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Predicting Protein-Protein Interaction by the Mirrortree Method: Possibilities and Limitations
Molecular co-evolution analysis as a sequence-only based method has been used to predict protein-protein interactions. In co-evolution analysis, Pearson's correlation within the mirrortree method is a well-known way of quantifying the correlation between protein pairs. Here we studied the mirro...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3862474/ https://www.ncbi.nlm.nih.gov/pubmed/24349035 http://dx.doi.org/10.1371/journal.pone.0081100 |
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author | Zhou, Hua Jakobsson, Eric |
author_facet | Zhou, Hua Jakobsson, Eric |
author_sort | Zhou, Hua |
collection | PubMed |
description | Molecular co-evolution analysis as a sequence-only based method has been used to predict protein-protein interactions. In co-evolution analysis, Pearson's correlation within the mirrortree method is a well-known way of quantifying the correlation between protein pairs. Here we studied the mirrortree method on both known interacting protein pairs and sets of presumed non-interacting protein pairs, to evaluate the utility of this correlation analysis method for predicting protein-protein interactions within eukaryotes. We varied metrics for computing evolutionary distance and evolutionary span of the species analyzed. We found the differences between co-evolutionary correlation scores of the interacting and non-interacting proteins, normalized for evolutionary span, to be significantly predictive for proteins conserved over a wide range of eukaryotic clades (from mammals to fungi). On the other hand, for narrower ranges of evolutionary span, the predictive power was much weaker. |
format | Online Article Text |
id | pubmed-3862474 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-38624742013-12-17 Predicting Protein-Protein Interaction by the Mirrortree Method: Possibilities and Limitations Zhou, Hua Jakobsson, Eric PLoS One Research Article Molecular co-evolution analysis as a sequence-only based method has been used to predict protein-protein interactions. In co-evolution analysis, Pearson's correlation within the mirrortree method is a well-known way of quantifying the correlation between protein pairs. Here we studied the mirrortree method on both known interacting protein pairs and sets of presumed non-interacting protein pairs, to evaluate the utility of this correlation analysis method for predicting protein-protein interactions within eukaryotes. We varied metrics for computing evolutionary distance and evolutionary span of the species analyzed. We found the differences between co-evolutionary correlation scores of the interacting and non-interacting proteins, normalized for evolutionary span, to be significantly predictive for proteins conserved over a wide range of eukaryotic clades (from mammals to fungi). On the other hand, for narrower ranges of evolutionary span, the predictive power was much weaker. Public Library of Science 2013-12-13 /pmc/articles/PMC3862474/ /pubmed/24349035 http://dx.doi.org/10.1371/journal.pone.0081100 Text en © 2013 Zhou, Jakobsson 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 Zhou, Hua Jakobsson, Eric Predicting Protein-Protein Interaction by the Mirrortree Method: Possibilities and Limitations |
title | Predicting Protein-Protein Interaction by the Mirrortree Method: Possibilities and Limitations |
title_full | Predicting Protein-Protein Interaction by the Mirrortree Method: Possibilities and Limitations |
title_fullStr | Predicting Protein-Protein Interaction by the Mirrortree Method: Possibilities and Limitations |
title_full_unstemmed | Predicting Protein-Protein Interaction by the Mirrortree Method: Possibilities and Limitations |
title_short | Predicting Protein-Protein Interaction by the Mirrortree Method: Possibilities and Limitations |
title_sort | predicting protein-protein interaction by the mirrortree method: possibilities and limitations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3862474/ https://www.ncbi.nlm.nih.gov/pubmed/24349035 http://dx.doi.org/10.1371/journal.pone.0081100 |
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