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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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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. |
format | Online Article Text |
id | pubmed-5159811 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT hefei panandcorenetworkanalysisofcoexpressiongenesinamodelplant AT maslovsergei panandcorenetworkanalysisofcoexpressiongenesinamodelplant |