TY - JOUR
T1 - A disease module in the interactome explains disease heterogeneity, drug response and captures novel pathways and genes in asthma
AU - Sharma, Amitabh
AU - Menche, Jörg
AU - Chris Huang, C.
AU - Ort, Tatiana
AU - Zhou, Xiaobo
AU - Kitsak, Maksim
AU - Sahni, Nidhi
AU - Thibault, Derek
AU - Voung, Linh
AU - Guo, Feng
AU - Ghiassian, Susan Dina
AU - Gulbahce, Natali
AU - Baribaud, Frédéric
AU - Tocker, Joel
AU - Dobrin, Radu
AU - Barnathan, Elliot
AU - Liu, Hao
AU - Panettieri, Reynold A.
AU - Tantisira, Kelan G.
AU - Qiu, Weiliang
AU - Raby, Benjamin A.
AU - Silverman, Edwin K.
AU - Vidal, Marc
AU - Weiss, Scott T.
AU - Barabási, Albert László
N1 - Publisher Copyright:
© The Author 2015.
PY - 2014/12/15
Y1 - 2014/12/15
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=84930750967&partnerID=8YFLogxK
U2 - 10.1093/hmg/ddv001
DO - 10.1093/hmg/ddv001
M3 - Article
C2 - 25586491
AN - SCOPUS:84930750967
SN - 0964-6906
VL - 24
SP - 3005
EP - 3020
JO - Human Molecular Genetics
JF - Human Molecular Genetics
IS - 11
ER -