• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

解决人类遗传研究中多基因评分面临的挑战。

Addressing the challenges of polygenic scores in human genetic research.

机构信息

Professional Practice and Social Implications Committee Polygenic Scores Guidance Writing Group, American Society of Human Genetics, Rockville MD, USA; Department of Human Genetics, University of Chicago, Chicago, IL, USA; Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA.

Professional Practice and Social Implications Committee Polygenic Scores Guidance Writing Group, American Society of Human Genetics, Rockville MD, USA; Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA.

出版信息

Am J Hum Genet. 2022 Dec 1;109(12):2095-2100. doi: 10.1016/j.ajhg.2022.10.012.

DOI:10.1016/j.ajhg.2022.10.012
PMID:36459976
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9808501/
Abstract

The genotyping of millions of human samples has made it possible to evaluate variants across the human genome for their possible association with risks for numerous diseases and other traits by using genome-wide association studies (GWASs). The associations between phenotype and genotype found in GWASs make possible the construction of polygenic scores (PGSs), which aim to predict a trait or disease outcome in an individual on the basis of their genotype (in the disease case, the term polygenic risk score [PRS] is often used). PGSs have shown promise for studying the biology of complex traits and as a tool for evaluating individual disease risks in clinical settings. Although the quantity and quality of data to compute PGSs are increasing, challenges remain in the technical aspects of developing PGSs and in the ethical and social issues that might arise from their use. This ASHG Guidance emphasizes three major themes for researchers working with or interested in the application of PGSs in their own research: (1) developing diverse research cohorts; (2) fostering robustness in the development, application, and interpretation of PGSs; and (3) improving the communication of PGS results and their implications to broad audiences.

摘要

对数百万人的基因分型使得通过全基因组关联研究(GWAS)评估人类基因组中变体与多种疾病和其他特征的风险之间的可能关联成为可能。GWAS 中发现的表型与基因型之间的关联使得多基因评分(PGS)的构建成为可能,PGS 旨在根据个体的基因型(在疾病情况下,常使用多基因风险评分 [PRS] 一词)预测个体的特征或疾病结果。PGS 已显示出在研究复杂特征的生物学和作为临床环境中评估个体疾病风险的工具方面的潜力。尽管用于计算 PGS 的数据数量和质量在增加,但在开发 PGS 的技术方面以及在使用 PGS 可能引起的伦理和社会问题方面仍存在挑战。本 ASHG 指南强调了与在自己的研究中应用 PGS 相关或有兴趣的研究人员的三个主要主题:(1)开发多样化的研究队列;(2)在 PGS 的开发、应用和解释中促进稳健性;(3)提高 PGS 结果及其对广泛受众的影响的沟通。

