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GWAPower: a statistical power calculation software for genome-wide association studies with quantitative traits

机译:GWAPower:一种统计功效计算软件,用于具有定量性状的全基因组关联研究

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Background In designing genome-wide association (GWA) studies it is important to calculate statistical power. General statistical power calculation procedures for quantitative measures often require information concerning summary statistics of distributions such as mean and variance. However, with genetic studies, the effect size of quantitative traits is traditionally expressed as heritability, a quantity defined as the amount of phenotypic variation in the population that can be ascribed to the genetic variants among individuals. Heritability is hard to transform into summary statistics. Therefore, general power calculation procedures cannot be used directly in GWA studies. The development of appropriate statistical methods and a user-friendly software package to address this problem would be welcomed. Results This paper presents GWAPower, a statistical software package of power calculation designed for GWA studies with quantitative traits, where genetic effect is defined as heritability. Based on several popular one-degree-of-freedom genetic models, this method avoids the need to specify the non-centrality parameter of the F-distribution under the alternative hypothesis. Therefore, it can use heritability information directly without approximation. In GWAPower, the power calculation can be easily adjusted for adding covariates and linkage disequilibrium information. An example is provided to illustrate GWAPower, followed by discussions. Conclusions GWAPower is a user-friendly free software package for calculating statistical power based on heritability in GWA studies with quantitative traits. The software is freely available at: http://dl.dropbox.com/u/10502931/GWAPower.zip webcite
机译:背景技术在设计全基因组关联(GWA)研究时,计算统计功效很重要。用于定量度量的常规统计功效计算程序通常需要有关分布的汇总统计信息,例如均值和方差。但是,在遗传学研究中,数量性状的影响大小传统上表示为遗传力,即定义为人群中可归因于个体之间遗传变异的表型变异量。遗传力很难转化为摘要统计。因此,一般的功率计算程序不能直接用于GWA研究中。欢迎开发适当的统计方法和用户友好的软件包来解决这个问题。结果本文介绍了GWAPower,这是用于具有定量特征的GWA研究设计的功率计算统计软件包,其中遗传效应定义为遗传性。基于几种流行的单自由度遗传模型,该方法避免了在替代假设下指定F分布的非中心参数的需要。因此,它可以直接使用遗传信息而不进行近似计算。在GWAPower中,可以轻松调整功效计算,以添加协变量和连锁不平衡信息。提供了一个示例来说明GWAPower,然后进行讨论。结论GWAPower是一个易于使用的免费软件包,用于基于具有定量特征的GWA研究中的遗传力来计算统计功效。该软件可从以下网址免费获得:http://dl.dropbox.com/u/10502931/GWAPower.zip网站

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