BPRMeth

This package is for version 3.6 of Bioconductor; for the stable, up-to-date release version, see BPRMeth.

Model higher-order methylation profiles


Bioconductor version: 3.6

BPRMeth package uses the Binomial Probit Regression likelihood to model methylation profiles and extract higher order features. These features quantitate precisely notions of shape of a methylation profile. Using these higher order features across promoter-proximal regions, we construct a powerful predictor of gene expression. Also, these features are used to cluster proximal-promoter regions using the EM algorithm.

Author: Chantriolnt-Andreas Kapourani [aut, cre]

Maintainer: Chantriolnt-Andreas Kapourani <kapouranis.andreas at gmail.com>

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

Installation

To install this package, start R (version "3.4") and enter:


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

BiocManager::install("BPRMeth")

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("BPRMeth")
An Introduction to the BPR method PDF R Script
Reference Manual PDF
NEWS Text

Details

biocViews Bayesian, Clustering, Coverage, DNAMethylation, Epigenetics, FeatureExtraction, GeneExpression, GeneRegulation, Genetics, KEGG, RNASeq, Regression, Sequencing, Software
Version 1.4.0
In Bioconductor since BioC 3.4 (R-3.3) (7.5 years)
License GPL-3
Depends R (>= 3.3.0), GenomicRanges
Imports assertthat, methods, MASS, doParallel, parallel, e1071, earth, foreach, randomForest, stats, IRanges, S4Vectors, data.table, graphics
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Suggests testthat, knitr, rmarkdown, BiocStyle
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Package Archives

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

Source Package BPRMeth_1.4.0.tar.gz
Windows Binary BPRMeth_1.4.0.zip
Mac OS X 10.11 (El Capitan) BPRMeth_1.4.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/BPRMeth
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/BPRMeth
Package Short Url https://bioconductor.org/packages/BPRMeth/
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Old Source Packages for BioC 3.6 Source Archive