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基于基因的多基因风险评分分析非洲裔美国人的酒精使用障碍。

Gene-based polygenic risk scores analysis of alcohol use disorder in African Americans.

机构信息

Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA.

Department of Psychiatry, University of Connecticut School of Medicine, Farmington, CT, USA.

出版信息

Transl Psychiatry. 2022 Jul 5;12(1):266. doi: 10.1038/s41398-022-02029-2.

Abstract

Genome-wide association studies (GWAS) in admixed populations such as African Americans (AA) have limited sample sizes, resulting in poor performance of polygenic risk scores (PRS). Based on the observations that many disease-causing genes are shared between AA and European ancestry (EA) populations, and some disease-causing variants are located within the boundaries of these genes, we proposed a novel gene-based PRS framework (PRS) by using variants located within disease-associated genes. Using the AA GWAS of alcohol use disorder (AUD) from the Million Veteran Program and the EA GWAS of problematic alcohol use as the discovery GWAS, we identified 858 variants from 410 genes that were AUD-related in both AA and EA. PRS calculated using these variants were significantly associated with AUD in three AA target datasets (P-values ranged from 7.61E-05 to 6.27E-03; Betas ranged from 0.15 to 0.21) and outperformed PRS calculated using all variants (P-values ranged from 7.28E-03 to 0.16; Betas ranged from 0.06 to 0.18). PRS were also associated with AUD in an EA target dataset (P-value = 0.02, Beta = 0.11). In AA, individuals in the highest PRS decile had an odds ratio of 1.76 (95% CI: 1.32-2.34) to develop AUD compared to those in the lowest decile. The 410 genes were enriched in 54 Gene Ontology biological processes, including ethanol oxidation and processes involving the synaptic system, which are known to be AUD-related. In addition, 26 genes were targets of drugs used to treat AUD or other diseases that might be considered for repurposing to treat AUD. Our study demonstrated that the gene-based PRS had improved performance in evaluating AUD risk in AA and provided new insight into AUD genetics.

摘要

全基因组关联研究(GWAS)在像非裔美国人(AA)这样的混合人群中的样本量有限,导致多基因风险评分(PRS)的性能不佳。基于 AA 和欧洲血统(EA)人群之间存在许多致病基因共享的观察结果,以及一些致病变体位于这些基因的边界内,我们提出了一种新的基于基因的 PRS 框架(PRS),该框架使用位于疾病相关基因内的变体。利用百万退伍军人计划(Million Veteran Program)的 AA 酒精使用障碍(AUD)GWAS 和 EA 与问题性饮酒相关的 GWAS 作为发现 GWAS,我们从 410 个基因中确定了 858 个在 AA 和 EA 中均与 AUD 相关的变体。使用这些变体计算的 PRS 与三个 AA 目标数据集的 AUD 显著相关(P 值范围为 7.61E-05 至 6.27E-03;贝塔值范围为 0.15 至 0.21),并且优于使用所有变体计算的 PRS(P 值范围为 7.28E-03 至 0.16;贝塔值范围为 0.06 至 0.18)。PRS 也与 EA 目标数据集的 AUD 相关(P 值=0.02,β=0.11)。在 AA 中,与最低 PRS 十分位数的个体相比,最高 PRS 十分位数的个体发生 AUD 的优势比为 1.76(95%CI:1.32-2.34)。这 410 个基因在 54 个基因本体论(GO)生物过程中富集,包括乙醇氧化和涉及突触系统的过程,这些过程已知与 AUD 相关。此外,26 个基因是用于治疗 AUD 或其他可能被重新用于治疗 AUD 的疾病的药物的靶点。我们的研究表明,基于基因的 PRS 提高了评估 AA 中 AUD 风险的性能,并为 AUD 遗传学提供了新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cb5e/9256707/370d522b2e48/41398_2022_2029_Fig1_HTML.jpg

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