PheWAS-Based Systems Genetics Methods for Anti-Breast Cancer Drug Discovery

被引:3
|
作者
Gao, Min [1 ]
Quan, Yuan [2 ,3 ]
Zhou, Xiong-Hui [1 ]
Zhang, Hong-Yu [1 ]
机构
[1] Huazhong Agr Univ, Coll Informat, Hubei Key Lab Agr Bioinformat, Wuhan 430070, Hubei, Peoples R China
[2] Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen Grad Sch, Shenzhen 518055, Peoples R China
[3] Space Inst Southern China, Lab Epigenet & Adv Hlth Technol, Shenzhen 518117, Peoples R China
来源
GENES | 2019年 / 10卷 / 02期
关键词
PheWAS; drug discovery; breast cancer; systems genetics; GENOME-WIDE ASSOCIATION; RESOURCE; DATABASE; GENES;
D O I
10.3390/genes10020154
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Breast cancer is a high-risk disease worldwide. For such complex diseases that are induced by multiple pathogenic genes, determining how to establish an effective drug discovery strategy is a challenge. In recent years, a large amount of genetic data has accumulated, particularly in the genome-wide identification of disorder genes. However, understanding how to use these data efficiently for pathogenesis elucidation and drug discovery is still a problem because the gene-disease links that are identified by high-throughput techniques such as phenome-wide association studies (PheWASs) are usually too weak to have biological significance. Systems genetics is a thriving area of study that aims to understand genetic interactions on a genome-wide scale. In this study, we aimed to establish two effective strategies for identifying breast cancer genes based on the systems genetics algorithm. As a result, we found that the GeneRank-based strategy, which combines the prognostic phenotype-based gene-dependent network with the phenotypic-related PheWAS data, can promote the identification of breast cancer genes and the discovery of anti-breast cancer drugs.
引用
收藏
页数:10
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