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Accurate Detection of Recombinant Breakpoints in Whole-Genome Alignments

We propose a novel method for detecting sites of molecular recombination in multiple alignments. Our approach is a compromise between previous extremes of computationally prohibitive but mathematically rigorous methods and imprecise heuristic methods. Using a combined algorithm for estimating tree s...

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Detalles Bibliográficos
Autores principales: Westesson, Oscar, Holmes, Ian
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2651022/
https://www.ncbi.nlm.nih.gov/pubmed/19300487
http://dx.doi.org/10.1371/journal.pcbi.1000318
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author Westesson, Oscar
Holmes, Ian
author_facet Westesson, Oscar
Holmes, Ian
author_sort Westesson, Oscar
collection PubMed
description We propose a novel method for detecting sites of molecular recombination in multiple alignments. Our approach is a compromise between previous extremes of computationally prohibitive but mathematically rigorous methods and imprecise heuristic methods. Using a combined algorithm for estimating tree structure and hidden Markov model parameters, our program detects changes in phylogenetic tree topology over a multiple sequence alignment. We evaluate our method on benchmark datasets from previous studies on two recombinant pathogens, Neisseria and HIV-1, as well as simulated data. We show that we are not only able to detect recombinant regions of vastly different sizes but also the location of breakpoints with great accuracy. We show that our method does well inferring recombination breakpoints while at the same time maintaining practicality for larger datasets. In all cases, we confirm the breakpoint predictions of previous studies, and in many cases we offer novel predictions.
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spelling pubmed-26510222009-03-20 Accurate Detection of Recombinant Breakpoints in Whole-Genome Alignments Westesson, Oscar Holmes, Ian PLoS Comput Biol Research Article We propose a novel method for detecting sites of molecular recombination in multiple alignments. Our approach is a compromise between previous extremes of computationally prohibitive but mathematically rigorous methods and imprecise heuristic methods. Using a combined algorithm for estimating tree structure and hidden Markov model parameters, our program detects changes in phylogenetic tree topology over a multiple sequence alignment. We evaluate our method on benchmark datasets from previous studies on two recombinant pathogens, Neisseria and HIV-1, as well as simulated data. We show that we are not only able to detect recombinant regions of vastly different sizes but also the location of breakpoints with great accuracy. We show that our method does well inferring recombination breakpoints while at the same time maintaining practicality for larger datasets. In all cases, we confirm the breakpoint predictions of previous studies, and in many cases we offer novel predictions. Public Library of Science 2009-03-20 /pmc/articles/PMC2651022/ /pubmed/19300487 http://dx.doi.org/10.1371/journal.pcbi.1000318 Text en Westesson, Holmes. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Westesson, Oscar
Holmes, Ian
Accurate Detection of Recombinant Breakpoints in Whole-Genome Alignments
title Accurate Detection of Recombinant Breakpoints in Whole-Genome Alignments
title_full Accurate Detection of Recombinant Breakpoints in Whole-Genome Alignments
title_fullStr Accurate Detection of Recombinant Breakpoints in Whole-Genome Alignments
title_full_unstemmed Accurate Detection of Recombinant Breakpoints in Whole-Genome Alignments
title_short Accurate Detection of Recombinant Breakpoints in Whole-Genome Alignments
title_sort accurate detection of recombinant breakpoints in whole-genome alignments
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2651022/
https://www.ncbi.nlm.nih.gov/pubmed/19300487
http://dx.doi.org/10.1371/journal.pcbi.1000318
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