GeneDMRs
GeneDMRs computes gene-based differentially methylated regions from NGS-based methylome data to quantify methylation across genes, gene bodies, promoters, exons, introns, CpG islands and their overlapping regions and to assess methylation effects on gene transcription.
Key Features:
- Comprehensive Methylation Analysis: Calculates methylation rates across genes, promoters, exons, introns, CpG islands, CpG island shores, and their overlapping regions.
- Differential Methylation Detection: Identifies differentially methylated regions and differentially methylated genes (DMG) based on genes, gene bodies, CpG islands, and their interactions.
- NGS Integration: Operates on NGS-based methylome data to support high-throughput methylation analyses.
- RRBS Case Study: Has been applied to reduced representation bisulfite sequencing (RRBS) data, including the public mouse dataset GSE62392, to reveal biologically significant methylation patterns.
Scientific Applications:
- Epigenetic Research: Investigate how differential methylation across genes and regulatory elements affects gene regulation.
- Disease Studies: Explore methylation changes associated with diseases to identify potential biomarkers or therapeutic targets.
- Developmental Biology: Study methylation dynamics during development and their impact on gene expression.
Methodology:
Calculates methylation rates for specified genomic regions and identifies differentially methylated regions based on genes (DMG), gene bodies, CpG islands, and their interactions.
Topics
Details
- License:
- LGPL-3.0
- Tool Type:
- library
- Programming Languages:
- R
- Added:
- 1/18/2021
- Last Updated:
- 1/22/2021
Operations
Publications
Wang X, Hao D, Kadarmideen HN. GeneDMRs: an R package for Gene-based Differentially Methylated Regions analysis. Unknown Journal. 2020. doi:10.1101/2020.04.11.037168.