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基因组亲缘关系构建以增强人类连接组计划数据中的遗传分析。

Genomic kinship construction to enhance genetic analyses in the human connectome project data.

机构信息

Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, Maryland.

Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland.

出版信息

Hum Brain Mapp. 2019 Apr 1;40(5):1677-1688. doi: 10.1002/hbm.24479. Epub 2018 Nov 29.

Abstract

Imaging genetic analyses quantify genetic control over quantitative measurements of brain structure and function using coefficients of relationship (CR) that code the degree of shared genetics between subjects. CR can be inferred through self-reported relatedness or calculated empirically using genome-wide SNP scans. We hypothesized that empirical CR provides a more accurate assessment of shared genetics than self-reported relatedness. We tested this in 1,046 participants of the Human Connectome Project (HCP) (480 M/566 F) recruited from the Missouri twin registry. We calculated the heritability for 17 quantitative traits drawn from four categories (brain diffusion and structure, cognition, and body physiology) documented by the HCP. We compared the heritability and genetic correlation estimates calculated using self-reported and empirical CR methods Kinship-based INference for GWAS (KING) and weighted allelic correlation (WAC). The polygenetic nature of traits was assessed by calculating the empirical CR from chromosomal SNP sets. The heritability estimates based on whole-genome empirical CR were higher but remained significantly correlated (r ∼0.9) with those obtained using self-reported values. Population stratification in the HCP sample has likely influenced the empirical CR calculations and biased heritability estimates. Heritability values calculated using empirical CR for chromosomal SNP sets were significantly correlated with the chromosomal length (r 0.7) suggesting a polygenic nature for these traits. The chromosomal heritability patterns were correlated among traits from the same knowledge domains; among traits with significant genetic correlations; and among traits sharing biological processes, without being genetically related. The pedigree structures generated in our analyses are available online as a web-based calculator (www.solar-eclipse-genetics.org/HCP).

摘要

影像遗传学分析使用相关系数 (CR) 来量化遗传对脑结构和功能的定量测量的控制程度,CR 编码了受试者之间共享遗传的程度。CR 可以通过自我报告的相关性推断,也可以通过全基因组 SNP 扫描进行经验推断。我们假设经验性 CR 比自我报告的相关性更能准确评估共享遗传。我们在从密苏里州双胞胎登记处招募的 1046 名人类连接组计划 (HCP) 参与者(480M/566F)中进行了测试。我们计算了 HCP 记录的四个类别(大脑扩散和结构、认知和身体生理学)的 17 个定量特征的遗传力。我们比较了使用自我报告和经验性 CR 方法(基于亲缘关系的 GWAS 推断 (KING) 和加权等位基因相关性 (WAC))计算的遗传力和遗传相关性估计。通过计算来自染色体 SNP 集的经验性 CR 来评估特征的多基因性质。基于全基因组经验性 CR 的遗传力估计值较高,但与使用自我报告值获得的估计值仍显著相关(r∼0.9)。HCP 样本中的群体分层可能影响了经验性 CR 计算并偏向了遗传力估计。使用染色体 SNP 集的经验性 CR 计算的遗传力值与染色体长度显著相关(r0.7),表明这些特征具有多基因性质。来自同一知识领域的特征之间、具有显著遗传相关性的特征之间以及共享生物过程的特征之间的染色体遗传力模式相关,而这些特征之间没有遗传关系。我们分析中生成的系谱结构可在线作为基于网络的计算器获得(www.solar-eclipse-genetics.org/HCP)。

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