This is the development version of batchelor; for the stable release version, see batchelor.
Single-Cell Batch Correction MethodsBioconductor version: Development (3.22)
Implements a variety of methods for batch correction of single-cell (RNA sequencing) data. This includes methods based on detecting mutually nearest neighbors, as well as several efficient variants of linear regression of the log-expression values. Functions are also provided to perform global rescaling to remove differences in depth between batches, and to perform a principal components analysis that is robust to differences in the numbers of cells across batches.
Author: Aaron Lun [aut, cre], Laleh Haghverdi [ctb]
Maintainer: Aaron Lun <infinite.monkeys.with.keyboards at gmail.com>
Citation (from within R, entercitation("batchelor")
): Installation
To install this package, start R (version "4.5") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
# The following initializes usage of Bioc devel
BiocManager::install(version='devel')
BiocManager::install("batchelor")
For older versions of R, please refer to the appropriate Bioconductor release.
DocumentationTo view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("batchelor")
Details biocViews BatchEffect, GeneExpression, Normalization, RNASeq, Sequencing, SingleCell, Software, Transcriptomics Version 1.25.0 In Bioconductor since BioC 3.9 (R-3.6) (6 years) License GPL-3 Depends SingleCellExperiment Imports SummarizedExperiment, S4Vectors, BiocGenerics, Rcpp, stats, methods, utils, igraph, BiocNeighbors, BiocSingular, Matrix, SparseArray, DelayedArray(>= 0.31.5), DelayedMatrixStats, BiocParallel, scuttle, ResidualMatrix, ScaledMatrix, beachmat System Requirements C++11 URL See More Suggests testthat, BiocStyle, knitr, rmarkdown, scran, scater, bluster, scRNAseq Linking To Rcpp Enhances Depends On Me OSCA.advanced, OSCA.intro, OSCA.multisample, OSCA.workflows Imports Me chevreulProcess, mumosa, scMerge, SCIntRuler, scPipeline Suggests Me TSCAN, Canek, RaceID Links To Me Build Report Build Report Package Archives
Follow Installation instructions to use this package in your R session.
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