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Bioconductor - batchelor

batchelor

This is the released version of batchelor; for the devel version, see batchelor.

Single-Cell Batch Correction Methods

Bioconductor version: Release (3.21)

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, enter citation("batchelor")): Installation

To install this package, start R (version "4.5") and enter:


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

BiocManager::install("batchelor")

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

Documentation

To 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 1.24.0 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, ChromSCape, mumosa, scMerge, singleCellTK, 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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