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A Rich-Club Organization in Brain Ischemia Protein Interaction Network
Ischemic stroke involves multiple pathophysiological mechanisms with complex interactions. Efforts to decipher those mechanisms and understand the evolution of cerebral injury is key for developing successful interventions. In an innovative approach, we use literature mining, natural language proces...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4550934/ https://www.ncbi.nlm.nih.gov/pubmed/26310627 http://dx.doi.org/10.1038/srep13513 |
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author | Alawieh, Ali Sabra, Zahraa Sabra, Mohammed Tomlinson, Stephen Zaraket, Fadi A. |
author_facet | Alawieh, Ali Sabra, Zahraa Sabra, Mohammed Tomlinson, Stephen Zaraket, Fadi A. |
author_sort | Alawieh, Ali |
collection | PubMed |
description | Ischemic stroke involves multiple pathophysiological mechanisms with complex interactions. Efforts to decipher those mechanisms and understand the evolution of cerebral injury is key for developing successful interventions. In an innovative approach, we use literature mining, natural language processing and systems biology tools to construct, annotate and curate a brain ischemia interactome. The curated interactome includes proteins that are deregulated after cerebral ischemia in human and experimental stroke. Network analysis of the interactome revealed a rich-club organization indicating the presence of a densely interconnected hub structure of prominent contributors to disease pathogenesis. Functional annotation of the interactome uncovered prominent pathways and highlighted the critical role of the complement and coagulation cascade in the initiation and amplification of injury starting by activation of the rich-club. We performed an in-silico screen for putative interventions that have pleiotropic effects on rich-club components and we identified estrogen as a prominent candidate. Our findings show that complex network analysis of disease related interactomes may lead to a better understanding of pathogenic mechanisms and provide cost-effective and mechanism-based discovery of candidate therapeutics. |
format | Online Article Text |
id | pubmed-4550934 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-45509342015-09-04 A Rich-Club Organization in Brain Ischemia Protein Interaction Network Alawieh, Ali Sabra, Zahraa Sabra, Mohammed Tomlinson, Stephen Zaraket, Fadi A. Sci Rep Article Ischemic stroke involves multiple pathophysiological mechanisms with complex interactions. Efforts to decipher those mechanisms and understand the evolution of cerebral injury is key for developing successful interventions. In an innovative approach, we use literature mining, natural language processing and systems biology tools to construct, annotate and curate a brain ischemia interactome. The curated interactome includes proteins that are deregulated after cerebral ischemia in human and experimental stroke. Network analysis of the interactome revealed a rich-club organization indicating the presence of a densely interconnected hub structure of prominent contributors to disease pathogenesis. Functional annotation of the interactome uncovered prominent pathways and highlighted the critical role of the complement and coagulation cascade in the initiation and amplification of injury starting by activation of the rich-club. We performed an in-silico screen for putative interventions that have pleiotropic effects on rich-club components and we identified estrogen as a prominent candidate. Our findings show that complex network analysis of disease related interactomes may lead to a better understanding of pathogenic mechanisms and provide cost-effective and mechanism-based discovery of candidate therapeutics. Nature Publishing Group 2015-08-27 /pmc/articles/PMC4550934/ /pubmed/26310627 http://dx.doi.org/10.1038/srep13513 Text en Copyright © 2015, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Alawieh, Ali Sabra, Zahraa Sabra, Mohammed Tomlinson, Stephen Zaraket, Fadi A. A Rich-Club Organization in Brain Ischemia Protein Interaction Network |
title | A Rich-Club Organization in Brain Ischemia Protein Interaction Network |
title_full | A Rich-Club Organization in Brain Ischemia Protein Interaction Network |
title_fullStr | A Rich-Club Organization in Brain Ischemia Protein Interaction Network |
title_full_unstemmed | A Rich-Club Organization in Brain Ischemia Protein Interaction Network |
title_short | A Rich-Club Organization in Brain Ischemia Protein Interaction Network |
title_sort | rich-club organization in brain ischemia protein interaction network |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4550934/ https://www.ncbi.nlm.nih.gov/pubmed/26310627 http://dx.doi.org/10.1038/srep13513 |
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