biocViews DimensionReduction, GeneExpression, RNASeq, Sequencing, SingleCell, Software, Transcriptomics
Version 1.0.0
In Bioconductor since BioC 3.6 (R-3.4) (6.5 years)
License Artistic-2.0
Depends R (>= 3.4), methods, SummarizedExperiment, SingleCellExperiment
Imports copula, glmnet, BiocParallel, softImpute, stats, genefilter, edgeR
System Requirements
URL
Bug Reports https://github.com/drisso/zinbwave/issues
See More
Suggests knitr, rmarkdown, testthat, matrixStats, magrittr, scRNAseq, ggplot2, biomaRt, BiocStyle, Rtsne
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Package Archives

Follow Installation instructions to use this package in your R session.

Source Package zinbwave_1.0.0.tar.gz
Windows Binary zinbwave_1.0.0.zip
Mac OS X 10.11 (El Capitan) zinbwave_1.0.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/zinbwave
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/zinbwave
Package Short Url https://bioconductor.org/packages/zinbwave/
Package Downloads Report Download Stats
Old Source Packages for BioC 3.6 Source Archive