Attia John, Thakkinstian Ammarin, McElduff Patrick, Milne Elizabeth, Dawson Somer, Scott Rodney J, Klerk Nicholas de, Armstrong Bruce, Thompson John
University of Newcastle.
Stat Appl Genet Mol Biol. 2010;9:Article 5. doi: 10.2202/1544-6115.1463. Epub 2010 Jan 6.
Tests for Hardy-Weinberg equilibrium (HWE) have been used to detect genotyping error, but those tests have low power unless the sample size is very large. We assessed the performance of measures of departure from HWE as an alternative way of screening for genotyping error. Three measures of the degree of disequilibrium (alpha, ,D, and F) were tested for their ability to detect genotyping error of 5% or more using simulations and a real dataset of 184 children with leukemia genotyped at 28 single nucleotide polymorphisms. The simulations indicate that all three disequilibrium coefficients can usefully detect genotyping error as judged by the area under the Receiver Operator Characteristic (ROC) curve. Their discriminative ability increases as the error rate increases, and is greater if the genotyping error is in the direction of the minor allele. Optimal thresholds for detecting genotyping error vary for different allele frequencies and patterns of genotyping error but allele frequency-specific thresholds can be nominated. Applying these thresholds would have picked up about 90% of genotyping errors in our actual dataset. Measures of departure from HWE may be useful for detecting genotyping error, but this needs to be confirmed in other real datasets.
哈迪-温伯格平衡(HWE)检验已被用于检测基因分型错误,但这些检验的效能较低,除非样本量非常大。我们评估了偏离哈迪-温伯格平衡的指标作为筛查基因分型错误的替代方法的性能。使用模拟和一个对184名白血病儿童进行28个单核苷酸多态性基因分型的真实数据集,测试了三种不平衡程度指标(α、D和F)检测5%及以上基因分型错误的能力。模拟结果表明,根据受试者工作特征(ROC)曲线下面积判断,所有这三个不平衡系数都能有效检测基因分型错误。它们的判别能力随着错误率的增加而增强,如果基因分型错误朝着次要等位基因的方向,则判别能力更强。检测基因分型错误的最佳阈值因不同的等位基因频率和基因分型错误模式而异,但可以指定等位基因频率特异性阈值。应用这些阈值在我们的实际数据集中可以检测到约90%的基因分型错误。偏离哈迪-温伯格平衡的指标可能有助于检测基因分型错误,但这需要在其他真实数据集中得到证实。