Dense module searching for gene networks associated with multiple sclerosis

被引:17
作者
Manuel, Astrid M. [1 ]
Dai, Yulin [1 ]
Freeman, Leorah A. [2 ]
Jia, Peilin [1 ]
Zhao, Zhongming [1 ,3 ,4 ]
机构
[1] Univ Texas Hlth Sci Ctr Houston, Sch Biomed Informat, Ctr Precis Hlth, 7000 Fannin St,Suite 600, Houston, TX 77030 USA
[2] Univ Texas Hlth Sci Ctr Houston, McGovern Med Sch, Dept Neurol, Houston, TX 77030 USA
[3] Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Human Genet Ctr, Houston, TX 77030 USA
[4] Vanderbilt Univ, Med Ctr, Dept Biomed Informat, Nashville, TN 37203 USA
基金
美国国家卫生研究院;
关键词
GWAS; Multiple sclerosis; dmGWAS; Network module; Gene set enrichment analysis; Drug target; GENOME-WIDE ASSOCIATION; NF-KAPPA-B; TRANSCRIPTION FACTORS; RISK; FINGOLIMOD; ACTIVATION; ALGORITHM; DATABASE; DISEASE; MODELS;
D O I
10.1186/s12920-020-0674-5
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background Multiple sclerosis (MS) is a complex disease in which the immune system attacks the central nervous system. The molecular mechanisms contributing to the etiology of MS remain poorly understood. Genome-wide association studies (GWAS) of MS have identified a small number of genetic loci significant at the genome level, but they are mainly non-coding variants. Network-assisted analysis may help better interpret the functional roles of the variants with association signals and potential translational medicine application. The Dense Module Searching of GWAS tool (dmGWAS version 2.4) developed in our team is applied to 2 MS GWAS datasets (GeneMSA and IMSGC GWAS) using the human protein interactome as the reference network. A dual evaluation strategy is used to generate results with reproducibility. Results Approximately 7500 significant network modules were identified for each independent GWAS dataset, and 20 significant modules were identified from the dual evaluation. The top modules included GRB2, HDAC1, JAK2, MAPK1, and STAT3 as central genes. Top module genes were enriched with functional terms such as "regulation of glial cell differentiation" (adjusted p-value = 2.58 x 10(- 3)), "T-cell costimulation" (adjusted p-value = 2.11 x 10(- 6)) and "virus receptor activity" (adjusted p-value = 1.67 x 10(- 3)). Interestingly, top gene networks included several MS FDA approved drug target genes HDAC1, IL2RA, KEAP1, and RELA, Conclusions Our dmGWAS network analyses highlighted several genes (GRB2, HDAC1, IL2RA, JAK2, KEAP1, MAPK1, RELA and STAT3) in top modules that are promising to interpret GWAS signals and link to MS drug targets. The genes enriched with glial cell differentiation are important for understanding neurodegenerative processes in MS and for remyelination therapy investigation. Importantly, our identified genetic signals enriched in T cell costimulation and viral receptor activity supported the viral infection onset hypothesis for MS.
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页数:12
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