Schizophrenia interactome with 504 novel protein-protein interactions

被引:38
|
作者
Ganapathiraju M.K. [1 ,2 ]
Thahir M. [1 ,2 ]
Handen A. [1 ]
Sarkar S.N. [3 ,4 ]
Sweet R.A. [5 ,6 ]
Nimgaonkar V.L. [5 ,7 ]
Loscher C.E. [8 ]
Bauer E.M. [9 ,10 ]
Chaparala S. [1 ]
机构
[1] Department of Biomedical Informatics, School of Medicine, University of Pittsburgh, Pittsburgh, PA
[2] Intelligent Systems Program, School of Arts and Sciences, University of Pittsburgh, Pittsburgh, PA
[3] Department of Microbiology and Molecular Genetics, School of Medicine, University of Pittsburgh, Pittsburgh, PA
[4] Cancer Virology Program, University of Pittsburgh Cancer Institute, Pittsburgh, PA
[5] Department of Psychiatry, School of Medicine, University of Pittsburgh, Pittsburgh, PA
[6] Department of Neurology, School of Medicine, University of Pittsburgh, Pittsburgh, PA
[7] Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA
[8] Immunomodulation Research Group, School of Biotechnology, Dublin City University, Dublin
[9] Department of Surgery, School of Medicine, University of Pittsburgh, Pittsburgh, PA
[10] Vascular Medicine Institute, University of Pittsburgh, Pittsburgh, PA
来源
npj Schizophrenia | / 2卷 / 1期
关键词
D O I
10.1038/npjschz.2016.12
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摘要
Genome-wide association studies of schizophrenia (GWAS) have revealed the role of rare and common genetic variants, but the functional effects of the risk variants remain to be understood. Protein interactome-based studies can facilitate the study of molecular mechanisms by which the risk genes relate to schizophrenia (SZ) genesis, but protein-protein interactions (PPIs) are unknown for many of the liability genes. We developed a computational model to discover PPIs, which is found to be highly accurate according to computational evaluations and experimental validations of selected PPIs. We present here, 365 novel PPIs of liability genes identified by the SZ Working Group of the Psychiatric Genomics Consortium (PGC). Seventeen genes that had no previously known interactions have 57 novel interactions by our method. Among the new interactors are 19 drug targets that are targeted by 130 drugs. In addition, we computed 147 novel PPIs of 25 candidate genes investigated in the pre-GWAS era. While there is little overlap between the GWAS genes and the pre-GWAS genes, the interactomes reveal that they largely belong to the same pathways, thus reconciling the apparent disparities between the GWAS and prior gene association studies. The interactome including 504 novel PPIs overall, could motivate other systems biology studies and trials with repurposed drugs. The PPIs are made available on a webserver, called Schizo-Pi at http://severus.dbmi.pitt.edu/schizo-pi with advanced search capabilities.
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