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基于连锁不平衡的 IBS 方法在关联研究中检测不合适的样本。

Detection of inappropriate samples in association studies by an IBS-based method considering linkage disequilibrium between genetic markers.

机构信息

Graduate School of Biomedical Sciences, Hiroshima University, Hiroshima, Japan.

出版信息

J Hum Genet. 2010 Jul;55(7):436-40. doi: 10.1038/jhg.2010.43. Epub 2010 May 7.

Abstract

An association study is a popular study design to identify susceptibility genes for common complex diseases. In such a study, the presence of inappropriate samples, such as those derived from close relatives or showing DNA contamination, causes an inflation of type I error or a decrease of power. Here we propose an identity-by-state (IBS)-based detection method of inappropriate samples taking linkage disequilibrium (LD) into consideration. The test statistics is the mean of the proportion of alleles that are shared identical by state at each single nucleotide polymorphism (SNP) between each sample pair in an association study. A covariance of the number of shared alleles between two SNPs is introduced to consider LD. We show that type I error and power are estimated accurately in computer-simulated data, and that if the number of SNPs analyzed is small, the performance of detection of inappropriate samples is superior to the previous method in simulated LD. An application to real association study data showed that accuracy in estimating the distribution of test statistics improved if LD was considered. Sample pairs considered to be siblings were detected. These results suggested that an LD-considered IBS-based detection method is useful in identifying inappropriate samples in an association study.

摘要

关联研究是一种常用的研究设计,用于鉴定常见复杂疾病的易感基因。在这种研究中,存在不适当的样本,例如来自近亲或显示 DNA 污染的样本,会导致 I 型错误膨胀或降低功效。在这里,我们提出了一种基于状态一致(IBS)的检测方法,考虑了连锁不平衡(LD)。测试统计量是关联研究中每个样本对之间每个单核苷酸多态性(SNP)上共享状态一致的等位基因比例的平均值。引入了两个 SNP 之间共享等位基因数量的协方差来考虑 LD。我们表明,在计算机模拟数据中准确估计了 I 型错误和功效,如果分析的 SNP 数量较少,则在模拟 LD 下,检测不适当样本的性能优于先前的方法。对真实关联研究数据的应用表明,如果考虑 LD,则可以提高估计测试统计量分布的准确性。检测到被认为是兄弟姐妹的样本对。这些结果表明,基于 LD 考虑的 IBS 检测方法可用于鉴定关联研究中的不适当样本。

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