msgbsR
msgbsR analyzes methylation-sensitive restriction enzyme sequencing data (MRE-seq), including genotyping-by-sequencing (GBS) and RAD-seq, to identify and quantify DNA methylation signals from BAM alignments using read-coverage-based metrics for differential methylation analysis.
Key Features:
- Methylation-sensitive enzyme analysis: Tailored for experiments using methylation-sensitive restriction enzymes and applicable to MRE-seq workflows combined with GBS or RAD-seq.
- Alignment file processing (BAM): Parses BAM alignment files to identify and quantify read counts at putative methylation-sensitive restriction sites.
- Enzyme cut-site verification: Verifies that observed restriction enzyme cut sites match the expected recognition sequences for individual enzymes.
- Read-coverage-based methylation assessment: Assesses DNA methylation using read coverage (analogous to RNA-seq count-based approaches) rather than proportion-based methylation measures.
- Population- and large-genome support: Enables differential methylation analysis across large populations and genomes with high genetic diversity.
- R package implementation: Implemented as an R package to perform the described computational analyses.
Scientific Applications:
- Epigenetic studies: Analysis of DNA methylation dynamics and locus-specific methylation patterns from restriction enzyme sequencing assays.
- Population genetics: Population-scale differential methylation analysis across many individuals and genetically diverse species.
- Comparative genomics: Comparative examination of methylation patterns across genomes or populations, including unannotated genomic regions.
- Gene regulation and environmental studies: Investigation of methylation-linked regulation related to development, gene expression, and environmental effects.
Methodology:
Parses BAM alignments to count reads at restriction enzyme cut sites, verifies recognition sequences for enzymes, and uses read-coverage-based quantification (analogous to RNA-seq counts) to support differential methylation analysis of MRE-seq/GBS/RAD-seq data.
Topics
Details
- License:
- GPL-2.0
- Tool Type:
- library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 7/12/2018
- Last Updated:
- 11/25/2024
Operations
Publications
Mayne BT, Leemaqz SY, Buckberry S, Rodriguez Lopez CM, Roberts CT, Bianco-Miotto T, Breen J. msgbsR: An R package for analysing methylation-sensitive restriction enzyme sequencing data. Scientific Reports. 2018;8(1). doi:10.1038/s41598-018-19655-w. PMID:29391490. PMCID:PMC5794748.