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Genome-Wide Prediction of SH2 Domain Targets Using Structural Information and the FoldX Algorithm
Current experiments likely cover only a fraction of all protein-protein interactions. Here, we developed a method to predict SH2-mediated protein-protein interactions using the structure of SH2-phosphopeptide complexes and the FoldX algorithm. We show that our approach performs similarly to experime...
Autores principales: | , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2271153/ https://www.ncbi.nlm.nih.gov/pubmed/18389064 http://dx.doi.org/10.1371/journal.pcbi.1000052 |
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author | Sánchez, Ignacio E. Beltrao, Pedro Stricher, Francois Schymkowitz, Joost Ferkinghoff-Borg, Jesper Rousseau, Frederic Serrano, Luis |
author_facet | Sánchez, Ignacio E. Beltrao, Pedro Stricher, Francois Schymkowitz, Joost Ferkinghoff-Borg, Jesper Rousseau, Frederic Serrano, Luis |
author_sort | Sánchez, Ignacio E. |
collection | PubMed |
description | Current experiments likely cover only a fraction of all protein-protein interactions. Here, we developed a method to predict SH2-mediated protein-protein interactions using the structure of SH2-phosphopeptide complexes and the FoldX algorithm. We show that our approach performs similarly to experimentally derived consensus sequences and substitution matrices at predicting known in vitro and in vivo targets of SH2 domains. We use our method to provide a set of high-confidence interactions for human SH2 domains with known structure filtered on secondary structure and phosphorylation state. We validated the predictions using literature-derived SH2 interactions and a probabilistic score obtained from a naive Bayes integration of information on coexpression, conservation of the interaction in other species, shared interaction partners, and functions. We show how our predictions lead to a new hypothesis for the role of SH2 domains in signaling. |
format | Text |
id | pubmed-2271153 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-22711532008-04-04 Genome-Wide Prediction of SH2 Domain Targets Using Structural Information and the FoldX Algorithm Sánchez, Ignacio E. Beltrao, Pedro Stricher, Francois Schymkowitz, Joost Ferkinghoff-Borg, Jesper Rousseau, Frederic Serrano, Luis PLoS Comput Biol Research Article Current experiments likely cover only a fraction of all protein-protein interactions. Here, we developed a method to predict SH2-mediated protein-protein interactions using the structure of SH2-phosphopeptide complexes and the FoldX algorithm. We show that our approach performs similarly to experimentally derived consensus sequences and substitution matrices at predicting known in vitro and in vivo targets of SH2 domains. We use our method to provide a set of high-confidence interactions for human SH2 domains with known structure filtered on secondary structure and phosphorylation state. We validated the predictions using literature-derived SH2 interactions and a probabilistic score obtained from a naive Bayes integration of information on coexpression, conservation of the interaction in other species, shared interaction partners, and functions. We show how our predictions lead to a new hypothesis for the role of SH2 domains in signaling. Public Library of Science 2008-04-04 /pmc/articles/PMC2271153/ /pubmed/18389064 http://dx.doi.org/10.1371/journal.pcbi.1000052 Text en Sánchez 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 Sánchez, Ignacio E. Beltrao, Pedro Stricher, Francois Schymkowitz, Joost Ferkinghoff-Borg, Jesper Rousseau, Frederic Serrano, Luis Genome-Wide Prediction of SH2 Domain Targets Using Structural Information and the FoldX Algorithm |
title | Genome-Wide Prediction of SH2 Domain Targets Using Structural Information and the FoldX Algorithm |
title_full | Genome-Wide Prediction of SH2 Domain Targets Using Structural Information and the FoldX Algorithm |
title_fullStr | Genome-Wide Prediction of SH2 Domain Targets Using Structural Information and the FoldX Algorithm |
title_full_unstemmed | Genome-Wide Prediction of SH2 Domain Targets Using Structural Information and the FoldX Algorithm |
title_short | Genome-Wide Prediction of SH2 Domain Targets Using Structural Information and the FoldX Algorithm |
title_sort | genome-wide prediction of sh2 domain targets using structural information and the foldx algorithm |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2271153/ https://www.ncbi.nlm.nih.gov/pubmed/18389064 http://dx.doi.org/10.1371/journal.pcbi.1000052 |
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