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Construction and Analyses of Human Large-Scale Tissue Specific Networks

Construction and analyses of tissue specific networks is crucial to unveil the function and organizational structure of biological systems. As a direct method to detect protein dynamics, human proteome-wide expression data provide an valuable resource to investigate the tissue specificity of protein...

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Detalles Bibliográficos
Autores principales: Liu, Wei, Wang, Jianying, Wang, Tengjiao, Xie, Hongwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4267779/
https://www.ncbi.nlm.nih.gov/pubmed/25513809
http://dx.doi.org/10.1371/journal.pone.0115074
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author Liu, Wei
Wang, Jianying
Wang, Tengjiao
Xie, Hongwei
author_facet Liu, Wei
Wang, Jianying
Wang, Tengjiao
Xie, Hongwei
author_sort Liu, Wei
collection PubMed
description Construction and analyses of tissue specific networks is crucial to unveil the function and organizational structure of biological systems. As a direct method to detect protein dynamics, human proteome-wide expression data provide an valuable resource to investigate the tissue specificity of proteins and interactions. By integrating protein expression data with large-scale interaction network, we constructed 30 tissue/cell specific networks in human and analyzed their properties and functions. Rather than the tissue specificity of proteins, we mainly focused on the tissue specificity of interactions to distill tissue specific networks. Through comparing our tissue specific networks with those inferred from gene expression data, we found our networks have larger scales and higher reliability. Furthermore, we investigated the similar extent of multiple tissue specific networks, which proved that tissues with similar functions tend to contain more common interactions. Finally, we found that the tissue specific networks differed from the static network in multiple topological properties. The proteins in tissue specific networks are interacting looser and the hubs play more important roles than those in the static network.
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spelling pubmed-42677792014-12-26 Construction and Analyses of Human Large-Scale Tissue Specific Networks Liu, Wei Wang, Jianying Wang, Tengjiao Xie, Hongwei PLoS One Research Article Construction and analyses of tissue specific networks is crucial to unveil the function and organizational structure of biological systems. As a direct method to detect protein dynamics, human proteome-wide expression data provide an valuable resource to investigate the tissue specificity of proteins and interactions. By integrating protein expression data with large-scale interaction network, we constructed 30 tissue/cell specific networks in human and analyzed their properties and functions. Rather than the tissue specificity of proteins, we mainly focused on the tissue specificity of interactions to distill tissue specific networks. Through comparing our tissue specific networks with those inferred from gene expression data, we found our networks have larger scales and higher reliability. Furthermore, we investigated the similar extent of multiple tissue specific networks, which proved that tissues with similar functions tend to contain more common interactions. Finally, we found that the tissue specific networks differed from the static network in multiple topological properties. The proteins in tissue specific networks are interacting looser and the hubs play more important roles than those in the static network. Public Library of Science 2014-12-16 /pmc/articles/PMC4267779/ /pubmed/25513809 http://dx.doi.org/10.1371/journal.pone.0115074 Text en © 2014 Liu 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
Liu, Wei
Wang, Jianying
Wang, Tengjiao
Xie, Hongwei
Construction and Analyses of Human Large-Scale Tissue Specific Networks
title Construction and Analyses of Human Large-Scale Tissue Specific Networks
title_full Construction and Analyses of Human Large-Scale Tissue Specific Networks
title_fullStr Construction and Analyses of Human Large-Scale Tissue Specific Networks
title_full_unstemmed Construction and Analyses of Human Large-Scale Tissue Specific Networks
title_short Construction and Analyses of Human Large-Scale Tissue Specific Networks
title_sort construction and analyses of human large-scale tissue specific networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4267779/
https://www.ncbi.nlm.nih.gov/pubmed/25513809
http://dx.doi.org/10.1371/journal.pone.0115074
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