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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...

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Autores principales: Minkin, Ilia, Medvedev, Paul
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
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.
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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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