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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Main Authors: Anna C F Lewis, Nick S Jones, Mason A Porter, Charlotte M Deane
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2012-01-01
Series:PLoS Computational Biology
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23028270/?tool=EBI
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spelling doaj-ae105e170f5c421e973135e36bec3fe72021-04-21T15:09:34ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582012-01-0189e100264510.1371/journal.pcbi.1002645What evidence is there for the homology of protein-protein interactions?Anna C F LewisNick S JonesMason A PorterCharlotte M DeaneThe 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 E-value threshold of 10(-70), we estimate the conservation rate to be about 11 % 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.https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23028270/?tool=EBI
collection DOAJ
language English
format Article
sources DOAJ
author Anna C F Lewis
Nick S Jones
Mason A Porter
Charlotte M Deane
spellingShingle Anna C F Lewis
Nick S Jones
Mason A Porter
Charlotte M Deane
What evidence is there for the homology of protein-protein interactions?
PLoS Computational Biology
author_facet Anna C F Lewis
Nick S Jones
Mason A Porter
Charlotte M Deane
author_sort Anna C F Lewis
title 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_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_sort what evidence is there for the homology of protein-protein interactions?
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2012-01-01
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 E-value threshold of 10(-70), we estimate the conservation rate to be about 11 % 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.
url https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23028270/?tool=EBI
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