de la Fuente Javier, Londoño-Correa Diego, Tucker-Drob Elliot M
Department of Psychology, The University of Texas at Austin, Austin, TX, USA.
bioRxiv. 2025 Jun 3:2025.06.02.657362. doi: 10.1101/2025.06.02.657362.
Within the Genomic SEM framework, common factors are often used to index shared genetic etiology across constellations of GWAS phenotypes. A standard common pathway model, in which a genetic association is estimated between an external GWAS phenotype and a common factor, assumes that all genetic associations between the external GWAS phenotype and the individual indicator phenotypes are mediated through the factor. This assumption can be tested using the Q statistic, which compares the common pathway model to an independent pathways model that allows for direct genetic associations between the external GWAS phenotype and the individual indicators of the factor. We expand upon the Q approach by describing an effect size index that quantifies the degree to which the common pathways model is violated, and we provide a systematic approach for empirically identifying specific direct pathways between an external trait and indicator traits. Our method comprises a series of omnibus tests and outlier detection algorithms indexing the heterogeneity of associations between the genetic component of external traits and the individual indicators of common factors. We provide a set of automated functions which we apply to investigate the patterns of genetic associations across a set of external correlates with respect to indicators of general cognitive ability and case-control and proxy GWAS indices of Alzheimer's disease.
在基因组结构方程模型(Genomic SEM)框架内,共同因素常被用于索引全基因组关联研究(GWAS)表型组合中的共享遗传病因。在标准的共同通路模型中,外部GWAS表型与共同因素之间的遗传关联是通过该因素介导的,即假设外部GWAS表型与各个指标表型之间的所有遗传关联均通过该因素介导。这一假设可以使用Q统计量进行检验,该统计量将共同通路模型与独立通路模型进行比较,后者允许外部GWAS表型与该因素的各个指标之间存在直接遗传关联。我们通过描述一个效应大小指数来扩展Q方法,该指数量化了共同通路模型被违反的程度,并提供了一种系统方法,用于实证确定外部性状与指标性状之间的特定直接通路。我们的方法包括一系列综合检验和异常值检测算法,用于索引外部性状的遗传成分与共同因素的各个指标之间关联的异质性。我们提供了一组自动化函数,用于研究一组外部相关因素与一般认知能力指标以及阿尔茨海默病的病例对照和代理GWAS指数之间的遗传关联模式。