Metheor
Metheor computes and analyzes DNA methylation heterogeneity from Bismark-aligned bisulfite sequencing reads by leveraging phased CpG methylation states to estimate epigenetic diversity and epigenomic instability across cells.
Key Features:
- Implementation: Implemented in Rust.
- Performance: Reduces execution time by up to 300-fold and memory usage by up to 60-fold compared to existing implementations.
- Comprehensive analysis: Applies multiple measures of DNA methylation heterogeneity by leveraging phased methylation states present in bisulfite sequencing reads rather than relying solely on average CpG methylation levels.
- Scalability: Demonstrated capability across three benchmarking scenarios using simulated bisulfite sequencing datasets to handle extensive genomic analyses.
- Large-scale profiling: Low computational burden enables computation of methylation heterogeneity profiles for large datasets (for example, 928 cancer cell lines) and supports exploration of associations with other omics features.
Scientific Applications:
- Epigenomic heterogeneity profiling: Quantifies diversity of DNA methylation states across or within cells to inform studies of cellular variability.
- Cancer epigenomics: Enables investigation of links between DNA methylation heterogeneity and cancer biology.
- Multi-omics association studies: Supports analysis of associations between methylation heterogeneity and other omics features.
Methodology:
Operates on Bismark-aligned bisulfite sequencing reads, analyzes pairs or groups of CpGs genome-wide using phased methylation states to assess methylation heterogeneity, is implemented in Rust, and was benchmarked using simulated bisulfite sequencing datasets across three scenarios.
Topics
Details
- License:
- GPL-3.0
- Cost:
- Free of charge
- Tool Type:
- command-line tool
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- Other
- Added:
- 8/10/2023
- Last Updated:
- 11/24/2024
Operations
Data Inputs & Outputs
Bisulfite mapping
Publications
Lee D, Koo B, Yang J, Kim S. Metheor: Ultrafast DNA methylation heterogeneity calculation from bisulfite read alignments. PLOS Computational Biology. 2023;19(3):e1010946. doi:10.1371/journal.pcbi.1010946. PMID:36940213. PMCID:PMC10062925.