wg-blimp
wg-blimp analyzes whole-genome bisulfite sequencing (WGBS) data to call methylated cytosines, detect differentially methylated regions (DMRs), and segment the methylome for epigenetic studies.
Key Features:
- End-to-End Pipeline: Performs a complete WGBS analysis workflow starting from raw sequencing data and a reference genome.
- Alignment: Aligns bisulfite-treated reads to a reference genome for downstream methylation analysis.
- Quality Control (QC): Executes QC steps to assess and ensure data quality during processing.
- Methylation Calling: Calls methylated cytosines across the genome from aligned bisulfite reads.
- Detection of Differentially Methylated Regions (DMRs): Identifies genomic regions with significant methylation differences between conditions or samples.
- Methylome Segmentation: Segments the genome into regions based on methylation patterning.
- Comprehensive Analysis Workflow: Integrates alignment, QC, methylation calling, DMR detection, and segmentation to produce consistent analytical outputs.
Scientific Applications:
- Epigenetic research: Enables genome-wide characterization of DNA methylation patterns from WGBS data.
- Gene regulation studies: Supports identification of methylation changes relevant to transcriptional regulation via DMR detection.
- Developmental biology: Facilitates analysis of methylation dynamics during development, including embryonic stem cells.
- Disease mechanism investigation: Assists in detecting epigenetic alterations associated with disease mechanisms.
- Cross-platform robustness assessment: Applicable to comparisons across different reference genomes and sequencing techniques.
Methodology:
Requires raw sequencing data and a reference genome and sequentially performs alignment of bisulfite-treated reads, quality control, methylation calling, DMR detection, and methylome segmentation.
Topics
Details
- License:
- AGPL-3.0
- Programming Languages:
- R, Python
- Added:
- 1/14/2020
- Last Updated:
- 11/24/2024
Operations
Data Inputs & Outputs
Bisulfite mapping
Publications
Wöste M, Leitão E, Laurentino S, Horsthemke B, Rahmann S, Schröder C. wg-blimp: an end-to-end analysis pipeline for whole genome bisulfite sequencing data. BMC Bioinformatics. 2020;21(1). doi:10.1186/s12859-020-3470-5. PMID:32357829. PMCID:PMC7195798.
PMID: 32357829
PMCID: PMC7195798
Funding: - Deutsche Forschungsgemeinschaft: GR 1547/19-1, HO 949/23-1, TU 298/5-1
- Bundesministerium für Bildung und Forschung: 01KU1216