Bioconductor release scheduled for October 29

anglemania

This is the development version of anglemania; to use it, please install the devel version of Bioconductor.

Feature Extraction for scRNA-seq Dataset Integration


Bioconductor version: Development (3.22)

anglemania extracts genes from multi-batch scRNA-seq experiments for downstream dataset integration. It shows improvement over the conventional usage of highly-variable genes for many integration tasks. We leverage gene-gene correlations that are stable across batches to identify biologically informative genes which are less affected by batch effects. Currently, its main use is for single-cell RNA-seq dataset integration, but it can be applied for other multi-batch downstream analyses such as NMF.

Author: Aaron Kollotzek [aut, cre] ORCID iD ORCID: 0009-0009-7142-4015 , Vedran Franke [aut] ORCID iD ORCID: 0000-0003-3606-6792 , Artem Baranovskii [aut], Altuna Akalin [aut], SFB1588 [fnd] (Funded by the DFG – Deutsche Forschungsgemeinschaft)

Maintainer: Aaron Kollotzek <aaron.kollotzek at mdc-berlin.de>

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

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("anglemania")

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("anglemania")
anglemania tutorial HTML R Script
Reference Manual PDF

Details

biocViews BatchEffect, FeatureExtraction, MultipleComparison, SingleCell, Software
Version 0.99.6
In Bioconductor since BioC 3.22 (R-4.5)
License GPL (>= 3)
Depends R (>= 4.5.0)
Imports bigparallelr, bigstatsr, checkmate, digest, dplyr, Matrix, pbapply, S4Vectors, SingleCellExperiment, stats, SummarizedExperiment, tidyr, withr
System Requirements
URL https://github.com/BIMSBbioinfo/anglemania/
Bug Reports https://github.com/BIMSBbioinfo/anglemania/issues
See More
Suggests batchelor, BiocStyle, bluster, knitr, magick, matrixStats, patchwork, RcppArmadillo, rmarkdown, scater, scran, Seurat, splatter, testthat (>= 3.0.0), UpSetR
Linking To Rcpp, rmio, bigstatsr
Enhances
Depends On Me
Imports Me
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Build Report Build Report

Package Archives

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

Source Package anglemania_0.99.6.tar.gz
Windows Binary (x86_64)
macOS Binary (x86_64)
macOS Binary (arm64)
Source Repository git clone https://git.bioconductor.org/packages/anglemania
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/anglemania
Bioc Package Browser https://code.bioconductor.org/browse/anglemania/
Package Short Url https://bioconductor.org/packages/anglemania/
Package Downloads Report Download Stats