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A common root for coevolution and substitution rate variability in protein sequence evolution

We introduce a simple model that describes the average occurrence of point variations in a generic protein sequence. This model is based on the idea that mutations are more likely to be fixed at sites in contact with others that have mutated in the recent past. Therefore, we extend the usual assumpt...

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Autores principales: Rizzato, Francesca, Zamuner, Stefano, Pagnani, Andrea, Laio, Alessandro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6888882/
https://www.ncbi.nlm.nih.gov/pubmed/31792239
http://dx.doi.org/10.1038/s41598-019-53958-w
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author Rizzato, Francesca
Zamuner, Stefano
Pagnani, Andrea
Laio, Alessandro
author_facet Rizzato, Francesca
Zamuner, Stefano
Pagnani, Andrea
Laio, Alessandro
author_sort Rizzato, Francesca
collection PubMed
description We introduce a simple model that describes the average occurrence of point variations in a generic protein sequence. This model is based on the idea that mutations are more likely to be fixed at sites in contact with others that have mutated in the recent past. Therefore, we extend the usual assumptions made in protein coevolution by introducing a time dumping on the effect of a substitution on its surrounding and makes correlated substitutions happen in avalanches localized in space and time. The model correctly predicts the average correlation of substitutions as a function of their distance along the sequence. At the same time, it predicts an among-site distribution of the number of substitutions per site highly compatible with a negative binomial, consistently with experimental data. The promising outcomes achieved with this model encourage the application of the same ideas in the field of pairwise and multiple sequence alignment.
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spelling pubmed-68888822019-12-10 A common root for coevolution and substitution rate variability in protein sequence evolution Rizzato, Francesca Zamuner, Stefano Pagnani, Andrea Laio, Alessandro Sci Rep Article We introduce a simple model that describes the average occurrence of point variations in a generic protein sequence. This model is based on the idea that mutations are more likely to be fixed at sites in contact with others that have mutated in the recent past. Therefore, we extend the usual assumptions made in protein coevolution by introducing a time dumping on the effect of a substitution on its surrounding and makes correlated substitutions happen in avalanches localized in space and time. The model correctly predicts the average correlation of substitutions as a function of their distance along the sequence. At the same time, it predicts an among-site distribution of the number of substitutions per site highly compatible with a negative binomial, consistently with experimental data. The promising outcomes achieved with this model encourage the application of the same ideas in the field of pairwise and multiple sequence alignment. Nature Publishing Group UK 2019-12-02 /pmc/articles/PMC6888882/ /pubmed/31792239 http://dx.doi.org/10.1038/s41598-019-53958-w Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Rizzato, Francesca
Zamuner, Stefano
Pagnani, Andrea
Laio, Alessandro
A common root for coevolution and substitution rate variability in protein sequence evolution
title A common root for coevolution and substitution rate variability in protein sequence evolution
title_full A common root for coevolution and substitution rate variability in protein sequence evolution
title_fullStr A common root for coevolution and substitution rate variability in protein sequence evolution
title_full_unstemmed A common root for coevolution and substitution rate variability in protein sequence evolution
title_short A common root for coevolution and substitution rate variability in protein sequence evolution
title_sort common root for coevolution and substitution rate variability in protein sequence evolution
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6888882/
https://www.ncbi.nlm.nih.gov/pubmed/31792239
http://dx.doi.org/10.1038/s41598-019-53958-w
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