A disease module in the interactome explains disease heterogeneity, drug response and captures novel pathways and genes in asthma

相互作用体 生物 疾病 哮喘 表型 免疫系统 计算生物学 基因 基因敲除 药物基因组学 生物信息学 免疫学 癌症研究 遗传学 医学 病理
作者
Amitabh Sharma,Jörg Menche,Chaohua Huang,Tatiana Ort,Xiaobo Zhou,Maksim Kitsak,Nidhi Sahni,Derek Thibault,Linh Voung,Feng Guo,Susan Dina Ghiassian,Natali Gulbahce,Frédéric Baribaud,Joel Tocker,Radu Dobrin,Elliot S. Barnathan,Hao Liu,Reynold A. Panettieri,Kelan G. Tantisira,Weiliang Qiu,Benjamin A. Raby,Edwin K. Silverman,Marc Vidal,Scott T. Weiss,Albert‐László Barabási
出处
期刊:Human Molecular Genetics [Oxford University Press]
卷期号:24 (11): 3005-3020 被引量:184
标识
DOI:10.1093/hmg/ddv001
摘要

Recent advances in genetics have spurred rapid progress towards the systematic identification of genes involved in complex diseases. Still, the detailed understanding of the molecular and physiological mechanisms through which these genes affect disease phenotypes remains a major challenge. Here, we identify the asthma disease module, i.e. the local neighborhood of the interactome whose perturbation is associated with asthma, and validate it for functional and pathophysiological relevance, using both computational and experimental approaches. We find that the asthma disease module is enriched with modest GWAS P-values against the background of random variation, and with differentially expressed genes from normal and asthmatic fibroblast cells treated with an asthma-specific drug. The asthma module also contains immune response mechanisms that are shared with other immune-related disease modules. Further, using diverse omics (genomics, gene-expression, drug response) data, we identify the GAB1 signaling pathway as an important novel modulator in asthma. The wiring diagram of the uncovered asthma module suggests a relatively close link between GAB1 and glucocorticoids (GCs), which we experimentally validate, observing an increase in the level of GAB1 after GC treatment in BEAS-2B bronchial epithelial cells. The siRNA knockdown of GAB1 in the BEAS-2B cell line resulted in a decrease in the NFkB level, suggesting a novel regulatory path of the pro-inflammatory factor NFkB by GAB1 in asthma.

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