MethylStar
MethylStar preprocesses whole-genome bisulfite sequencing (WGBS) data for high-resolution DNA methylation analysis.
Key Features:
- Integrated preprocessing: Integrates read trimming, alignment, and methylation state calling within a single pipeline.
- Parallelization: Implements a highly parallelized processing environment to scale across large WGBS datasets.
- Automatic error detection: Performs automatic error detection during processing to enhance robustness.
- Computational resource management: Manages computational resources to optimize speed and memory usage.
- Data type support: Supports both bulk and single-cell (de-multiplexed) WGBS data.
- Cross-species applicability: Applicable to organisms such as humans, maize, and Arabidopsis thaliana.
- Performance: Demonstrates favorable speed and memory efficiency compared to existing WGBS preprocessing pipelines.
Scientific Applications:
- DNA methylation profiling: High-resolution profiling of cytosine methylation from WGBS datasets.
- Large-scale WGBS studies: Processing and preprocessing of large-scale WGBS datasets for population or comparative epigenomics.
- Single-cell epigenomics: Preprocessing de-multiplexed single-cell WGBS data for single-cell methylome analyses.
- Comparative methylome analysis: Cross-species methylome comparisons including human, maize, and Arabidopsis thaliana samples.
Methodology:
Performs read trimming, alignment, and methylation state calling within a highly parallelized framework with automatic error detection and computational resource management, and supports processing of bulk and de-multiplexed single-cell WGBS data.
Topics
Details
- License:
- GPL-3.0
- Tool Type:
- command-line tool
- Programming Languages:
- Python, Shell, R
- Added:
- 1/18/2021
- Last Updated:
- 2/22/2021
Operations
Publications
Shahryary Y, Hazarika RR, Johannes F. MethylStar: A fast and robust pre-processing pipeline for bulk or single-cell whole-genome bisulfite sequencing data. BMC Genomics. 2020;21(1). doi:10.1186/s12864-020-06886-3. PMID:32660416. PMCID:PMC7359584.
Documentation
Downloads
- Software packagehttp://jlabdata.org/methylstar.tar.gz