Suppr超能文献

将多基因风险评分从欧洲人推广到西班牙裔/拉丁裔。

Generalizing polygenic risk scores from Europeans to Hispanics/Latinos.

作者信息

Grinde Kelsey E, Qi Qibin, Thornton Timothy A, Liu Simin, Shadyab Aladdin H, Chan Kei Hang K, Reiner Alexander P, Sofer Tamar

机构信息

Department of Biostatistics, University of Washington, Seattle, Washington.

Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York.

出版信息

Genet Epidemiol. 2019 Feb;43(1):50-62. doi: 10.1002/gepi.22166. Epub 2018 Oct 15.

Abstract

Polygenic risk scores (PRSs) are weighted sums of risk allele counts of single-nucleotide polymorphisms (SNPs) associated with a disease or trait. PRSs are typically constructed based on published results from Genome-Wide Association Studies (GWASs), and the majority of which has been performed in large populations of European ancestry (EA) individuals. Although many genotype-trait associations have generalized across populations, the optimal choice of SNPs and weights for PRSs may differ between populations due to different linkage disequilibrium (LD) and allele frequency patterns. We compare various approaches for PRS construction, using GWAS results from both large EA studies and a smaller study in Hispanics/Latinos: The Hispanic Community Health Study/Study of Latinos (HCHS/SOL, ). We consider multiple approaches for selecting SNPs and for computing SNP weights. We study the performance of the resulting PRSs in an independent study of Hispanics/Latinos from the Women's Health Initiative (WHI, ). We support our investigation with simulation studies of potential genetic architectures in a single locus. We observed that selecting variants based on EA GWASs generally performs well, except for blood pressure trait. However, the use of EA GWASs for weight estimation was suboptimal. Using non-EA GWAS results to estimate weights improved results.

摘要

多基因风险评分(PRSs)是与疾病或性状相关的单核苷酸多态性(SNPs)风险等位基因计数的加权总和。PRSs通常基于全基因组关联研究(GWASs)的已发表结果构建,其中大部分研究是在欧洲血统(EA)个体的大群体中进行的。尽管许多基因型-性状关联在不同人群中具有普遍性,但由于连锁不平衡(LD)和等位基因频率模式不同,PRSs的SNP和权重的最佳选择在不同人群之间可能存在差异。我们使用来自大型欧洲裔研究以及一项针对西班牙裔/拉丁裔的较小研究(西班牙裔社区健康研究/拉丁裔研究,即HCHS/SOL)的GWAS结果,比较了构建PRSs的各种方法。我们考虑了多种选择SNP和计算SNP权重的方法。我们在一项来自妇女健康倡议(WHI)的针对西班牙裔/拉丁裔的独立研究中,研究了所得PRSs的性能。我们通过对单个基因座潜在遗传结构的模拟研究来支持我们的调查。我们观察到,基于欧洲裔GWASs选择变异通常表现良好,但血压性状除外。然而,使用欧洲裔GWASs进行权重估计并不理想。使用非欧洲裔GWAS结果来估计权重可改善结果。

