batchelor (original) (raw)
This is the released version of batchelor; for the devel version, seebatchelor.
Single-Cell Batch Correction Methods
Bioconductor version: Release (3.20)
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 "4.4") 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")
1. Correcting batch effects | HTML | R Script |
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2. Extending methods | HTML | R Script |
Reference Manual | ||
NEWS | Text |
Details
biocViews | BatchEffect, GeneExpression, Normalization, RNASeq, Sequencing, SingleCell, Software, Transcriptomics |
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Version | 1.22.0 |
In Bioconductor since | BioC 3.9 (R-3.6) (5.5 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 |
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Linking To | Rcpp |
Enhances | |
Depends On Me | OSCA.intro, OSCA.workflows |
Imports Me | ChromSCape, mumosa, scMerge, singleCellTK, SCIntRuler |
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.
Source Package | batchelor_1.22.0.tar.gz |
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Windows Binary (x86_64) | batchelor_1.22.0.zip |
macOS Binary (x86_64) | batchelor_1.22.0.tgz |
macOS Binary (arm64) | batchelor_1.22.0.tgz |
Source Repository | git clone https://git.bioconductor.org/packages/batchelor |
Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/batchelor |
Bioc Package Browser | https://code.bioconductor.org/browse/batchelor/ |
Package Short Url | https://bioconductor.org/packages/batchelor/ |
Package Downloads Report | Download Stats |