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Extended methods for gene–environment‐wide interaction scans in studies of admixed individuals with varying degrees of relationships

机译:基因环保互动扫描与不同程度的关系的基因 - 环境范围互动扫描

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Abstract The etiology of many complex diseases involves both environmental exposures and inherited genetic predisposition as well as interactions between them. Gene–environment‐wide interaction studies (GEWIS) provide a means to identify the interactions between genetic variation and environmental exposures that underlie disease risk. However, current GEWIS methods lack the capability to adjust for the potentially complex correlations in studies with varying degrees of relationships (both known and unknown) among individuals in admixed populations. We developed novel generalized estimating equation (GEE) based methods—GEE‐adaptive and GEE‐joint—to account for phenotypic correlations due to kinship while accounting for covariates, including, measures of genome‐wide ancestry. In simulation studies of admixed individuals, both methods controlled family‐wise error rates, an advantage over the case‐only approach. They demonstrated higher power than traditional case–control methods across a wide range of underlying alternative hypotheses, especially where both marginal and interaction effects were present. We applied the proposed method to conduct a GEWIS of a known sarcoidosis risk factor (insecticide exposure) and risk of sarcoidosis in African Americans and identified two novel loci with suggestive evidence of G?×?E interaction.
机译:摘要许多复杂疾病的病因涉及环境暴露和遗传遗传易感性以及它们之间的相互作用。基因环境范围内的相互作用研究(GEWIS)提供了识别遗传变异与疾病风险的环境暴露之间的相互作用的手段。然而,目前的GEWIS方法缺乏调整在混合群体中的个体中具有不同程度的关系(已知和未知)的研究中的潜在复杂相关性的能力。我们开发了基于新的广义估计方程(GEE)的方法 - GEE适应性和GEE-联合,以考虑因血管关系而导致的表型相关性,同时核算协变量,包括基因组血统的措施。在混合个人的仿真研究中,两种方法控制家庭明智的误差速率,仅仅是唯一的方法。它们展示了跨越潜在的替代假设的传统案例控制方法的功率更高,特别是在存在边缘和相互作用效应的情况下。我们应用了拟议的方法来进行已知的结节病危险因素(杀虫剂暴露)和非洲裔美国人结节病的风险,并确定了两个新的基因座,提出了G?×e互动的暗示证​​据。

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