scMitoMut

Single-cell Mitochondrial Mutation Analysis Tool


Bioconductor version: Release (3.19)

This package is designed for analyzing mitochondrial mutations using single-cell sequencing data, such as scRNASeq and scATACSeq (preferably the latter due to RNA editing issues). It includes functions for mutation filtering and visualization. In the future, the visualization tool will become an independent package. Mutation filtering is performed by fitting a statistical model to account for various sources of noise, including PCR error, sequencing error, mtDNA sampling and/or heteroplasmy dynamics. The model tests whether the observed allele frequency of a locus in a cell can be explained by the noise model. If not, we classify it as a mutation. The input for this analysis is the allele frequency. The noise model consists of three independent models: binomial, binomial-mixture, and beta-binomial models.

Author: Wenjie Sun [cre, aut] , Leila Perie [ctb]

Maintainer: Wenjie Sun <sunwjie at gmail.com>

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

Installation

To install this package, start R (version "4.4") and enter:


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

BiocManager::install("scMitoMut")

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("scMitoMut")
CRC_dataset_demo HTML R Script
Reference Manual PDF
NEWS Text

Details

biocViews Preprocessing, Sequencing, SingleCell, Software
Version 1.0.0
In Bioconductor since BioC 3.19 (R-4.4) (< 6 months)
License Artistic-2.0
Depends R (>= 4.3.0)
Imports data.table, Rcpp, magrittr, plyr, stringr, utils, stats, methods, ggplot2, pheatmap, zlibbioc, RColorBrewer, rhdf5, readr, parallel, grDevices
System Requirements
URL http://github.com/wenjie1991/scMitoMut
Bug Reports https://github.com/wenjie1991/scMitoMut/issues
See More
Suggests testthat (>= 3.0.0), BiocStyle, knitr, rmarkdown, VGAM, R.utils
Linking To Rcpp, RcppArmadillo
Enhances
Depends On Me
Imports Me
Suggests Me
Links To Me
Build Report Build Report

Package Archives

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

Source Package scMitoMut_1.0.0.tar.gz
Windows Binary scMitoMut_1.0.0.zip
macOS Binary (x86_64) scMitoMut_1.0.0.tgz
macOS Binary (arm64) scMitoMut_1.0.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/scMitoMut
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/scMitoMut
Bioc Package Browser https://code.bioconductor.org/browse/scMitoMut/
Package Short Url https://bioconductor.org/packages/scMitoMut/
Package Downloads Report Download Stats