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deBWT: parallel construction of Burrows–Wheeler Transform for large collection of genomes with de Bruijn-branch encoding
Motivation: With the development of high-throughput sequencing, the number of assembled genomes continues to rise. It is critical to well organize and index many assembled genomes to promote future genomics studies. Burrows–Wheeler Transform (BWT) is an important data structure of genome indexing, w...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4908350/ https://www.ncbi.nlm.nih.gov/pubmed/27307614 http://dx.doi.org/10.1093/bioinformatics/btw266 |
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author | Liu, Bo Zhu, Dixian Wang, Yadong |
author_facet | Liu, Bo Zhu, Dixian Wang, Yadong |
author_sort | Liu, Bo |
collection | PubMed |
description | Motivation: With the development of high-throughput sequencing, the number of assembled genomes continues to rise. It is critical to well organize and index many assembled genomes to promote future genomics studies. Burrows–Wheeler Transform (BWT) is an important data structure of genome indexing, which has many fundamental applications; however, it is still non-trivial to construct BWT for large collection of genomes, especially for highly similar or repetitive genomes. Moreover, the state-of-the-art approaches cannot well support scalable parallel computing owing to their incremental nature, which is a bottleneck to use modern computers to accelerate BWT construction. Results: We propose de Bruijn branch-based BWT constructor (deBWT), a novel parallel BWT construction approach. DeBWT innovatively represents and organizes the suffixes of input sequence with a novel data structure, de Bruijn branch encoding. This data structure takes the advantage of de Bruijn graph to facilitate the comparison between the suffixes with long common prefix, which breaks the bottleneck of the BWT construction of repetitive genomic sequences. Meanwhile, deBWT also uses the structure of de Bruijn graph for reducing unnecessary comparisons between suffixes. The benchmarking suggests that, deBWT is efficient and scalable to construct BWT for large dataset by parallel computing. It is well-suited to index many genomes, such as a collection of individual human genomes, with multiple-core servers or clusters. Availability and implementation: deBWT is implemented in C language, the source code is available at https://github.com/hitbc/deBWT or https://github.com/DixianZhu/deBWT Contact: ydwang@hit.edu.cn Supplementary information: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-4908350 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-49083502016-06-17 deBWT: parallel construction of Burrows–Wheeler Transform for large collection of genomes with de Bruijn-branch encoding Liu, Bo Zhu, Dixian Wang, Yadong Bioinformatics Ismb 2016 Proceedings July 8 to July 12, 2016, Orlando, Florida Motivation: With the development of high-throughput sequencing, the number of assembled genomes continues to rise. It is critical to well organize and index many assembled genomes to promote future genomics studies. Burrows–Wheeler Transform (BWT) is an important data structure of genome indexing, which has many fundamental applications; however, it is still non-trivial to construct BWT for large collection of genomes, especially for highly similar or repetitive genomes. Moreover, the state-of-the-art approaches cannot well support scalable parallel computing owing to their incremental nature, which is a bottleneck to use modern computers to accelerate BWT construction. Results: We propose de Bruijn branch-based BWT constructor (deBWT), a novel parallel BWT construction approach. DeBWT innovatively represents and organizes the suffixes of input sequence with a novel data structure, de Bruijn branch encoding. This data structure takes the advantage of de Bruijn graph to facilitate the comparison between the suffixes with long common prefix, which breaks the bottleneck of the BWT construction of repetitive genomic sequences. Meanwhile, deBWT also uses the structure of de Bruijn graph for reducing unnecessary comparisons between suffixes. The benchmarking suggests that, deBWT is efficient and scalable to construct BWT for large dataset by parallel computing. It is well-suited to index many genomes, such as a collection of individual human genomes, with multiple-core servers or clusters. Availability and implementation: deBWT is implemented in C language, the source code is available at https://github.com/hitbc/deBWT or https://github.com/DixianZhu/deBWT Contact: ydwang@hit.edu.cn Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2016-06-15 2016-06-11 /pmc/articles/PMC4908350/ /pubmed/27307614 http://dx.doi.org/10.1093/bioinformatics/btw266 Text en © The Author 2016. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Ismb 2016 Proceedings July 8 to July 12, 2016, Orlando, Florida Liu, Bo Zhu, Dixian Wang, Yadong deBWT: parallel construction of Burrows–Wheeler Transform for large collection of genomes with de Bruijn-branch encoding |
title | deBWT: parallel construction of Burrows–Wheeler Transform for large collection of genomes with de Bruijn-branch encoding |
title_full | deBWT: parallel construction of Burrows–Wheeler Transform for large collection of genomes with de Bruijn-branch encoding |
title_fullStr | deBWT: parallel construction of Burrows–Wheeler Transform for large collection of genomes with de Bruijn-branch encoding |
title_full_unstemmed | deBWT: parallel construction of Burrows–Wheeler Transform for large collection of genomes with de Bruijn-branch encoding |
title_short | deBWT: parallel construction of Burrows–Wheeler Transform for large collection of genomes with de Bruijn-branch encoding |
title_sort | debwt: parallel construction of burrows–wheeler transform for large collection of genomes with de bruijn-branch encoding |
topic | Ismb 2016 Proceedings July 8 to July 12, 2016, Orlando, Florida |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4908350/ https://www.ncbi.nlm.nih.gov/pubmed/27307614 http://dx.doi.org/10.1093/bioinformatics/btw266 |
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