A Method for Bridging Population-Specific Genotypes to Detect Gene Modules Associated with Alzheimer's Disease

被引:2
|
作者
Dai, Yulin [1 ]
Jia, Peilin [1 ]
Zhao, Zhongming [1 ]
Gottlieb, Assaf [1 ]
机构
[1] Univ Texas Hlth Sci Ctr Houston, Ctr Precis Hlth, Sch Biomed Informat, Houston, TX 77030 USA
基金
美国国家卫生研究院;
关键词
dense gene modules; gene expression imputation; genetically regulated expression (GReX); Alzheimer's disease; SULFATE PROTEOGLYCANS; SYNAPTIC PLASTICITY; CHONDROITIN SULFATE; HUMAN BRAIN; PROTEIN; BETA; RECEPTOR; IDENTIFICATION; POLYMORPHISMS; PATHOGENESIS;
D O I
10.3390/cells11142219
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Background: Genome-wide association studies have successfully identified variants associated with multiple conditions. However, generalizing discoveries across diverse populations remains challenging due to large variations in genetic composition. Methods that perform gene expression imputation have attempted to address the transferability of gene discoveries across populations, but with limited success. Methods: Here, we introduce a pipeline that combines gene expression imputation with gene module discovery, including a dense gene module search and a gene set variation analysis, to address the transferability issue. Our method feeds association probabilities of imputed gene expression with a selected phenotype into tissue-specific gene-module discovery over protein interaction networks to create higher-level gene modules. Results: We demonstrate our method's utility in three case-control studies of Alzheimer's disease (AD) for three different race/ethnic populations (Whites, African descent and Hispanics). We discovered 182 AD-associated genes from gene modules shared between these populations, highlighting new gene modules associated with AD. Conclusions: Our innovative framework has the potential to identify robust discoveries across populations based on gene modules, as demonstrated in AD.
引用
收藏
页数:13
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