相似文献

1
Generalizing polygenic risk scores from Europeans to Hispanics/Latinos.
Genet Epidemiol. 2019 Feb;43(1):50-62. doi: 10.1002/gepi.22166. Epub 2018 Oct 15.
2
Polygenic risk scores and kidney traits in the Hispanic/Latino population: The Hispanic Community Health Study/Study of Latinos.
HGG Adv. 2023 Jan 13;4(2):100177. doi: 10.1016/j.xhgg.2023.100177. eCollection 2023 Apr 13.
3
POLARIS: Polygenic LD-adjusted risk score approach for set-based analysis of GWAS data.
Genet Epidemiol. 2018 Jun;42(4):366-377. doi: 10.1002/gepi.22117. Epub 2018 Mar 12.
5
Predictive Utility of Polygenic Risk Scores for Coronary Heart Disease in Three Major Racial and Ethnic Groups.
Am J Hum Genet. 2020 May 7;106(5):707-716. doi: 10.1016/j.ajhg.2020.04.002.
8
Localizing Components of Shared Transethnic Genetic Architecture of Complex Traits from GWAS Summary Data.
Am J Hum Genet. 2020 Jun 4;106(6):805-817. doi: 10.1016/j.ajhg.2020.04.012. Epub 2020 May 21.
9
Genome-wide association study of PR interval in Hispanics/Latinos identifies novel locus at .
Heart. 2018 Jun;104(11):904-911. doi: 10.1136/heartjnl-2017-312045. Epub 2017 Nov 10.
10
Polygenic risk scores for cigarettes smoked per day do not generalize to a Native American population.
Drug Alcohol Depend. 2016 Oct 1;167:95-102. doi: 10.1016/j.drugalcdep.2016.07.029. Epub 2016 Aug 10.

引用本文的文献

5
Unsupervised Ensemble Learning for Efficient Integration of Pre-trained Polygenic Risk Scores.
Res Sq. 2025 Apr 1:rs.3.rs-5976048. doi: 10.21203/rs.3.rs-5976048/v1.
6
Sequencing and health data resource of children of African ancestry.
medRxiv. 2025 Mar 26:2025.03.22.25324419. doi: 10.1101/2025.03.22.25324419.
7
Update on the genetics of allergic diseases.
J Allergy Clin Immunol. 2025 Jun;155(6):1738-1752. doi: 10.1016/j.jaci.2025.03.012. Epub 2025 Mar 24.
9
The Geneticization of Education and Its Bioethical Implications.
Camb Q Healthc Ethics. 2024 Nov 7:1-17. doi: 10.1017/S096318012400046X.
10
Advancements in genetic research by the Hispanic Community Health Study/Study of Latinos: A 10-year retrospective review.
HGG Adv. 2025 Jan 9;6(1):100376. doi: 10.1016/j.xhgg.2024.100376. Epub 2024 Oct 29.

本文引用的文献

1
Polygenic risk score for schizophrenia is more strongly associated with ancestry than with schizophrenia.
Psychiatr Genet. 2018 Oct;28(5):85-89. doi: 10.1097/YPG.0000000000000206.
2
Global genetic differentiation of complex traits shaped by natural selection in humans.
Nat Commun. 2018 May 14;9(1):1865. doi: 10.1038/s41467-018-04191-y.
3
POLARIS: Polygenic LD-adjusted risk score approach for set-based analysis of GWAS data.
Genet Epidemiol. 2018 Jun;42(4):366-377. doi: 10.1002/gepi.22117. Epub 2018 Mar 12.
5
Multiethnic polygenic risk scores improve risk prediction in diverse populations.
Genet Epidemiol. 2017 Dec;41(8):811-823. doi: 10.1002/gepi.22083. Epub 2017 Nov 7.
6
Genetic architecture of lipid traits in the Hispanic community health study/study of Latinos.
Lipids Health Dis. 2017 Oct 12;16(1):200. doi: 10.1186/s12944-017-0591-6.
8
Leveraging Multi-ethnic Evidence for Risk Assessment of Quantitative Traits in Minority Populations.
Am J Hum Genet. 2017 Aug 3;101(2):218-226. doi: 10.1016/j.ajhg.2017.06.015. Epub 2017 Jul 27.
9
Comparing distributions of polygenic risk scores of type 2 diabetes and coronary heart disease within different populations.
PLoS One. 2017 Jul 5;12(7):e0179238. doi: 10.1371/journal.pone.0179238. eCollection 2017.
10
Genome-wide association study of red blood cell traits in Hispanics/Latinos: The Hispanic Community Health Study/Study of Latinos.
PLoS Genet. 2017 Apr 28;13(4):e1006760. doi: 10.1371/journal.pgen.1006760. eCollection 2017 Apr.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验