Frequency-based haplotype reconstruction from deep sequencing data of bacterial populations

Clonal populations accumulate mutations over time, resulting in different haplotypes. Deep sequencing of such a population in principle provides information to reconstruct these haplotypes and the frequency at which the haplotypes occur. However, this reconstruction is technically not trivial, espec...

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מחבר ראשי: Pulido-Tamayo, S. (author)
מחברים אחרים: Dubey, A. (author), Swings, T. (author), Fostier, J. (author), Van Den Bergh, B. (author), Steenackers, H. (author), Sanchez Rodriguez, A. (author), Michiels, J. (author), Marchal, K. (author)
פורמט: article
יצא לאור: 2015
גישה מקוונת:http://dspace.utpl.edu.ec/handle/123456789/18977
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author Pulido-Tamayo, S.
author2 Dubey, A.
Swings, T.
Fostier, J.
Van Den Bergh, B.
Steenackers, H.
Sanchez Rodriguez, A.
Michiels, J.
Marchal, K.
author2_role author
author
author
author
author
author
author
author
author_facet Pulido-Tamayo, S.
Dubey, A.
Swings, T.
Fostier, J.
Van Den Bergh, B.
Steenackers, H.
Sanchez Rodriguez, A.
Michiels, J.
Marchal, K.
author_role author
collection Repositorio Universidad Técnica Particular de Loja
dc.creator.none.fl_str_mv Pulido-Tamayo, S.
Dubey, A.
Swings, T.
Fostier, J.
Van Den Bergh, B.
Steenackers, H.
Sanchez Rodriguez, A.
Michiels, J.
Marchal, K.
dc.date.none.fl_str_mv 2015-04-29
2017-06-16T22:02:44Z
2017-06-16T22:02:44Z
29/04/2015
dc.identifier.none.fl_str_mv 10.1093/nar/gkv478
3051048
10.1093/nar/gkv478
http://dspace.utpl.edu.ec/handle/123456789/18977
dc.language.none.fl_str_mv Inglés
dc.publisher.none.fl_str_mv Nucleic Acids Research
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:Repositorio Universidad Técnica Particular de Loja
instname:Universidad Técnica Particular de Loja
instacron:UTPL
dc.title.none.fl_str_mv Frequency-based haplotype reconstruction from deep sequencing data of bacterial populations
dc.type.none.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
description Clonal populations accumulate mutations over time, resulting in different haplotypes. Deep sequencing of such a population in principle provides information to reconstruct these haplotypes and the frequency at which the haplotypes occur. However, this reconstruction is technically not trivial, especially not in clonal systems with a relatively low mutation frequency. The low number of segregating sites in those systems adds ambiguity to the haplotype phasing and thus obviates the reconstruction of genome-wide haplotypes based on sequence overlap information. Therefore, we present EVORhA, a haplotype reconstruction method that complements phasing information in the non-empty read overlap with the frequency estimations of inferred local haplotypes. As was shown with simulated data, as soon as read lengths and/or mutation rates become restrictive for state-of-the-art methods, the use of this additional frequency information allows EVORhA to still reliably reconstruct genome-wide haplotypes. On real data, we show the applicability of the method in reconstructing the population composition of evolved bacterial populations and in decomposing mixed bacterial infections from clinical samples. © 2015 The Author(s).
eu_rights_str_mv openAccess
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publisher.none.fl_str_mv Nucleic Acids Research
reponame_str Repositorio Universidad Técnica Particular de Loja
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spelling Frequency-based haplotype reconstruction from deep sequencing data of bacterial populationsPulido-Tamayo, S.Dubey, A.Swings, T.Fostier, J.Van Den Bergh, B.Steenackers, H.Sanchez Rodriguez, A.Michiels, J.Marchal, K.Clonal populations accumulate mutations over time, resulting in different haplotypes. Deep sequencing of such a population in principle provides information to reconstruct these haplotypes and the frequency at which the haplotypes occur. However, this reconstruction is technically not trivial, especially not in clonal systems with a relatively low mutation frequency. The low number of segregating sites in those systems adds ambiguity to the haplotype phasing and thus obviates the reconstruction of genome-wide haplotypes based on sequence overlap information. Therefore, we present EVORhA, a haplotype reconstruction method that complements phasing information in the non-empty read overlap with the frequency estimations of inferred local haplotypes. As was shown with simulated data, as soon as read lengths and/or mutation rates become restrictive for state-of-the-art methods, the use of this additional frequency information allows EVORhA to still reliably reconstruct genome-wide haplotypes. On real data, we show the applicability of the method in reconstructing the population composition of evolved bacterial populations and in decomposing mixed bacterial infections from clinical samples. © 2015 The Author(s).Nucleic Acids Research2017-06-16T22:02:44Z2017-06-16T22:02:44Z2015-04-2929/04/2015info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article10.1093/nar/gkv478305104810.1093/nar/gkv478http://dspace.utpl.edu.ec/handle/123456789/18977Inglésinfo:eu-repo/semantics/openAccessreponame:Repositorio Universidad Técnica Particular de Lojainstname:Universidad Técnica Particular de Lojainstacron:UTPL2017-06-16T22:02:44Zoai:dspace.utpl.edu.ec:123456789/18977Institucionalhttps://dspace.utpl.edu.ec/Institución privadahttps://www.utpl.edu.ec/https://dspace.utpl.edu.ec/oai.Ecuador...opendoar:12272017-06-16T22:02:44Repositorio Universidad Técnica Particular de Loja - Universidad Técnica Particular de Lojafalse
spellingShingle Frequency-based haplotype reconstruction from deep sequencing data of bacterial populations
Pulido-Tamayo, S.
status_str publishedVersion
title Frequency-based haplotype reconstruction from deep sequencing data of bacterial populations
title_full Frequency-based haplotype reconstruction from deep sequencing data of bacterial populations
title_fullStr Frequency-based haplotype reconstruction from deep sequencing data of bacterial populations
title_full_unstemmed Frequency-based haplotype reconstruction from deep sequencing data of bacterial populations
title_short Frequency-based haplotype reconstruction from deep sequencing data of bacterial populations
title_sort Frequency-based haplotype reconstruction from deep sequencing data of bacterial populations
url http://dspace.utpl.edu.ec/handle/123456789/18977