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What Evidence Is There for the Homology of Protein-Protein Interactions?

The notion that sequence homology implies functional similarity underlies much of computational biology. In the case of protein-protein interactions, an interaction can be inferred between two proteins on the basis that sequence-similar proteins have been observed to interact. The use of transferred...

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Autores principales: Lewis, Anna C. F., Jones, Nick S., Porter, Mason A., Deane, Charlotte M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3447968/
https://www.ncbi.nlm.nih.gov/pubmed/23028270
http://dx.doi.org/10.1371/journal.pcbi.1002645
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author Lewis, Anna C. F.
Jones, Nick S.
Porter, Mason A.
Deane, Charlotte M.
author_facet Lewis, Anna C. F.
Jones, Nick S.
Porter, Mason A.
Deane, Charlotte M.
author_sort Lewis, Anna C. F.
collection PubMed
description The notion that sequence homology implies functional similarity underlies much of computational biology. In the case of protein-protein interactions, an interaction can be inferred between two proteins on the basis that sequence-similar proteins have been observed to interact. The use of transferred interactions is common, but the legitimacy of such inferred interactions is not clear. Here we investigate transferred interactions and whether data incompleteness explains the lack of evidence found for them. Using definitions of homology associated with functional annotation transfer, we estimate that conservation rates of interactions are low even after taking interactome incompleteness into account. For example, at a blastp [Image: see text]-value threshold of [Image: see text], we estimate the conservation rate to be about [Image: see text] between S. cerevisiae and H. sapiens. Our method also produces estimates of interactome sizes (which are similar to those previously proposed). Using our estimates of interaction conservation we estimate the rate at which protein-protein interactions are lost across species. To our knowledge, this is the first such study based on large-scale data. Previous work has suggested that interactions transferred within species are more reliable than interactions transferred across species. By controlling for factors that are specific to within-species interaction prediction, we propose that the transfer of interactions within species might be less reliable than transfers between species. Protein-protein interactions appear to be very rarely conserved unless very high sequence similarity is observed. Consequently, inferred interactions should be used with care.
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spelling pubmed-34479682012-10-01 What Evidence Is There for the Homology of Protein-Protein Interactions? Lewis, Anna C. F. Jones, Nick S. Porter, Mason A. Deane, Charlotte M. PLoS Comput Biol Research Article The notion that sequence homology implies functional similarity underlies much of computational biology. In the case of protein-protein interactions, an interaction can be inferred between two proteins on the basis that sequence-similar proteins have been observed to interact. The use of transferred interactions is common, but the legitimacy of such inferred interactions is not clear. Here we investigate transferred interactions and whether data incompleteness explains the lack of evidence found for them. Using definitions of homology associated with functional annotation transfer, we estimate that conservation rates of interactions are low even after taking interactome incompleteness into account. For example, at a blastp [Image: see text]-value threshold of [Image: see text], we estimate the conservation rate to be about [Image: see text] between S. cerevisiae and H. sapiens. Our method also produces estimates of interactome sizes (which are similar to those previously proposed). Using our estimates of interaction conservation we estimate the rate at which protein-protein interactions are lost across species. To our knowledge, this is the first such study based on large-scale data. Previous work has suggested that interactions transferred within species are more reliable than interactions transferred across species. By controlling for factors that are specific to within-species interaction prediction, we propose that the transfer of interactions within species might be less reliable than transfers between species. Protein-protein interactions appear to be very rarely conserved unless very high sequence similarity is observed. Consequently, inferred interactions should be used with care. Public Library of Science 2012-09-20 /pmc/articles/PMC3447968/ /pubmed/23028270 http://dx.doi.org/10.1371/journal.pcbi.1002645 Text en © 2012 Lewis 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
Lewis, Anna C. F.
Jones, Nick S.
Porter, Mason A.
Deane, Charlotte M.
What Evidence Is There for the Homology of Protein-Protein Interactions?
title What Evidence Is There for the Homology of Protein-Protein Interactions?
title_full What Evidence Is There for the Homology of Protein-Protein Interactions?
title_fullStr What Evidence Is There for the Homology of Protein-Protein Interactions?
title_full_unstemmed What Evidence Is There for the Homology of Protein-Protein Interactions?
title_short What Evidence Is There for the Homology of Protein-Protein Interactions?
title_sort what evidence is there for the homology of protein-protein interactions?
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3447968/
https://www.ncbi.nlm.nih.gov/pubmed/23028270
http://dx.doi.org/10.1371/journal.pcbi.1002645
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