methodical
Discovering genomic regions where methylation is strongly associated with transcriptional activity
Bioconductor version: 3.23 · Package version: 1.8.0
DNA methylation is generally considered to be associated with transcriptional silencing. However, comprehensive, genome-wide investigation of this relationship requires the evaluation of potentially millions of correlation values between the methylation of individual genomic loci and expression of associated transcripts in a relatively large numbers of samples. Methodical makes this process quick and easy while keeping a low memory footprint. It also provides a novel method for identifying regions where a number of methylation sites are consistently strongly associated with transcriptional expression. In addition, Methodical enables housing DNA methylation data from diverse sources (e.g. WGBS, RRBS and methylation arrays) with a common framework, lifting over DNA methylation data between different genome builds and creating base-resolution plots of the association between DNA methylation and transcriptional activity at transcriptional start sites.
Installation
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("methodical") Details
| Maintainer | Richard Heery <richardheery@gmail.com> |
| Author | Richard Heery [aut, cre] (ORCID: <https://orcid.org/0000-0001-8067-3114>) |
| License | GPL (>= 3) |
| URL | https://github.com/richardheery/methodical |
| Bug Reports | https://github.com/richardheery/methodical/issues |
| Downloads rank | 177 |
| Source branch | RELEASE_3_23 |
| biocViews | DNAMethylation, GenomeWideAssociation, MethylationArray, Software, Transcription |
Download
Dependencies
Depends: GenomicRanges, ggplot2, R (>= 4.0), SummarizedExperiment
Imports: AnnotationHub, BiocCheck, BiocManager, BiocParallel, BiocStyle, Biostrings, BSgenome, bsseq, cowplot, data.table, DelayedArray, devtools, dplyr, ExperimentHub, foreach, GenomeInfoDb, HDF5Array, IRanges, knitr, MatrixGenerics, R.utils, rcmdcheck, RcppRoll, remotes, rhdf5, rtracklayer, S4Vectors, scales, tibble, tidyr, tools, TumourMethData, usethis
Suggests: rmarkdown