MethylStar: A fast and robust pre-processing pipeline for bulk or single-cell whole-genome bisulfite sequencing data

BMC Genomics. 2020 Jul 13;21(1):479. doi: 10.1186/s12864-020-06886-3.

Abstract

Background: Whole-Genome Bisulfite Sequencing (WGBS) is a Next Generation Sequencing (NGS) technique for measuring DNA methylation at base resolution. Continuing drops in sequencing costs are beginning to enable high-throughput surveys of DNA methylation in large samples of individuals and/or single cells. These surveys can easily generate hundreds or even thousands of WGBS datasets in a single study. The efficient pre-processing of these large amounts of data poses major computational challenges and creates unnecessary bottlenecks for downstream analysis and biological interpretation.

Results: To offer an efficient analysis solution, we present MethylStar, a fast, stable and flexible pre-processing pipeline for WGBS data. MethylStar integrates well-established tools for read trimming, alignment and methylation state calling in a highly parallelized environment, manages computational resources and performs automatic error detection. MethylStar offers easy installation through a dockerized container with all preloaded dependencies and also features a user-friendly interface designed for experts/non-experts. Application of MethylStar to WGBS from Human, Maize and A. thaliana shows favorable performance in terms of speed and memory requirements compared with existing pipelines.

Conclusions: MethylStar is a fast, stable and flexible pipeline for high-throughput pre-processing of bulk or single-cell WGBS data. Its easy installation and user-friendly interface should make it a useful resource for the wider epigenomics community. MethylStar is distributed under GPL-3.0 license and source code is publicly available for download from github https://github.com/jlab-code/MethylStar . Installation through a docker image is available from http://jlabdata.org/methylstar.tar.gz.

Keywords: DNA methylation; NGS; Pipeline; Single cell; Whole genome bisulfite sequencing.

MeSH terms

  • Computational Biology / methods
  • DNA Methylation*
  • Epigenomics
  • High-Throughput Nucleotide Sequencing / methods*
  • Humans
  • Single-Cell Analysis / methods*
  • Software*
  • Sulfites*
  • User-Computer Interface
  • Whole Genome Sequencing / methods*

Substances

  • Sulfites
  • hydrogen sulfite