相似文献

1
Addressing the challenges of polygenic scores in human genetic research.解决人类遗传研究中多基因评分面临的挑战。
Am J Hum Genet. 2022 Dec 1;109(12):2095-2100. doi: 10.1016/j.ajhg.2022.10.012.
2
mtPGS: Leverage multiple correlated traits for accurate polygenic score construction.mtPGS:利用多个相关性状进行准确的多基因评分构建。
Am J Hum Genet. 2023 Oct 5;110(10):1673-1689. doi: 10.1016/j.ajhg.2023.08.016. Epub 2023 Sep 15.
3
A Systematic Review and Analysis of the Use of Polygenic Scores in Pharmacogenomics.药物基因组学中多基因评分应用的系统评价与分析
Clin Pharmacol Ther. 2022 Apr;111(4):919-930. doi: 10.1002/cpt.2520. Epub 2022 Jan 17.
4
Editorial: Attention-Deficit/Hyperactivity Disorder Polygenic Scores in Context: Interpretations, Implications, and Directions for Future Research.社论:关注注意缺陷多动障碍多基因评分的背景:解释、影响和未来研究方向。
J Am Acad Child Adolesc Psychiatry. 2021 Oct;60(10):1178-1180. doi: 10.1016/j.jaac.2021.03.007. Epub 2021 Mar 25.
5
Boosting the power of genome-wide association studies within and across ancestries by using polygenic scores.利用多基因分数在不同血统内和跨血统增强全基因组关联研究的效力。
Nat Genet. 2023 Oct;55(10):1769-1776. doi: 10.1038/s41588-023-01500-0. Epub 2023 Sep 18.
6
Can adult polygenic scores improve prediction of body mass index in childhood?成人多基因分数能否提高儿童时期体重指数的预测能力?
Int J Obes (Lond). 2022 Jul;46(7):1375-1383. doi: 10.1038/s41366-022-01130-2. Epub 2022 May 3.
7
Portability of 245 polygenic scores when derived from the UK Biobank and applied to 9 ancestry groups from the same cohort.245 个多基因评分在英国生物样本库中得出并应用于来自同一队列的 9 个祖先群体时的可转移性。
Am J Hum Genet. 2022 Jan 6;109(1):12-23. doi: 10.1016/j.ajhg.2021.11.008.
8
Polygenic scores for complex traits are associated with changes in concentration of circulating lipid species.多基因评分与循环脂质种类浓度的变化有关。
PLoS Biol. 2024 Sep 26;22(9):e3002830. doi: 10.1371/journal.pbio.3002830. eCollection 2024 Sep.
9
A combined polygenic score of 21,293 rare and 22 common variants improves diabetes diagnosis based on hemoglobin A1C levels.一个由 21293 个罕见变异和 22 个常见变异组成的综合多基因评分可改善基于糖化血红蛋白水平的糖尿病诊断。
Nat Genet. 2022 Nov;54(11):1609-1614. doi: 10.1038/s41588-022-01200-1. Epub 2022 Oct 24.
10
PGS-Depot: a comprehensive resource for polygenic scores constructed by summary statistics based methods.PGS-Depot:基于汇总统计方法构建的多基因评分的综合资源。
Nucleic Acids Res. 2024 Jan 5;52(D1):D963-D971. doi: 10.1093/nar/gkad1029.

引用本文的文献

1
Association analysis between polygenic risk scores and traits: practical guidelines and tutorial with an illustrative data set of schizophrenia.多基因风险评分与性状之间的关联分析:实用指南及以精神分裂症示例数据集为例的教程
Front Psychiatry. 2025 Aug 21;16:1621972. doi: 10.3389/fpsyt.2025.1621972. eCollection 2025.
2
Examining the Performance of Polygenic Risk Scores for Alzheimer Disease Within and Across Populations Using -Fold Cross-Validation.使用k折交叉验证法考察阿尔茨海默病多基因风险评分在人群内部和人群之间的表现。
Neurol Genet. 2024 Oct 23;10(6):e200198. doi: 10.1212/NXG.0000000000200198. eCollection 2024 Dec.
3
Parental autoimmunity genetics and offspring type 1 diabetes risk.父母自身免疫性疾病遗传学与子代1型糖尿病风险。
Cell Genom. 2025 Jun 11;5(6):100895. doi: 10.1016/j.xgen.2025.100895.
4
Improving polygenic prediction from whole-genome sequencing data by leveraging predicted epigenomic features.通过利用预测的表观基因组特征提高全基因组测序数据的多基因预测能力。
Proc Natl Acad Sci U S A. 2025 Jun 17;122(24):e2419202122. doi: 10.1073/pnas.2419202122. Epub 2025 Jun 12.
5
Rethinking GWAS: how lessons from genetic screens and artificial intelligence could reveal biological mechanisms.重新审视全基因组关联研究:基因筛选和人工智能的经验教训如何揭示生物学机制。
Bioinformatics. 2025 Mar 29;41(4). doi: 10.1093/bioinformatics/btaf153.
6
Association Between GABRG2 and Self-Rating of the Effects of Alcohol in a French Young Adult Sample.法国年轻成人样本中GABRG2与酒精效应自评之间的关联
Risk Manag Healthc Policy. 2025 Jan 24;18:291-304. doi: 10.2147/RMHP.S483830. eCollection 2025.
7
Genetic and Genomic Approaches to the Study of Drug-Induced Liver Injury.药物性肝损伤研究的遗传和基因组学方法。
Liver Int. 2025 Jan;45(1):e16191. doi: 10.1111/liv.16191.
8
Eleven Grand Challenges for Inflammatory Bowel Disease Genetics and Genomics.炎症性肠病遗传学和基因组学的十一项重大挑战。
Inflamm Bowel Dis. 2025 Jan 6;31(1):272-284. doi: 10.1093/ibd/izae269.
9
Genomic landscape of cancer in racially and ethnically diverse populations.不同种族和族裔人群中癌症的基因组格局。
Nat Rev Genet. 2025 May;26(5):336-349. doi: 10.1038/s41576-024-00796-w. Epub 2024 Nov 28.
10
Estimating the Number of Polygenic Diseases Among Six Mutually Exclusive Entities of Non-Tumors and Cancer.估计六种非肿瘤和癌症相互排斥实体中的多基因疾病数量。
Int J Mol Sci. 2024 Nov 7;25(22):11968. doi: 10.3390/ijms252211968.

