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Scalable multiple whole-genome alignment and locally collinear block construction with SibeliaZ
Multiple whole-genome alignment is a challenging problem in bioinformatics. Despite many successes, current methods are not able to keep up with the growing number, length, and complexity of assembled genomes, especially when computational resources are limited. Approaches based on compacted de Brui...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7728760/ https://www.ncbi.nlm.nih.gov/pubmed/33303762 http://dx.doi.org/10.1038/s41467-020-19777-8 |
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author | Minkin, Ilia Medvedev, Paul |
author_facet | Minkin, Ilia Medvedev, Paul |
author_sort | Minkin, Ilia |
collection | PubMed |
description | Multiple whole-genome alignment is a challenging problem in bioinformatics. Despite many successes, current methods are not able to keep up with the growing number, length, and complexity of assembled genomes, especially when computational resources are limited. Approaches based on compacted de Bruijn graphs to identify and extend anchors into locally collinear blocks have potential for scalability, but current methods do not scale to mammalian genomes. We present an algorithm, SibeliaZ-LCB, for identifying collinear blocks in closely related genomes based on analysis of the de Bruijn graph. We further incorporate this into a multiple whole-genome alignment pipeline called SibeliaZ. SibeliaZ shows run-time improvements over other methods while maintaining accuracy. On sixteen recently-assembled strains of mice, SibeliaZ runs in under 16 hours on a single machine, while other tools did not run to completion for eight mice within a week. SibeliaZ makes a significant step towards improving scalability of multiple whole-genome alignment and collinear block reconstruction algorithms on a single machine. |
format | Online Article Text |
id | pubmed-7728760 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-77287602020-12-17 Scalable multiple whole-genome alignment and locally collinear block construction with SibeliaZ Minkin, Ilia Medvedev, Paul Nat Commun Article Multiple whole-genome alignment is a challenging problem in bioinformatics. Despite many successes, current methods are not able to keep up with the growing number, length, and complexity of assembled genomes, especially when computational resources are limited. Approaches based on compacted de Bruijn graphs to identify and extend anchors into locally collinear blocks have potential for scalability, but current methods do not scale to mammalian genomes. We present an algorithm, SibeliaZ-LCB, for identifying collinear blocks in closely related genomes based on analysis of the de Bruijn graph. We further incorporate this into a multiple whole-genome alignment pipeline called SibeliaZ. SibeliaZ shows run-time improvements over other methods while maintaining accuracy. On sixteen recently-assembled strains of mice, SibeliaZ runs in under 16 hours on a single machine, while other tools did not run to completion for eight mice within a week. SibeliaZ makes a significant step towards improving scalability of multiple whole-genome alignment and collinear block reconstruction algorithms on a single machine. Nature Publishing Group UK 2020-12-10 /pmc/articles/PMC7728760/ /pubmed/33303762 http://dx.doi.org/10.1038/s41467-020-19777-8 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Minkin, Ilia Medvedev, Paul Scalable multiple whole-genome alignment and locally collinear block construction with SibeliaZ |
title | Scalable multiple whole-genome alignment and locally collinear block construction with SibeliaZ |
title_full | Scalable multiple whole-genome alignment and locally collinear block construction with SibeliaZ |
title_fullStr | Scalable multiple whole-genome alignment and locally collinear block construction with SibeliaZ |
title_full_unstemmed | Scalable multiple whole-genome alignment and locally collinear block construction with SibeliaZ |
title_short | Scalable multiple whole-genome alignment and locally collinear block construction with SibeliaZ |
title_sort | scalable multiple whole-genome alignment and locally collinear block construction with sibeliaz |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7728760/ https://www.ncbi.nlm.nih.gov/pubmed/33303762 http://dx.doi.org/10.1038/s41467-020-19777-8 |
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