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The Embedding Problem for Markov Models of Nucleotide Substitution
Continuous-time Markov processes are often used to model the complex natural phenomenon of sequence evolution. To make the process of sequence evolution tractable, simplifying assumptions are often made about the sequence properties and the underlying process. The validity of one such assumption, ti...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3728303/ https://www.ncbi.nlm.nih.gov/pubmed/23935949 http://dx.doi.org/10.1371/journal.pone.0069187 |
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author | Verbyla, Klara L. Yap, Von Bing Pahwa, Anuj Shao, Yunli Huttley, Gavin A. |
author_facet | Verbyla, Klara L. Yap, Von Bing Pahwa, Anuj Shao, Yunli Huttley, Gavin A. |
author_sort | Verbyla, Klara L. |
collection | PubMed |
description | Continuous-time Markov processes are often used to model the complex natural phenomenon of sequence evolution. To make the process of sequence evolution tractable, simplifying assumptions are often made about the sequence properties and the underlying process. The validity of one such assumption, time-homogeneity, has never been explored. Violations of this assumption can be found by identifying non-embeddability. A process is non-embeddable if it can not be embedded in a continuous time-homogeneous Markov process. In this study, non-embeddability was demonstrated to exist when modelling sequence evolution with Markov models. Evidence of non-embeddability was found primarily at the third codon position, possibly resulting from changes in mutation rate over time. Outgroup edges and those with a deeper time depth were found to have an increased probability of the underlying process being non-embeddable. Overall, low levels of non-embeddability were detected when examining individual edges of triads across a diverse set of alignments. Subsequent phylogenetic reconstruction analyses demonstrated that non-embeddability could impact on the correct prediction of phylogenies, but at extremely low levels. Despite the existence of non-embeddability, there is minimal evidence of violations of the local time homogeneity assumption and consequently the impact is likely to be minor. |
format | Online Article Text |
id | pubmed-3728303 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-37283032013-08-09 The Embedding Problem for Markov Models of Nucleotide Substitution Verbyla, Klara L. Yap, Von Bing Pahwa, Anuj Shao, Yunli Huttley, Gavin A. PLoS One Research Article Continuous-time Markov processes are often used to model the complex natural phenomenon of sequence evolution. To make the process of sequence evolution tractable, simplifying assumptions are often made about the sequence properties and the underlying process. The validity of one such assumption, time-homogeneity, has never been explored. Violations of this assumption can be found by identifying non-embeddability. A process is non-embeddable if it can not be embedded in a continuous time-homogeneous Markov process. In this study, non-embeddability was demonstrated to exist when modelling sequence evolution with Markov models. Evidence of non-embeddability was found primarily at the third codon position, possibly resulting from changes in mutation rate over time. Outgroup edges and those with a deeper time depth were found to have an increased probability of the underlying process being non-embeddable. Overall, low levels of non-embeddability were detected when examining individual edges of triads across a diverse set of alignments. Subsequent phylogenetic reconstruction analyses demonstrated that non-embeddability could impact on the correct prediction of phylogenies, but at extremely low levels. Despite the existence of non-embeddability, there is minimal evidence of violations of the local time homogeneity assumption and consequently the impact is likely to be minor. Public Library of Science 2013-07-30 /pmc/articles/PMC3728303/ /pubmed/23935949 http://dx.doi.org/10.1371/journal.pone.0069187 Text en © 2013 Verbyla et al 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 Verbyla, Klara L. Yap, Von Bing Pahwa, Anuj Shao, Yunli Huttley, Gavin A. The Embedding Problem for Markov Models of Nucleotide Substitution |
title | The Embedding Problem for Markov Models of Nucleotide Substitution |
title_full | The Embedding Problem for Markov Models of Nucleotide Substitution |
title_fullStr | The Embedding Problem for Markov Models of Nucleotide Substitution |
title_full_unstemmed | The Embedding Problem for Markov Models of Nucleotide Substitution |
title_short | The Embedding Problem for Markov Models of Nucleotide Substitution |
title_sort | embedding problem for markov models of nucleotide substitution |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3728303/ https://www.ncbi.nlm.nih.gov/pubmed/23935949 http://dx.doi.org/10.1371/journal.pone.0069187 |
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