Literature DB >> 30245508

System network analysis of genomics and transcriptomics data identified type 1 diabetes-associated pathway and genes.

Jun-Min Lu1, Yuan-Cheng Chen1, Zeng-Xin Ao1, Jie Shen1, Chun-Ping Zeng1, Xu Lin1, Lin-Ping Peng1, Rou Zhou1, Xia-Fang Wang1, Cheng Peng1, Hong-Mei Xiao2, Kun Zhang3, Hong-Wen Deng4,5,6.   

Abstract

Genome-wide association studies (GWASs) have discovered >50 risk loci for type 1 diabetes (T1D). However, those variations only have modest effects on the genetic risk of T1D. In recent years, accumulated studies have suggested that gene-gene interactions might explain part of the missing heritability. The purpose of our research was to identify potential and novel risk genes for T1D by systematically considering the gene-gene interactions through network analyses. We carried out a novel system network analysis of summary GWAS statistics jointly with transcriptomic gene expression data to identify some of the missing heritability for T1D using weighted gene co-expression network analysis (WGCNA). Using WGCNA, seven modules for 1852 nominally significant (P ≤ 0.05) GWAS genes were identified by analyzing microarray data for gene expression profile. One module (tagged as green module) showed significant association (P ≤ 0.05) between the module eigengenes and the trait. This module also displayed a high correlation (r = 0.45, P ≤ 0.05) between module membership (MM) and gene significant (GS), which indicated that the green module of co-expressed genes is of significant biological importance for T1D status. By further describing the module content and topology, the green module revealed a significant enrichment in the "regulation of immune response" (GO:0050776), which is a crucially important pathway in T1D development. Our findings demonstrated a module and several core genes that act as essential components in the etiology of T1D possibly via the regulation of immune response, which may enhance our fundamental knowledge of the underlying molecular mechanisms for T1D.

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Year:  2018        PMID: 30245508      PMCID: PMC6431577          DOI: 10.1038/s41435-018-0045-9

Source DB:  PubMed          Journal:  Genes Immun        ISSN: 1466-4879            Impact factor:   2.676


  48 in total

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Review 6.  The role of inflammation in insulitis and beta-cell loss in type 1 diabetes.

Authors:  Décio L Eizirik; Maikel L Colli; Fernanda Ortis
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7.  Integrative Analysis of Genomics and Transcriptome Data to Identify Potential Functional Genes of BMDs in Females.

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8.  Diagnosis and classification of diabetes mellitus.

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9.  Deficiency of small GTPase Rac2 affects T cell activation.

Authors:  H Yu; D Leitenberg; B Li; R A Flavell
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10.  Genome-wide association study and meta-analysis find that over 40 loci affect risk of type 1 diabetes.

Authors:  Jeffrey C Barrett; David G Clayton; Patrick Concannon; Beena Akolkar; Jason D Cooper; Henry A Erlich; Cécile Julier; Grant Morahan; Jørn Nerup; Concepcion Nierras; Vincent Plagnol; Flemming Pociot; Helen Schuilenburg; Deborah J Smyth; Helen Stevens; John A Todd; Neil M Walker; Stephen S Rich
Journal:  Nat Genet       Date:  2009-05-10       Impact factor: 38.330

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5.  Diabetes With Multiple Autoimmune and Inflammatory Conditions Linked to an Activating SKAP2 Mutation.

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6.  Elucidate multidimensionality of type 1 diabetes mellitus heterogeneity by multifaceted information.

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  6 in total

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