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Domain-based prediction of the human isoform interactome provides insights into the functional impact of alternative splicing
Alternative splicing is known to remodel protein-protein interaction networks (“interactomes”), yet large-scale determination of isoform-specific interactions remains challenging. We present a domain-based method to predict the isoform interactome from the reference interactome. First, we construct...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5591010/ https://www.ncbi.nlm.nih.gov/pubmed/28846689 http://dx.doi.org/10.1371/journal.pcbi.1005717 |
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author | Ghadie, Mohamed Ali Lambourne, Luke Vidal, Marc Xia, Yu |
author_facet | Ghadie, Mohamed Ali Lambourne, Luke Vidal, Marc Xia, Yu |
author_sort | Ghadie, Mohamed Ali |
collection | PubMed |
description | Alternative splicing is known to remodel protein-protein interaction networks (“interactomes”), yet large-scale determination of isoform-specific interactions remains challenging. We present a domain-based method to predict the isoform interactome from the reference interactome. First, we construct the domain-resolved reference interactome by mapping known domain-domain interactions onto experimentally-determined interactions between reference proteins. Then, we construct the isoform interactome by predicting that an isoform loses an interaction if it loses the domain mediating the interaction. Our prediction framework is of high-quality when assessed by experimental data. The predicted human isoform interactome reveals extensive network remodeling by alternative splicing. Protein pairs interacting with different isoforms of the same gene tend to be more divergent in biological function, tissue expression, and disease phenotype than protein pairs interacting with the same isoforms. Our prediction method complements experimental efforts, and demonstrates that integrating structural domain information with interactomes provides insights into the functional impact of alternative splicing. |
format | Online Article Text |
id | pubmed-5591010 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-55910102017-09-15 Domain-based prediction of the human isoform interactome provides insights into the functional impact of alternative splicing Ghadie, Mohamed Ali Lambourne, Luke Vidal, Marc Xia, Yu PLoS Comput Biol Research Article Alternative splicing is known to remodel protein-protein interaction networks (“interactomes”), yet large-scale determination of isoform-specific interactions remains challenging. We present a domain-based method to predict the isoform interactome from the reference interactome. First, we construct the domain-resolved reference interactome by mapping known domain-domain interactions onto experimentally-determined interactions between reference proteins. Then, we construct the isoform interactome by predicting that an isoform loses an interaction if it loses the domain mediating the interaction. Our prediction framework is of high-quality when assessed by experimental data. The predicted human isoform interactome reveals extensive network remodeling by alternative splicing. Protein pairs interacting with different isoforms of the same gene tend to be more divergent in biological function, tissue expression, and disease phenotype than protein pairs interacting with the same isoforms. Our prediction method complements experimental efforts, and demonstrates that integrating structural domain information with interactomes provides insights into the functional impact of alternative splicing. Public Library of Science 2017-08-28 /pmc/articles/PMC5591010/ /pubmed/28846689 http://dx.doi.org/10.1371/journal.pcbi.1005717 Text en © 2017 Ghadie 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Ghadie, Mohamed Ali Lambourne, Luke Vidal, Marc Xia, Yu Domain-based prediction of the human isoform interactome provides insights into the functional impact of alternative splicing |
title | Domain-based prediction of the human isoform interactome provides insights into the functional impact of alternative splicing |
title_full | Domain-based prediction of the human isoform interactome provides insights into the functional impact of alternative splicing |
title_fullStr | Domain-based prediction of the human isoform interactome provides insights into the functional impact of alternative splicing |
title_full_unstemmed | Domain-based prediction of the human isoform interactome provides insights into the functional impact of alternative splicing |
title_short | Domain-based prediction of the human isoform interactome provides insights into the functional impact of alternative splicing |
title_sort | domain-based prediction of the human isoform interactome provides insights into the functional impact of alternative splicing |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5591010/ https://www.ncbi.nlm.nih.gov/pubmed/28846689 http://dx.doi.org/10.1371/journal.pcbi.1005717 |
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