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The origins of the evolutionary signal used to predict protein-protein interactions

BACKGROUND: The correlation of genetic distances between pairs of protein sequence alignments has been used to infer protein-protein interactions. It has been suggested that these correlations are based on the signal of co-evolution between interacting proteins. However, although mutations in differ...

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Autores principales: Swapna, Lakshmipuram S, Srinivasan, Narayanaswamy, Robertson, David L, Lovell, Simon C
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3537733/
https://www.ncbi.nlm.nih.gov/pubmed/23217198
http://dx.doi.org/10.1186/1471-2148-12-238
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author Swapna, Lakshmipuram S
Srinivasan, Narayanaswamy
Robertson, David L
Lovell, Simon C
author_facet Swapna, Lakshmipuram S
Srinivasan, Narayanaswamy
Robertson, David L
Lovell, Simon C
author_sort Swapna, Lakshmipuram S
collection PubMed
description BACKGROUND: The correlation of genetic distances between pairs of protein sequence alignments has been used to infer protein-protein interactions. It has been suggested that these correlations are based on the signal of co-evolution between interacting proteins. However, although mutations in different proteins associated with maintaining an interaction clearly occur (particularly in binding interfaces and neighbourhoods), many other factors contribute to correlated rates of sequence evolution. Proteins in the same genome are usually linked by shared evolutionary history and so it would be expected that there would be topological similarities in their phylogenetic trees, whether they are interacting or not. For this reason the underlying species tree is often corrected for. Moreover processes such as expression level, are known to effect evolutionary rates. However, it has been argued that the correlated rates of evolution used to predict protein interaction explicitly includes shared evolutionary history; here we test this hypothesis. RESULTS: In order to identify the evolutionary mechanisms giving rise to the correlations between interaction proteins, we use phylogenetic methods to distinguish similarities in tree topologies from similarities in genetic distances. We use a range of datasets of interacting and non-interacting proteins from Saccharomyces cerevisiae. We find that the signal of correlated evolution between interacting proteins is predominantly a result of shared evolutionary rates, rather than similarities in tree topology, independent of evolutionary divergence. CONCLUSIONS: Since interacting proteins do not have tree topologies that are more similar than the control group of non-interacting proteins, it is likely that coevolution does not contribute much to, if any, of the observed correlations.
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spelling pubmed-35377332013-01-10 The origins of the evolutionary signal used to predict protein-protein interactions Swapna, Lakshmipuram S Srinivasan, Narayanaswamy Robertson, David L Lovell, Simon C BMC Evol Biol Research Article BACKGROUND: The correlation of genetic distances between pairs of protein sequence alignments has been used to infer protein-protein interactions. It has been suggested that these correlations are based on the signal of co-evolution between interacting proteins. However, although mutations in different proteins associated with maintaining an interaction clearly occur (particularly in binding interfaces and neighbourhoods), many other factors contribute to correlated rates of sequence evolution. Proteins in the same genome are usually linked by shared evolutionary history and so it would be expected that there would be topological similarities in their phylogenetic trees, whether they are interacting or not. For this reason the underlying species tree is often corrected for. Moreover processes such as expression level, are known to effect evolutionary rates. However, it has been argued that the correlated rates of evolution used to predict protein interaction explicitly includes shared evolutionary history; here we test this hypothesis. RESULTS: In order to identify the evolutionary mechanisms giving rise to the correlations between interaction proteins, we use phylogenetic methods to distinguish similarities in tree topologies from similarities in genetic distances. We use a range of datasets of interacting and non-interacting proteins from Saccharomyces cerevisiae. We find that the signal of correlated evolution between interacting proteins is predominantly a result of shared evolutionary rates, rather than similarities in tree topology, independent of evolutionary divergence. CONCLUSIONS: Since interacting proteins do not have tree topologies that are more similar than the control group of non-interacting proteins, it is likely that coevolution does not contribute much to, if any, of the observed correlations. BioMed Central 2012-12-06 /pmc/articles/PMC3537733/ /pubmed/23217198 http://dx.doi.org/10.1186/1471-2148-12-238 Text en Copyright ©2012 Swapna et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Swapna, Lakshmipuram S
Srinivasan, Narayanaswamy
Robertson, David L
Lovell, Simon C
The origins of the evolutionary signal used to predict protein-protein interactions
title The origins of the evolutionary signal used to predict protein-protein interactions
title_full The origins of the evolutionary signal used to predict protein-protein interactions
title_fullStr The origins of the evolutionary signal used to predict protein-protein interactions
title_full_unstemmed The origins of the evolutionary signal used to predict protein-protein interactions
title_short The origins of the evolutionary signal used to predict protein-protein interactions
title_sort origins of the evolutionary signal used to predict protein-protein interactions
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3537733/
https://www.ncbi.nlm.nih.gov/pubmed/23217198
http://dx.doi.org/10.1186/1471-2148-12-238
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