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Site-heterogeneous mutation-selection models within the PhyloBayes-MPI package
Motivation: In recent years, there has been an increasing interest in the potential of codon substitution models for a variety of applications. However, the computational demands of these models have sometimes lead to the adoption of oversimplified assumptions, questionable statistical methods or a...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3967107/ https://www.ncbi.nlm.nih.gov/pubmed/24351710 http://dx.doi.org/10.1093/bioinformatics/btt729 |
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author | Rodrigue, Nicolas Lartillot, Nicolas |
author_facet | Rodrigue, Nicolas Lartillot, Nicolas |
author_sort | Rodrigue, Nicolas |
collection | PubMed |
description | Motivation: In recent years, there has been an increasing interest in the potential of codon substitution models for a variety of applications. However, the computational demands of these models have sometimes lead to the adoption of oversimplified assumptions, questionable statistical methods or a limited focus on small data sets. Results: Here, we offer a scalable, message-passing-interface-based Bayesian implementation of site-heterogeneous codon models in the mutation-selection framework. Our software jointly infers the global mutational parameters at the nucleotide level, the branch lengths of the tree and a Dirichlet process governing across-site variation at the amino acid level. We focus on an example estimation of the distribution of selection coefficients from an alignment of several hundred sequences of the influenza PB2 gene, and highlight the site-specific characterization enabled by such a modeling approach. Finally, we discuss future potential applications of the software for conducting evolutionary inferences. Availability and implementation: The models are implemented within the PhyloBayes-MPI package, (available at phylobayes.org) along with usage details in the accompanying manual. Contact: nicolas.rodrigue@ucalgary.ca |
format | Online Article Text |
id | pubmed-3967107 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-39671072014-04-18 Site-heterogeneous mutation-selection models within the PhyloBayes-MPI package Rodrigue, Nicolas Lartillot, Nicolas Bioinformatics Applications Notes Motivation: In recent years, there has been an increasing interest in the potential of codon substitution models for a variety of applications. However, the computational demands of these models have sometimes lead to the adoption of oversimplified assumptions, questionable statistical methods or a limited focus on small data sets. Results: Here, we offer a scalable, message-passing-interface-based Bayesian implementation of site-heterogeneous codon models in the mutation-selection framework. Our software jointly infers the global mutational parameters at the nucleotide level, the branch lengths of the tree and a Dirichlet process governing across-site variation at the amino acid level. We focus on an example estimation of the distribution of selection coefficients from an alignment of several hundred sequences of the influenza PB2 gene, and highlight the site-specific characterization enabled by such a modeling approach. Finally, we discuss future potential applications of the software for conducting evolutionary inferences. Availability and implementation: The models are implemented within the PhyloBayes-MPI package, (available at phylobayes.org) along with usage details in the accompanying manual. Contact: nicolas.rodrigue@ucalgary.ca Oxford University Press 2014-04-01 2013-12-18 /pmc/articles/PMC3967107/ /pubmed/24351710 http://dx.doi.org/10.1093/bioinformatics/btt729 Text en © The Author 2013. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Applications Notes Rodrigue, Nicolas Lartillot, Nicolas Site-heterogeneous mutation-selection models within the PhyloBayes-MPI package |
title | Site-heterogeneous mutation-selection models within the PhyloBayes-MPI package |
title_full | Site-heterogeneous mutation-selection models within the PhyloBayes-MPI package |
title_fullStr | Site-heterogeneous mutation-selection models within the PhyloBayes-MPI package |
title_full_unstemmed | Site-heterogeneous mutation-selection models within the PhyloBayes-MPI package |
title_short | Site-heterogeneous mutation-selection models within the PhyloBayes-MPI package |
title_sort | site-heterogeneous mutation-selection models within the phylobayes-mpi package |
topic | Applications Notes |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3967107/ https://www.ncbi.nlm.nih.gov/pubmed/24351710 http://dx.doi.org/10.1093/bioinformatics/btt729 |
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