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Accurate high throughput alignment via line sweep-based seed processing

Accurate and fast aligners are required to handle the steadily increasing volume of sequencing data. Here we present an approach allowing performant alignments of short reads (Illumina) as well as long reads (Pacific Bioscience, Ultralong Oxford Nanopore), while achieving high accuracy, based on a u...

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Detalles Bibliográficos
Autores principales: Schmidt, Markus, Heese, Klaus, Kutzner, Arne
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6486643/
https://www.ncbi.nlm.nih.gov/pubmed/31028275
http://dx.doi.org/10.1038/s41467-019-09977-2
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author Schmidt, Markus
Heese, Klaus
Kutzner, Arne
author_facet Schmidt, Markus
Heese, Klaus
Kutzner, Arne
author_sort Schmidt, Markus
collection PubMed
description Accurate and fast aligners are required to handle the steadily increasing volume of sequencing data. Here we present an approach allowing performant alignments of short reads (Illumina) as well as long reads (Pacific Bioscience, Ultralong Oxford Nanopore), while achieving high accuracy, based on a universal three-stage scheme. It is also suitable for the discovery of insertions and deletions that originate from structural variants. We comprehensively compare our approach to other state-of-the-art aligners in order to confirm its performance with respect to accuracy and runtime. As part of our algorithmic scheme, we introduce two line sweep-based techniques called “strip of consideration” and “seed harmonization”. These techniques represent a replacement for chaining and do not rely on any specially tailored data structures. Additionally, we propose a refined form of seeding on the foundation of the FMD-index.
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spelling pubmed-64866432019-04-29 Accurate high throughput alignment via line sweep-based seed processing Schmidt, Markus Heese, Klaus Kutzner, Arne Nat Commun Article Accurate and fast aligners are required to handle the steadily increasing volume of sequencing data. Here we present an approach allowing performant alignments of short reads (Illumina) as well as long reads (Pacific Bioscience, Ultralong Oxford Nanopore), while achieving high accuracy, based on a universal three-stage scheme. It is also suitable for the discovery of insertions and deletions that originate from structural variants. We comprehensively compare our approach to other state-of-the-art aligners in order to confirm its performance with respect to accuracy and runtime. As part of our algorithmic scheme, we introduce two line sweep-based techniques called “strip of consideration” and “seed harmonization”. These techniques represent a replacement for chaining and do not rely on any specially tailored data structures. Additionally, we propose a refined form of seeding on the foundation of the FMD-index. Nature Publishing Group UK 2019-04-26 /pmc/articles/PMC6486643/ /pubmed/31028275 http://dx.doi.org/10.1038/s41467-019-09977-2 Text en © The Author(s) 2019 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
Schmidt, Markus
Heese, Klaus
Kutzner, Arne
Accurate high throughput alignment via line sweep-based seed processing
title Accurate high throughput alignment via line sweep-based seed processing
title_full Accurate high throughput alignment via line sweep-based seed processing
title_fullStr Accurate high throughput alignment via line sweep-based seed processing
title_full_unstemmed Accurate high throughput alignment via line sweep-based seed processing
title_short Accurate high throughput alignment via line sweep-based seed processing
title_sort accurate high throughput alignment via line sweep-based seed processing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6486643/
https://www.ncbi.nlm.nih.gov/pubmed/31028275
http://dx.doi.org/10.1038/s41467-019-09977-2
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