Coffman Christian, Feczko Eric, Larsen Bart, Tervo-Clemmens Brenden, Conan Gregory, Lundquist Jacob T, Houghton Audrey, Moore Lucille A, Weldon Kimberly, McCollum Rae, Perrone Anders J, Fayzullobekova Begim, Madison Thomas J, Earl Eric, Dominguez Oscar Miranda, Fair Damien A, Basu Saonli
Division of Biostatistics, University of Minnesota, 100 Church Street SE, Minneapolis, 55455-0213, MN, USA.
Department of Pediatrics, University of Minnesota, 100 Church Street SE, Minneapolis, 55455-0213, MN, USA.
bioRxiv. 2024 Jan 12:2024.01.11.575231. doi: 10.1101/2024.01.11.575231.
Heritability of regional subcortical brain volumes (rSBVs) describes the role of genetics in middle and inner brain development. rSBVs are highly heritable in adults but are not characterized well in adolescents. The Adolescent Brain Cognitive Development study (ABCD), taken over 22 US sites, provides data to characterize the heritability of subcortical structures in adolescence. In ABCD, site-specific effects co-occur with genetic effects which can bias heritability estimates. Existing methods adjusting for site effects require additional steps to adjust for site effects and can lead to inconsistent estimation. We propose a random-effect model-based method of moments approach that is a single step estimator and is a theoretically consistent estimator even when sites are imbalanced and performs well under simulations. We compare methods on rSBVs from ABCD. The proposed approach yielded heritability estimates similar to previous results derived from single-site studies. The cerebellum cortex and hippocampus were the most heritable regions (> ).
区域皮层下脑容量(rSBV)的遗传力描述了基因在中脑和脑深部发育中的作用。rSBV在成年人中具有高度遗传性,但在青少年中尚未得到很好的表征。在美国22个地点开展的青少年大脑认知发展研究(ABCD)提供了数据,以表征青少年皮层下结构的遗传力。在ABCD中,特定地点效应与基因效应同时出现,这可能会使遗传力估计产生偏差。现有的针对地点效应进行调整的方法需要额外步骤来调整地点效应,并且可能导致估计不一致。我们提出了一种基于随机效应模型的矩估计方法,它是一种单步估计器,即使在各地点不均衡的情况下也是理论上一致的估计器,并且在模拟中表现良好。我们对ABCD中rSBV的方法进行了比较。所提出的方法得出的遗传力估计值与先前单地点研究得出的结果相似。小脑皮质和海马体是遗传性最高的区域(> )。