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Flexible and Robust Methods for Rare-Variant Testing of Quantitative Traits in Trios and Nuclear Families

机译:三重奏和核家庭定量性状的稀有变异测试的灵活鲁棒方法

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摘要

Most rare-variant association tests for complex traits are applicable only to population-based or case-control resequencing studies. There are fewer rare-variant association tests for family-based resequencing studies, which is unfortunate since pedigrees possess many attractive characteristics for such analyses. Family-based studies can be more powerful than their population-based counterparts due to increased genetic load and further enable the implementation of rare-variant association tests that, by design, are robust to confounding due to population stratification. With this in mind, we propose a rare-variant association test for quantitative traits in families; this test integrates the QTDT approach of Abecasis et al. [] into the kernel-based SNP association test KMFAM of Schifano et al. []. The resulting within-family test enjoys the many benefits of the kernel framework for rare-variant association testing, including rapid evaluation of p-values and preservation of power when a region harbors rare causal variation that acts in different directions on phenotype. Additionally, by design, this within-family test is robust to confounding due to population stratification. While within-family association tests are generally less powerful than their counterparts that use all genetic information, we show that we can recover much of this power (while still ensuring robustness to population stratification) using a straightforward screening procedure. Our method accommodates covariates and allows for missing parental genotype data, and we have written software implementing the approach in R for public use.
机译:大多数针对复杂性状的稀有变异关联测试仅适用于基于人群或病例对照的重测序研究。对于基于家庭的重测序研究,稀有变异关联测试较少,这是不幸的,因为谱系具有许多吸引人的特征,可以进行此类分析。由于增加了遗传负荷,基于家庭的研究可能比基于人口的研究更强大,并且进一步使稀有变异关联测试得以实施,该测试在设计上对由于人口分层而造成的混淆是鲁棒的。考虑到这一点,我们提出了针对家庭数量性状的稀有变异关联检验。该测试整合了Abecasis等人的QTDT方法。 []进入基于核的SNP关联测试Kifam等人。 []。进行的家庭内部测试享受了用于稀有变异关联测试的内核框架的许多好处,包括快速评估p值和当一个区域包含罕见的因果变异时对表型的不同作用,从而保留了功效。此外,通过设计,由于人口分层,该家庭内部测试对于混杂的影响很强。虽然家庭内部关联测试通常不如使用所有遗传信息的同类测试强大,但我们证明,使用简单的筛选程序,我们可以收回很多这种能力(同时仍然确保种群分层的鲁棒性)。我们的方法可容纳协变量,并允许缺失父母亲基因型数据,并且我们已经编写了在R中实现该方法的软件以供公众使用。

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