DMRscaler
DMRscaler identifies differential DNA methylation regions (DMRs) across epigenetic scales, detecting changes from single basepair modifications to multi-megabase and chromosome-scale features to map epigenetic dysregulation.
Key Features:
- Scale-Aware Detection: Employs an iterative windowing procedure to capture DMRs across a continuum of sizes, from ~100 base pairs up to 152 megabases, including chromosome-scale features on the X chromosome.
- Iterative Windowing Procedure: Uses successive window sizes to aggregate CpG-level signals for detection of DMRs spanning disparate genomic scales.
- Benchmarking and Accuracy: Demonstrated high concordance in comparative analyses with simulated and natural datasets (including XX vs XY peripheral blood samples), yielding a Pearson correlation coefficient of 0.94 for DMRs sized 100 bp–1 Mb.
- Novel Region Identification: Detects DMRs in cohorts with mutations in chromatin modifier genes such as NSD1, EZH2, and KAT6A, identifying multi-gene clusters implicated in developmental processes.
- Co-regulated Region Detection: Identifies co-regulated genomic regions that may drive coordinated epigenetic changes.
Scientific Applications:
- Epigenetic dysregulation in human disease: Mapping DMRs across scales to study altered DNA methylation patterns associated with disease states.
- Rare genetic syndromes with disrupted chromatin function: Analyzing methylation changes in cohorts carrying mutations in NSD1, EZH2, and KAT6A.
- Discovery of co-regulated regions and candidate targets: Identifying multi-gene and chromosome-scale methylation changes that inform mechanisms and potential therapeutic targets.
Methodology:
Uses an iterative windowing procedure to scan multiple window sizes for DMR detection and was benchmarked on simulated and natural datasets (including XX vs XY peripheral blood samples), reporting a Pearson correlation of 0.94 for 100 bp–1 Mb DMRs.
Topics
Details
- License:
- MIT
- Cost:
- Free of charge
- Tool Type:
- library
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- R
- Added:
- 11/2/2022
- Last Updated:
- 11/24/2024
Operations
Publications
Bondhus L, Wei A, Arboleda VA. DMRscaler: a scale-aware method to identify regions of differential DNA methylation spanning basepair to multi-megabase features. BMC Bioinformatics. 2022;23(1). doi:10.1186/s12859-022-04899-1. PMID:36064314. PMCID:PMC9447346.