MethylMix

DOI: 10.18129/B9.bioc.MethylMix  

MethylMix: Identifying methylation driven cancer genes

Bioconductor version: Release (3.16)

MethylMix is an algorithm implemented to identify hyper and hypomethylated genes for a disease. MethylMix is based on a beta mixture model to identify methylation states and compares them with the normal DNA methylation state. MethylMix uses a novel statistic, the Differential Methylation value or DM-value defined as the difference of a methylation state with the normal methylation state. Finally, matched gene expression data is used to identify, besides differential, functional methylation states by focusing on methylation changes that effect gene expression. References: Gevaert 0. MethylMix: an R package for identifying DNA methylation-driven genes. Bioinformatics (Oxford, England). 2015;31(11):1839-41. doi:10.1093/bioinformatics/btv020. Gevaert O, Tibshirani R, Plevritis SK. Pancancer analysis of DNA methylation-driven genes using MethylMix. Genome Biology. 2015;16(1):17. doi:10.1186/s13059-014-0579-8.

Author: Olivier Gevaert

Maintainer: Olivier Gevaert <olivier.gevaert at gmail.com>

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

Installation

To install this package, start R (version "4.2") and enter:

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

BiocManager::install("MethylMix")

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("MethylMix")

 

HTML R Script MethylMix
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Details

biocViews DNAMethylation, DifferentialExpression, DifferentialMethylation, GeneExpression, GeneRegulation, MethylationArray, Network, Pathways, Software, StatisticalMethod
Version 2.28.0
In Bioconductor since BioC 3.0 (R-3.1) (8.5 years)
License GPL-2
Depends R (>= 3.2.0)
Imports foreach, RPMM, RColorBrewer, ggplot2, RCurl, impute, data.table, limma, R.matlab, digest
LinkingTo
Suggests BiocStyle, doParallel, testthat, knitr, rmarkdown
SystemRequirements
Enhances
URL
Depends On Me
Imports Me
Suggests Me
Links To Me
Build Report  

Package Archives

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

Source Package MethylMix_2.28.0.tar.gz
Windows Binary MethylMix_2.28.0.zip (64-bit only)
macOS Binary (x86_64) MethylMix_2.28.0.tgz
macOS Binary (arm64) MethylMix_2.28.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/MethylMix
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/MethylMix
Bioc Package Browser https://code.bioconductor.org/browse/MethylMix/
Package Short Url https://bioconductor.org/packages/MethylMix/
Package Downloads Report Download Stats

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