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Kart: a divide-and-conquer algorithm for NGS read alignment
MOTIVATION: Next-generation sequencing (NGS) provides a great opportunity to investigate genome-wide variation at nucleotide resolution. Due to the huge amount of data, NGS applications require very fast and accurate alignment algorithms. Most existing algorithms for read mapping basically adopt see...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5860120/ https://www.ncbi.nlm.nih.gov/pubmed/28379292 http://dx.doi.org/10.1093/bioinformatics/btx189 |
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author | Lin, Hsin-Nan Hsu, Wen-Lian |
author_facet | Lin, Hsin-Nan Hsu, Wen-Lian |
author_sort | Lin, Hsin-Nan |
collection | PubMed |
description | MOTIVATION: Next-generation sequencing (NGS) provides a great opportunity to investigate genome-wide variation at nucleotide resolution. Due to the huge amount of data, NGS applications require very fast and accurate alignment algorithms. Most existing algorithms for read mapping basically adopt seed-and-extend strategy, which is sequential in nature and takes much longer time on longer reads. RESULTS: We develop a divide-and-conquer algorithm, called Kart, which can process long reads as fast as short reads by dividing a read into small fragments that can be aligned independently. Our experiment result indicates that the average size of fragments requiring the more time-consuming gapped alignment is around 20 bp regardless of the original read length. Furthermore, it can tolerate much higher error rates. The experiments show that Kart spends much less time on longer reads than other aligners and still produce reliable alignments even when the error rate is as high as 15%. AVAILABILITY AND IMPLEMENTATION: Kart is available at https://github.com/hsinnan75/Kart/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-5860120 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-58601202018-03-23 Kart: a divide-and-conquer algorithm for NGS read alignment Lin, Hsin-Nan Hsu, Wen-Lian Bioinformatics Original Papers MOTIVATION: Next-generation sequencing (NGS) provides a great opportunity to investigate genome-wide variation at nucleotide resolution. Due to the huge amount of data, NGS applications require very fast and accurate alignment algorithms. Most existing algorithms for read mapping basically adopt seed-and-extend strategy, which is sequential in nature and takes much longer time on longer reads. RESULTS: We develop a divide-and-conquer algorithm, called Kart, which can process long reads as fast as short reads by dividing a read into small fragments that can be aligned independently. Our experiment result indicates that the average size of fragments requiring the more time-consuming gapped alignment is around 20 bp regardless of the original read length. Furthermore, it can tolerate much higher error rates. The experiments show that Kart spends much less time on longer reads than other aligners and still produce reliable alignments even when the error rate is as high as 15%. AVAILABILITY AND IMPLEMENTATION: Kart is available at https://github.com/hsinnan75/Kart/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2017-08-01 2017-04-04 /pmc/articles/PMC5860120/ /pubmed/28379292 http://dx.doi.org/10.1093/bioinformatics/btx189 Text en © The Author 2017. 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 | Original Papers Lin, Hsin-Nan Hsu, Wen-Lian Kart: a divide-and-conquer algorithm for NGS read alignment |
title | Kart: a divide-and-conquer algorithm for NGS read alignment |
title_full | Kart: a divide-and-conquer algorithm for NGS read alignment |
title_fullStr | Kart: a divide-and-conquer algorithm for NGS read alignment |
title_full_unstemmed | Kart: a divide-and-conquer algorithm for NGS read alignment |
title_short | Kart: a divide-and-conquer algorithm for NGS read alignment |
title_sort | kart: a divide-and-conquer algorithm for ngs read alignment |
topic | Original Papers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5860120/ https://www.ncbi.nlm.nih.gov/pubmed/28379292 http://dx.doi.org/10.1093/bioinformatics/btx189 |
work_keys_str_mv | AT linhsinnan kartadivideandconqueralgorithmforngsreadalignment AT hsuwenlian kartadivideandconqueralgorithmforngsreadalignment |