本文引用的文献

1
Interactions between Polygenic Scores and Environments: Methodological and Conceptual Challenges.多基因分数与环境之间的相互作用:方法学和概念上的挑战。
Sociol Sci. 2020 Sep;7:465-486. doi: 10.15195/v7.a19. Epub 2020 Sep 21.
2
Addressing underrepresentation in genomics research through community engagement.通过社区参与解决基因组学研究中的代表性不足问题。
Am J Hum Genet. 2022 Sep 1;109(9):1563-1571. doi: 10.1016/j.ajhg.2022.08.005.
3
Genetic interactions drive heterogeneity in causal variant effect sizes for gene expression and complex traits.遗传相互作用驱动基因表达和复杂性状中因果变异效应大小的异质性。
Am J Hum Genet. 2022 Jul 7;109(7):1286-1297. doi: 10.1016/j.ajhg.2022.05.014. Epub 2022 Jun 17.
4
Importance of Including Non-European Populations in Large Human Genetic Studies to Enhance Precision Medicine.在大型人类遗传学研究中纳入非欧洲人群对于增强精准医学的重要性。
Annu Rev Biomed Data Sci. 2022 Aug 10;5:321-339. doi: 10.1146/annurev-biodatasci-122220-112550. Epub 2022 May 16.
5
Improving polygenic prediction in ancestrally diverse populations.提高在祖源多样化人群中的多基因预测能力。
Nat Genet. 2022 May;54(5):573-580. doi: 10.1038/s41588-022-01054-7. Epub 2022 May 5.
6
Population differentiation of polygenic score predictions under stabilizing selection.稳定选择下多基因评分预测的群体分化。
Philos Trans R Soc Lond B Biol Sci. 2022 Jun 6;377(1852):20200416. doi: 10.1098/rstb.2020.0416. Epub 2022 Apr 18.
7
Genomics and justice: mitigating the potential harms and inequities that arise from the implementation of genomics in medicine.基因组学与正义:减轻基因组学在医学应用中产生的潜在危害和不公平现象。
Hum Genet. 2022 May;141(5):1099-1107. doi: 10.1007/s00439-022-02453-w. Epub 2022 Apr 12.
8
Leveraging fine-mapping and multipopulation training data to improve cross-population polygenic risk scores.利用精细映射和多人群训练数据提高跨人群多基因风险评分。
Nat Genet. 2022 Apr;54(4):450-458. doi: 10.1038/s41588-022-01036-9. Epub 2022 Apr 7.
9
Portability of 245 polygenic scores when derived from the UK Biobank and applied to 9 ancestry groups from the same cohort.245 个多基因评分在英国生物样本库中得出并应用于来自同一队列的 9 个祖先群体时的可转移性。
Am J Hum Genet. 2022 Jan 6;109(1):12-23. doi: 10.1016/j.ajhg.2021.11.008.
10
The use of polygenic risk scores in pre-implantation genetic testing: an unproven, unethical practice.多基因风险评分在胚胎植入前遗传学检测中的应用:一种未经证实、不道德的做法。
Eur J Hum Genet. 2022 May;30(5):493-495. doi: 10.1038/s41431-021-01000-x. Epub 2021 Dec 17.