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.

PMID: 36064314
PMCID: PMC9447346
Funding: - NIH Office of the Director: DP5OD024579 - National Human Genome Research Institute: T32HG002536 - National Institutes of Health-National Cancer Institute: T32LM012424

Documentation

Links