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On the meta-analysis of genome-wide association studies: A robust and efficient approach to combine population and family-based studies

机译:关于全基因组关联研究的荟萃分析:结合人口和家庭研究的可靠有效方法

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摘要

For the meta-analysis of genome-wide association studies, we propose a new method to adjust for the population stratification and a linear mixed approach that combines family-based and unrelated samples. The proposed approach achieves similar power levels as a standard meta-analysis which combines the different test statistics or p values across studies. However, by virtue of its design, the proposed approach is robust against population admixture and stratification, and no adjustments for population admixture and stratification, even in unrelated samples, are required. Using simulation studies, we examine the power of the proposed method and compare it to standard approaches in the meta-analysis of genome-wide association studies. The practical features of the approach are illustrated with a meta-analysis of three genome-wide association studies for Alzheimer's disease. We identify three single nucleotide polymorphisms showing significant genome-wide association with affection status. Two single nucleotide polymorphisms are novel and will be verified in other populations in our follow-up study.
机译:对于全基因组关联研究的荟萃分析,我们提出了一种针对人群分层进行调整的新方法,以及结合了基于家庭和无关样本的线性混合方法。所提出的方法达到了与标准荟萃分析相似的功效水平,该标准荟萃分析结合了研究中不同的测试统计量或p值。然而,凭借其设计,所提出的方法对于人口混合和分层是鲁棒的,并且即使在不相关的样本中也不需要调整人口混合和分层。使用模拟研究,我们检查了提出的方法的力量,并将其与标准方法进行了全基因组关联研究的荟萃分析。通过对三项全基因组关联的阿尔茨海默氏病研究的荟萃分析说明了该方法的实用功能。我们确定三个单核苷酸多态性显示显着的全基因组关联与情感状态。两个单核苷酸多态性是新颖的,将在我们的后续研究中在其他人群中得到验证。

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