batchelor
This package is for version 3.9 of Bioconductor; for the stable, up-to-date release version, see batchelor.
Single-Cell Batch Correction Methods
Bioconductor version: 3.9
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 a simple sparsity-preserving translation of the population means. Functions are also provided for 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 different batches.
Author: Aaron Lun [aut, cre]
Maintainer: Aaron Lun <infinite.monkeys.with.keyboards at gmail.com>
citation("batchelor")):
Installation
To install this package, start R (version "3.6") 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 |
| 2. Extending methods | HTML | R Script |
| Reference Manual |
Details
| biocViews | BatchEffect, GeneExpression, Normalization, RNASeq, Sequencing, SingleCell, Software, Transcriptomics |
| Version | 1.0.1 |
| In Bioconductor since | BioC 3.9 (R-3.6) (5 years) |
| License | GPL-3 |
| Depends | SingleCellExperiment |
| Imports | SummarizedExperiment, S4Vectors, BiocGenerics, Rcpp, stats, methods, BiocNeighbors, BiocSingular, Matrix, DelayedArray, DelayedMatrixStats, scater, BiocParallel |
| System Requirements | C++11 |
| URL |
See More
| Suggests | testthat, BiocStyle, knitr, beachmat, scRNAseq |
| Linking To | Rcpp, beachmat |
| Enhances | |
| Depends On Me | |
| Imports Me | |
| Suggests Me | simpleSingleCell |
| Links To Me | |
| Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
| Source Package | batchelor_1.0.1.tar.gz |
| Windows Binary | batchelor_1.0.1.zip (32- & 64-bit) |
| Mac OS X 10.11 (El Capitan) | batchelor_1.0.1.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 |
| Old Source Packages for BioC 3.9 | Source Archive |