Integration of genetically regulated gene expression and pharmacological library provides therapeutic drug candidates

被引:13
|
作者
Konuma, Takahiro [1 ,2 ]
Ogawa, Kotaro [1 ,3 ]
Okada, Yukinori [1 ,4 ,5 ]
机构
[1] Osaka Univ, Dept Stat Genet, Grad Sch Med, 2-2 Yamadaoka, Suita, Osaka 5650871, Japan
[2] JAPAN TOBACCO Inc, Cent Pharmaceut Res Inst, Takatsuki, Osaka 5691125, Japan
[3] Osaka Univ, Dept Neurol, Grad Sch Med, Suita, Osaka 5650871, Japan
[4] Osaka Univ, Immunol Frontier Res Ctr WPI IFReC, Lab Stat Immunol, Suita, Osaka 5650871, Japan
[5] Osaka Univ, Inst Open & Transdisciplinary Res Initiat, Integrated Frontier Res Med Sci Div, Suita, Osaka 5650871, Japan
基金
日本学术振兴会;
关键词
STEM-CELLS; SCHIZOPHRENIA; ASSOCIATION; ANISOMYCIN; INHIBITOR; RESOURCE; DATABASE; STRESS;
D O I
10.1093/hmg/ddab049
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Approaches toward new therapeutics using disease genomics, such as genome-wide association study (GWAS), are anticipated. Here, we developed Trans-Phar [integration of transcriptome-wide association study (TWAS) and pharmacological database], achieving in silico screening of compounds from a large-scale pharmacological database (L1000 Connectivity Map), which have inverse expression profiles compared with tissue-specific genetically regulated gene expression. Firstly we confirmed the statistical robustness by the application of the null GWAS data and enrichment in the true-positive drug-disease relationships by the application of UK-Biobank GWAS summary statistics in broad disease categories, then we applied the GWAS summary statistics of large-scale European meta-analysis (17 traits; n(average) = 201 849) and the hospitalized COVID-19 (n=900 687), which has urgent need for drug development. We detected potential therapeutic compounds as well as anisomycin in schizophrenia (false discovery rate (FDR)-q=0.056) and verapamil in hospitalized COVID-19 (FDR-q=0.068) as top-associated compounds. This approach could be effective in disease genomics-driven drug development.
引用
收藏
页码:294 / 304
页数:11
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