RRBSsim
RRBSsim simulates reduced representation bisulfite sequencing (RRBS) data to benchmark methylation read alignment and analysis tools.
Key Features:
- RRBS Data Simulation: Generates bisulfite-converted sequencing reads that replicate CpG methylation patterns and sequencing depth characteristics of RRBS experiments.
- Aligner Performance Benchmarking: Evaluates mapping accuracy at CpG sites, including CpG island (CGI) shores and gene bodies, assessing recall and precision across varying methylation levels.
Scientific Applications:
- Genome-Wide DNA Methylation Analysis: Supports evaluation and optimization of bisulfite read aligners such as bwa-meth and BS-Seeker2 (bowtie2) for single-base resolution methylation studies.
Methodology:
RRBSsim models bisulfite conversion by converting unmethylated cytosines and simulates RRBS reads across reference genomes, enabling empirical assessment of CpG methylation detection and alignment performance in challenging genomic regions.
Topics
Details
- License:
- MIT
- Maturity:
- Mature
- Cost:
- Free of charge
- Tool Type:
- command-line tool
- Operating Systems:
- Linux, Mac
- Programming Languages:
- Python
- Added:
- 8/4/2019
- Last Updated:
- 11/24/2024
Operations
Publications
Sun X, Han Y, Zhou L, Chen E, Lu B, Liu Y, Pan X, Cowley AW, Liang M, Wu Q, Lu Y, Liu P. A comprehensive evaluation of alignment software for reduced representation bisulfite sequencing data. Bioinformatics. 2018;34(16):2715-2723. doi:10.1093/bioinformatics/bty174. PMID:29579198.
PMID: 29579198
Funding: - National Key R&D: 2016YFA0501800, 2016YFC0902700
- National Natural Science Foundation of China: 31401125, 81372514, 81472420, 81572256, 81772766
- American Heart Association: 15SFRN23910002
Documentation
Links
Issue tracker
https://github.com/xwBio/RRBSsim/issues