• 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

存在隐藏人群分层时遗传力估计的准确性。

Accuracy of heritability estimations in presence of hidden population stratification.

作者信息

Dandine-Roulland Claire, Bellenguez Céline, Debette Stéphanie, Amouyel Philippe, Génin Emmanuelle, Perdry Hervé

机构信息

CESP, Inserm, Univ. Paris-Sud, Université Paris-Saclay, Villejuif, France.

UMR1167 - Labex Distalz, Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, F-59000 Lille, France.

出版信息

Sci Rep. 2016 May 25;6:26471. doi: 10.1038/srep26471.

DOI:10.1038/srep26471
PMID:27220488
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4879529/
Abstract

The heritability of a trait is the proportion of its variance explained by genetic factors; it has historically been estimated using familial data. However, new methods have appeared for estimating heritabilities using genomewide data from unrelated individuals. A drawback of this strategy is that population stratification can bias the estimates. Indeed, an environmental factor associated with the phenotype may differ among population subgroups. This factor being associated both with the phenotype and the genetic variation in the population would be a confounder. A common solution consists in adjusting on the first Principal Components (PCs) of the genomic data. We study this procedure on simulated data and on 6000 individuals from the Three-City Study. We analyse the geographical coordinates of the birth cities, which are not genetically determined, but the heritability of which should be overestimated due to population stratification. We also analyse various anthropometric traits. The procedure fails to correct the bias in geographical coordinates heritability estimates. The heritability estimates of the anthropometric traits are affected by the inclusion of the first PC, but not by the following PCs, contrarily to geographical coordinates. We recommend to be cautious with heritability estimates obtained from a large population.

摘要

一个性状的遗传力是其方差中由遗传因素解释的比例;历史上一直使用家族数据来估计它。然而,出现了一些新方法,可利用无关个体的全基因组数据来估计遗传力。这种策略的一个缺点是群体分层可能会使估计产生偏差。实际上,与表型相关的环境因素在不同群体亚组中可能会有所不同。这个既与表型又与群体中的遗传变异相关的因素将是一个混杂因素。一种常见的解决方法是对基因组数据的前几个主成分(PC)进行调整。我们在模拟数据以及来自三城市研究的6000名个体上研究了这个过程。我们分析了出生城市的地理坐标,这些坐标不是由基因决定的,但由于群体分层,其遗传力应该被高估。我们还分析了各种人体测量学性状。该过程未能纠正地理坐标遗传力估计中的偏差。与地理坐标相反,人体测量学性状的遗传力估计受到纳入第一个主成分的影响,但不受后续主成分的影响。我们建议对从大量人群中获得的遗传力估计持谨慎态度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bc40/4879529/dc2d41cf1d05/srep26471-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bc40/4879529/5deb22c30130/srep26471-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bc40/4879529/fda3de28a578/srep26471-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bc40/4879529/dc2d41cf1d05/srep26471-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bc40/4879529/5deb22c30130/srep26471-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bc40/4879529/fda3de28a578/srep26471-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bc40/4879529/dc2d41cf1d05/srep26471-f3.jpg

