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Lighter: fast and memory-efficient sequencing error correction without counting

Lighter is a fast, memory-efficient tool for correcting sequencing errors. Lighter avoids counting k-mers. Instead, it uses a pair of Bloom filters, one holding a sample of the input k-mers and the other holding k-mers likely to be correct. As long as the sampling fraction is adjusted in inverse pro...

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Detalles Bibliográficos
Autores principales: Song, Li, Florea, Liliana, Langmead, Ben
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4248469/
https://www.ncbi.nlm.nih.gov/pubmed/25398208
http://dx.doi.org/10.1186/s13059-014-0509-9
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author Song, Li
Florea, Liliana
Langmead, Ben
author_facet Song, Li
Florea, Liliana
Langmead, Ben
author_sort Song, Li
collection PubMed
description Lighter is a fast, memory-efficient tool for correcting sequencing errors. Lighter avoids counting k-mers. Instead, it uses a pair of Bloom filters, one holding a sample of the input k-mers and the other holding k-mers likely to be correct. As long as the sampling fraction is adjusted in inverse proportion to the depth of sequencing, Bloom filter size can be held constant while maintaining near-constant accuracy. Lighter is parallelized, uses no secondary storage, and is both faster and more memory-efficient than competing approaches while achieving comparable accuracy. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-014-0509-9) contains supplementary material, which is available to authorized users.
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spelling pubmed-42484692014-12-02 Lighter: fast and memory-efficient sequencing error correction without counting Song, Li Florea, Liliana Langmead, Ben Genome Biol Software Lighter is a fast, memory-efficient tool for correcting sequencing errors. Lighter avoids counting k-mers. Instead, it uses a pair of Bloom filters, one holding a sample of the input k-mers and the other holding k-mers likely to be correct. As long as the sampling fraction is adjusted in inverse proportion to the depth of sequencing, Bloom filter size can be held constant while maintaining near-constant accuracy. Lighter is parallelized, uses no secondary storage, and is both faster and more memory-efficient than competing approaches while achieving comparable accuracy. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-014-0509-9) contains supplementary material, which is available to authorized users. BioMed Central 2014-11-15 2014 /pmc/articles/PMC4248469/ /pubmed/25398208 http://dx.doi.org/10.1186/s13059-014-0509-9 Text en © Song et al.; licensee BioMed Central Ltd. 2014 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Software
Song, Li
Florea, Liliana
Langmead, Ben
Lighter: fast and memory-efficient sequencing error correction without counting
title Lighter: fast and memory-efficient sequencing error correction without counting
title_full Lighter: fast and memory-efficient sequencing error correction without counting
title_fullStr Lighter: fast and memory-efficient sequencing error correction without counting
title_full_unstemmed Lighter: fast and memory-efficient sequencing error correction without counting
title_short Lighter: fast and memory-efficient sequencing error correction without counting
title_sort lighter: fast and memory-efficient sequencing error correction without counting
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4248469/
https://www.ncbi.nlm.nih.gov/pubmed/25398208
http://dx.doi.org/10.1186/s13059-014-0509-9
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