gene coexpression network analysis as a source of functional annotation for rice genes基因coexpression网络分析作为水稻基因功能注释的来源.pdfVIP
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gene coexpression network analysis as a source of functional annotation for rice genes基因coexpression网络分析作为水稻基因功能注释的来源
Gene Coexpression Network Analysis as a Source of Functional Annotation for Rice Genes Kevin L. Childs*, Rebecca M. Davidson, C. Robin Buell Department of Plant Biology, Michigan State University, East Lansing, Michigan, United States of America Abstract With the existence of large publicly available plant gene expression data sets, many groups have undertaken data analyses to construct gene coexpression networks and functionally annotate genes. Often, a large compendium of unrelated or condition- independent expression data is used to construct gene networks. Condition-dependent expression experiments consisting of well-defined conditions/treatments have also been used to create coexpression networks to help examine particular biological processes. Gene networks derived from either condition-dependent or condition-independent data can be difficult to interpret if a large number of genes and connections are present. However, algorithms exist to identify modules of highly connected and biologically relevant genes within coexpression networks. In this study, we have used publicly available rice (Oryza sativa) gene expression data to create gene coexpression networks using both condition-dependent and condition- independent data and have identified gene modules within these networks using the Weighted Gene Coexpression Network Analysis method. We compared the number of genes assigned to modules and the biological interpretability of gene coexpression modules to assess the utility of condition-dependent and condition-independent gene coexpression networks. For the purpose of providing functional annotation to rice genes, we found that gene modules identified by coexpression analysis of condition-dependent gene expression experiments to be more useful than gene modules identified by analysis of a condition-independent data set. We have incorporated o
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