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Comparing the power of family-based association tests for sequence data with applications in the GAW18 simulated data

机译:将序列数据的基于族的关联测试的功能与GAW18模拟数据中的应用程序进行比较

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摘要

We apply a family-based extension of the sequence kernel association test (SKAT) to 93 trios extracted from the 20 pedigrees in the Genetic Analysis Workshop 18 simulated data. Each extracted trio includes a unique set of parents to ensure conditionally independent trios are sampled. We compare the empirical type I error and power between the family-based SKAT and the burden test under varying percentages of causal single-nucleotide polymorphisms included in the analysis. Our investigation using simulated data suggests that, under the setting used for Genetic Analysis Workshop 18 data, both the family-based SKAT and the burden test have limited power, and that there is no substantial impact of percentage of signal on the power of either test. The low power is partially a result of the small sample size. However, we find that both the family-based SKAT and the burden test are more powerful when we use only rare variants, rather than common variants, to test the association.
机译:我们将基于序列家族关联测试(SKAT)的基于家庭的扩展应用于从遗传分析工作室18个模拟数据中的20个家谱中提取的93个三重奏。每个提取的三重奏都包括一组唯一的父母,以确保对有条件的独立三重奏进行采样。我们在分析中包括因果单核苷酸多态性百分比不同的情况下,比较了基于家庭的SKAT和负担测试之间的经验I型错误和功效。我们使用模拟数据进行的调查表明,在用于遗传分析研讨会18数据的设置下,基于家庭的SKAT和负担测试均具有受限的功效,并且信号百分比对两种检验的功效均没有实质性影响。低功耗部分是由于样本量小所致。但是,我们发现,当我们仅使用稀有变体而不是普通变体来测试关联时,基于家庭的SKAT和负担测试都更加强大。

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