相似文献

1
Accuracy of heritability estimations in presence of hidden population stratification.存在隐藏人群分层时遗传力估计的准确性。
Sci Rep. 2016 May 25;6:26471. doi: 10.1038/srep26471.
2
Estimation of Genetic Relationships Between Individuals Across Cohorts and Platforms: Application to Childhood Height.跨队列和平台的个体间遗传关系估计:在儿童身高方面的应用。
Behav Genet. 2015 Sep;45(5):514-28. doi: 10.1007/s10519-015-9725-7. Epub 2015 Jun 3.
3
Revisiting heritability accounting for shared environmental effects and maternal inheritance.重新审视遗传力,考虑共享环境效应和母体遗传。
Hum Genet. 2015 Feb;134(2):169-79. doi: 10.1007/s00439-014-1505-6. Epub 2014 Nov 9.
4
Exploring pleiotropy using principal components.使用主成分探索多效性。
BMC Genet. 2003 Dec 31;4 Suppl 1(Suppl 1):S53. doi: 10.1186/1471-2156-4-S1-S53.
5
Testing the key assumption of heritability estimates based on genome-wide genetic relatedness.基于全基因组遗传相关性对遗传力估计的关键假设进行检验。
J Hum Genet. 2014 Jun;59(6):342-5. doi: 10.1038/jhg.2014.14. Epub 2014 Mar 6.
6
Estimating heritability from nuclear family and pedigree data.从核心家庭和系谱数据估计遗传力。
Methods Mol Biol. 2012;850:171-86. doi: 10.1007/978-1-61779-555-8_10.
7
Genomic variance estimates: With or without disequilibrium covariances?基因组方差估计:是否考虑不平衡协方差?
J Anim Breed Genet. 2017 Jun;134(3):232-241. doi: 10.1111/jbg.12268.
8
Determination of the optimal number of markers and individuals in a training population necessary for maximum prediction accuracy in F populations by using genomic selection models.利用基因组选择模型确定F群体中为实现最大预测准确性所需的训练群体中标记和个体的最佳数量。
Genet Mol Res. 2016 Nov 21;15(4):gmr-15-04-gmr.15048874. doi: 10.4238/gmr15048874.
9
Heritability estimates for somatic traits determined perinatally with the twin method.采用双生子法对出生时确定的躯体性状进行遗传度估计。
Homo. 2015 Aug;66(4):332-42. doi: 10.1016/j.jchb.2015.04.001. Epub 2015 Apr 20.
10
Age-stratified heritability estimation in the Framingham Heart Study families.弗雷明汉心脏研究家族中按年龄分层的遗传力估计。
BMC Genet. 2003 Dec 31;4 Suppl 1(Suppl 1):S32. doi: 10.1186/1471-2156-4-S1-S32.

引用本文的文献

1
Genetic Insights into Breast Cancer in Northeastern Mexico: Unveiling Gene-Environment Interactions and Their Links to Obesity and Metabolic Diseases.墨西哥东北部乳腺癌的遗传学见解:揭示基因-环境相互作用及其与肥胖和代谢性疾病的联系。
Cancers (Basel). 2025 Mar 14;17(6):982. doi: 10.3390/cancers17060982.
2
Genetic Architecture of Postpartum Psychosis: From Common to Rare Genetic Variation.产后精神病的遗传结构:从常见到罕见的基因变异
medRxiv. 2024 Dec 10:2024.12.09.24318732. doi: 10.1101/2024.12.09.24318732.
3
Polygenic Indices (a.k.a. Polygenic Scores) in Social Science: A Guide for Interpretation and Evaluation.

