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Pan- and core- network analysis of co-expression genes in a model plant

Genome-wide gene expression experiments have been performed using the model plant Arabidopsis during the last decade. Some studies involved construction of coexpression networks, a popular technique used to identify groups of co-regulated genes, to infer unknown gene functions. One approach is to co...

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Autores principales: He, Fei, Maslov, Sergei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5159811/
https://www.ncbi.nlm.nih.gov/pubmed/27982071
http://dx.doi.org/10.1038/srep38956
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author He, Fei
Maslov, Sergei
author_facet He, Fei
Maslov, Sergei
author_sort He, Fei
collection PubMed
description Genome-wide gene expression experiments have been performed using the model plant Arabidopsis during the last decade. Some studies involved construction of coexpression networks, a popular technique used to identify groups of co-regulated genes, to infer unknown gene functions. One approach is to construct a single coexpression network by combining multiple expression datasets generated in different labs. We advocate a complementary approach in which we construct a large collection of 134 coexpression networks based on expression datasets reported in individual publications. To this end we reanalyzed public expression data. To describe this collection of networks we introduced concepts of ‘pan-network’ and ‘core-network’ representing union and intersection between a sizeable fractions of individual networks, respectively. We showed that these two types of networks are different both in terms of their topology and biological function of interacting genes. For example, the modules of the pan-network are enriched in regulatory and signaling functions, while the modules of the core-network tend to include components of large macromolecular complexes such as ribosomes and photosynthetic machinery. Our analysis is aimed to help the plant research community to better explore the information contained within the existing vast collection of gene expression data in Arabidopsis.
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spelling pubmed-51598112016-12-21 Pan- and core- network analysis of co-expression genes in a model plant He, Fei Maslov, Sergei Sci Rep Article Genome-wide gene expression experiments have been performed using the model plant Arabidopsis during the last decade. Some studies involved construction of coexpression networks, a popular technique used to identify groups of co-regulated genes, to infer unknown gene functions. One approach is to construct a single coexpression network by combining multiple expression datasets generated in different labs. We advocate a complementary approach in which we construct a large collection of 134 coexpression networks based on expression datasets reported in individual publications. To this end we reanalyzed public expression data. To describe this collection of networks we introduced concepts of ‘pan-network’ and ‘core-network’ representing union and intersection between a sizeable fractions of individual networks, respectively. We showed that these two types of networks are different both in terms of their topology and biological function of interacting genes. For example, the modules of the pan-network are enriched in regulatory and signaling functions, while the modules of the core-network tend to include components of large macromolecular complexes such as ribosomes and photosynthetic machinery. Our analysis is aimed to help the plant research community to better explore the information contained within the existing vast collection of gene expression data in Arabidopsis. Nature Publishing Group 2016-12-16 /pmc/articles/PMC5159811/ /pubmed/27982071 http://dx.doi.org/10.1038/srep38956 Text en Copyright © 2016, The Author(s) 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
He, Fei
Maslov, Sergei
Pan- and core- network analysis of co-expression genes in a model plant
title Pan- and core- network analysis of co-expression genes in a model plant
title_full Pan- and core- network analysis of co-expression genes in a model plant
title_fullStr Pan- and core- network analysis of co-expression genes in a model plant
title_full_unstemmed Pan- and core- network analysis of co-expression genes in a model plant
title_short Pan- and core- network analysis of co-expression genes in a model plant
title_sort pan- and core- network analysis of co-expression genes in a model plant
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5159811/
https://www.ncbi.nlm.nih.gov/pubmed/27982071
http://dx.doi.org/10.1038/srep38956
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