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SOMNiBUS

Smooth modeling of bisulfite sequencing

Bioconductor version: 3.23 · Package version: 1.20.0

This package aims to analyse count-based methylation data on predefined genomic regions, such as those obtained by targeted sequencing, and thus to identify differentially methylated regions (DMRs) that are associated with phenotypes or traits. The method is built a rich flexible model that allows for the effects, on the methylation levels, of multiple covariates to vary smoothly along genomic regions. At the same time, this method also allows for sequencing errors and can adjust for variability in cell type mixture.

Installation

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

BiocManager::install("SOMNiBUS")

Details

MaintainerKathleen Klein <kathleen.klein@mail.mcgill.ca>
AuthorKaiqiong Zhao [aut], Kathleen Klein [cre], Audrey Lemaçon [ctb, ctr], Simon Laurin-Lemay [ctb, ctr], My Intelligent Machines Inc. [ctr], Celia Greenwood [ths, aut]
LicenseMIT + file LICENSE
URLhttps://github.com/kaiqiong/SOMNiBUS
Bug Reportshttps://github.com/kaiqiong/SOMNiBUS/issues
Downloads rank228
Source branchRELEASE_3_23
biocViewsDNAMethylation, DifferentialMethylation, Epigenetics, FunctionalPrediction, Regression, Sequencing, Software

Documentation

Download

Dependencies

Depends: R (>= 4.1.0)

Imports: Matrix, mgcv, stats, VGAM, IRanges, GenomeInfoDb, GenomicRanges, rtracklayer, S4Vectors, BiocManager, annotatr, yaml, utils, bsseq, reshape2, data.table, ggplot2, tidyr

Suggests: BiocStyle, covr, devtools, dplyr, knitr, magick, rmarkdown, testthat, TxDb.Hsapiens.UCSC.hg38.knownGene, TxDb.Hsapiens.UCSC.hg19.knownGene, org.Hs.eg.db