Cargando…
BiSulfite Bolt: A bisulfite sequencing analysis platform
BACKGROUND: Bisulfite sequencing is commonly used to measure DNA methylation. Processing bisulfite sequencing data is often challenging owing to the computational demands of mapping a low-complexity, asymmetrical library and the lack of a unified processing toolset to produce an analysis-ready methy...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8106542/ https://www.ncbi.nlm.nih.gov/pubmed/33966074 http://dx.doi.org/10.1093/gigascience/giab033 |
_version_ | 1783689800194195456 |
---|---|
author | Farrell, Colin Thompson, Michael Tosevska, Anela Oyetunde, Adewale Pellegrini, Matteo |
author_facet | Farrell, Colin Thompson, Michael Tosevska, Anela Oyetunde, Adewale Pellegrini, Matteo |
author_sort | Farrell, Colin |
collection | PubMed |
description | BACKGROUND: Bisulfite sequencing is commonly used to measure DNA methylation. Processing bisulfite sequencing data is often challenging owing to the computational demands of mapping a low-complexity, asymmetrical library and the lack of a unified processing toolset to produce an analysis-ready methylation matrix from read alignments. To address these shortcomings, we have developed BiSulfite Bolt (BSBolt), a fast and scalable bisulfite sequencing analysis platform. BSBolt performs a pre-alignment sequencing read assessment step to improve efficiency when handling asymmetrical bisulfite sequencing libraries. FINDINGS: We evaluated BSBolt against simulated and real bisulfite sequencing libraries. We found that BSBolt provides accurate and fast bisulfite sequencing alignments and methylation calls. We also compared BSBolt to several existing bisulfite alignment tools and found BSBolt outperforms Bismark, BSSeeker2, BISCUIT, and BWA-Meth based on alignment accuracy and methylation calling accuracy. CONCLUSION: BSBolt offers streamlined processing of bisulfite sequencing data through an integrated toolset that offers support for simulation, alignment, methylation calling, and data aggregation. BSBolt is implemented as a Python package and command line utility for flexibility when building informatics pipelines. BSBolt is available at https://github.com/NuttyLogic/BSBolt under an MIT license. |
format | Online Article Text |
id | pubmed-8106542 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-81065422021-05-11 BiSulfite Bolt: A bisulfite sequencing analysis platform Farrell, Colin Thompson, Michael Tosevska, Anela Oyetunde, Adewale Pellegrini, Matteo Gigascience Technical Note BACKGROUND: Bisulfite sequencing is commonly used to measure DNA methylation. Processing bisulfite sequencing data is often challenging owing to the computational demands of mapping a low-complexity, asymmetrical library and the lack of a unified processing toolset to produce an analysis-ready methylation matrix from read alignments. To address these shortcomings, we have developed BiSulfite Bolt (BSBolt), a fast and scalable bisulfite sequencing analysis platform. BSBolt performs a pre-alignment sequencing read assessment step to improve efficiency when handling asymmetrical bisulfite sequencing libraries. FINDINGS: We evaluated BSBolt against simulated and real bisulfite sequencing libraries. We found that BSBolt provides accurate and fast bisulfite sequencing alignments and methylation calls. We also compared BSBolt to several existing bisulfite alignment tools and found BSBolt outperforms Bismark, BSSeeker2, BISCUIT, and BWA-Meth based on alignment accuracy and methylation calling accuracy. CONCLUSION: BSBolt offers streamlined processing of bisulfite sequencing data through an integrated toolset that offers support for simulation, alignment, methylation calling, and data aggregation. BSBolt is implemented as a Python package and command line utility for flexibility when building informatics pipelines. BSBolt is available at https://github.com/NuttyLogic/BSBolt under an MIT license. Oxford University Press 2021-05-08 /pmc/articles/PMC8106542/ /pubmed/33966074 http://dx.doi.org/10.1093/gigascience/giab033 Text en © The Author(s) 2021. Published by Oxford University Press GigaScience. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Technical Note Farrell, Colin Thompson, Michael Tosevska, Anela Oyetunde, Adewale Pellegrini, Matteo BiSulfite Bolt: A bisulfite sequencing analysis platform |
title | BiSulfite Bolt: A bisulfite sequencing analysis platform |
title_full | BiSulfite Bolt: A bisulfite sequencing analysis platform |
title_fullStr | BiSulfite Bolt: A bisulfite sequencing analysis platform |
title_full_unstemmed | BiSulfite Bolt: A bisulfite sequencing analysis platform |
title_short | BiSulfite Bolt: A bisulfite sequencing analysis platform |
title_sort | bisulfite bolt: a bisulfite sequencing analysis platform |
topic | Technical Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8106542/ https://www.ncbi.nlm.nih.gov/pubmed/33966074 http://dx.doi.org/10.1093/gigascience/giab033 |
work_keys_str_mv | AT farrellcolin bisulfiteboltabisulfitesequencinganalysisplatform AT thompsonmichael bisulfiteboltabisulfitesequencinganalysisplatform AT tosevskaanela bisulfiteboltabisulfitesequencinganalysisplatform AT oyetundeadewale bisulfiteboltabisulfitesequencinganalysisplatform AT pellegrinimatteo bisulfiteboltabisulfitesequencinganalysisplatform |