本文引用的文献

1
Limitations of GCTA as a solution to the missing heritability problem.全基因组复杂性状分析(GCTA)作为解决“遗传性缺失”问题方法的局限性。
Proc Natl Acad Sci U S A. 2016 Jan 5;113(1):E61-70. doi: 10.1073/pnas.1520109113. Epub 2015 Dec 22.
2
Dominant Genetic Variation and Missing Heritability for Human Complex Traits: Insights from Twin versus Genome-wide Common SNP Models.人类复杂性状的显性遗传变异与缺失遗传力:来自双胞胎与全基因组常见单核苷酸多态性模型的见解
Am J Hum Genet. 2015 Nov 5;97(5):708-14. doi: 10.1016/j.ajhg.2015.10.004.
3
Genome-wide genetic homogeneity between sexes and populations for human height and body mass index.
社会科学中的多基因指数(又名多基因分数):解读与评估指南。
Sociol Methodol. 2024 Aug;54(2):300-350. doi: 10.1177/00811750241236482. Epub 2024 Mar 21.
4
Heritability estimation of subcortical volumes in a multi-ethnic multi-site cohort study.多民族多中心队列研究中皮质下体积的遗传度估计
bioRxiv. 2024 Jan 12:2024.01.11.575231. doi: 10.1101/2024.01.11.575231.
5
Challenging the utility of polygenic scores for social science: Environmental confounding, downward causation, and unknown biology.质疑多基因评分在社会科学中的效用:环境混杂、下行因果关系和未知生物学。
Behav Brain Sci. 2022 May 13;46:e207. doi: 10.1017/S0140525X22001145.
6
Machine Learning Prediction of Biomarkers from SNPs and of Disease Risk from Biomarkers in the UK Biobank.基于 UK Biobank 的 SNP 生物标志物与疾病风险生物标志物的机器学习预测。
Genes (Basel). 2021 Jun 29;12(7):991. doi: 10.3390/genes12070991.
7
Missing heritability of complex diseases: case solved?复杂疾病遗传缺失:问题解决?
Hum Genet. 2020 Jan;139(1):103-113. doi: 10.1007/s00439-019-02034-4. Epub 2019 Jun 4.
8
Exploring the role of genetic confounding in the association between maternal and offspring body mass index: evidence from three birth cohorts.探讨遗传混杂在母婴体重指数关联中的作用:来自三个出生队列的证据。
Int J Epidemiol. 2020 Feb 1;49(1):233-243. doi: 10.1093/ije/dyz095.
9
Is population structure in the genetic biobank era irrelevant, a challenge, or an opportunity?在遗传生物银行时代,人口结构是否无关紧要、是一个挑战还是一个机会?
Hum Genet. 2020 Jan;139(1):23-41. doi: 10.1007/s00439-019-02014-8. Epub 2019 Apr 27.
10
Apparent latent structure within the UK Biobank sample has implications for epidemiological analysis.英国生物库样本中明显的潜在结构对流行病学分析有影响。
Nat Commun. 2019 Jan 18;10(1):333. doi: 10.1038/s41467-018-08219-1.
人类身高和体重指数在性别与群体间的全基因组遗传同质性。
Hum Mol Genet. 2015 Dec 20;24(25):7445-9. doi: 10.1093/hmg/ddv443. Epub 2015 Oct 22.
4
Genetic variance estimation with imputed variants finds negligible missing heritability for human height and body mass index.利用插补变异进行遗传方差估计发现,人类身高和体重指数的缺失遗传力可忽略不计。
Nat Genet. 2015 Oct;47(10):1114-20. doi: 10.1038/ng.3390. Epub 2015 Aug 31.
5
Meta-analysis of the heritability of human traits based on fifty years of twin studies.基于五十年双胞胎研究的人类特征遗传力的荟萃分析。
Nat Genet. 2015 Jul;47(7):702-9. doi: 10.1038/ng.3285. Epub 2015 May 18.
6
The missing heritability paradigm: a dramatic resurgence of the GIGO syndrome in genetics.缺失遗传力范式:遗传学中“垃圾进,垃圾出”综合征的戏剧性复苏。
Hum Hered. 2015;79(1):1-4. doi: 10.1159/000370327. Epub 2015 Feb 6.
7
Principal component regression and linear mixed model in association analysis of structured samples: competitors or complements?结构化样本关联分析中的主成分回归与线性混合模型:竞争对手还是互补方法?
Genet Epidemiol. 2015 Mar;39(3):149-55. doi: 10.1002/gepi.21879. Epub 2014 Dec 23.
8
A novel common variant in DCST2 is associated with length in early life and height in adulthood.DCST2基因中的一种新型常见变异与早年的身高及成年后的身高有关。
Hum Mol Genet. 2015 Feb 15;24(4):1155-68. doi: 10.1093/hmg/ddu510. Epub 2014 Oct 3.
9
Quantifying missing heritability at known GWAS loci.量化已知 GWAS 位点的遗传缺失。
PLoS Genet. 2013;9(12):e1003993. doi: 10.1371/journal.pgen.1003993. Epub 2013 Dec 26.
10
Gene-centric meta-analyses for central adiposity traits in up to 57 412 individuals of European descent confirm known loci and reveal several novel associations.针对多达57412名欧洲血统个体的中心性肥胖特征进行的以基因为中心的荟萃分析证实了已知基因座,并揭示了若干新的关联。
Hum Mol Genet. 2014 May 1;23(9):2498-510. doi: 10.1093/hmg/ddt626. Epub 2013 Dec 17.