Wang Jian, Shete Sanjay
Department of Epidemiology, The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA.
Hum Hered. 2010;69(3):212-8. doi: 10.1159/000289597. Epub 2010 Mar 5.
Assessment of the Hardy-Weinberg proportion (HWP) in controls has been widely used as a quality control measure in case-control association studies. However, when the disease being studied is common, controls might not represent the general population, which could result in inaccurate HWP test results. Such results could lead investigators to discard important single-nucleotide polymorphisms (SNPs) that could potentially be causal. In this paper, we showed the inappropriateness of the HWP test in controls and proposed a mixture HWP (mHWP) exact test using a mixture sample that mimics the general population.
The mHWP exact test estimates HWP in a mixture sample that is a combination of both cases and controls proportional to the prevalence of disease. We implemented a re-sampling procedure to construct mixture samples and then obtained the empirical p value of HWP in the general population. Simulation studies were performed to investigate the performance of the proposed mHWP exact test. The method was also applied to a genetic association study of obesity.
The results showed that the mHWP exact test is more likely than either the traditional HWP method in controls or the likelihood-based approach to keep causal SNPs for further analysis when the disease is more common.
The mHWP exact test using a mixture sample is a better HWP test for case-control genetic association studies than the traditional HWP in controls or the likelihood-based approach, and it will improve our ability to keep causal SNPs in the case-control genetic association studies.
在病例对照关联研究中,评估对照人群中的哈迪-温伯格平衡比例(HWP)已被广泛用作一种质量控制措施。然而,当所研究的疾病很常见时,对照人群可能无法代表一般人群,这可能导致HWP测试结果不准确。这样的结果可能会使研究人员舍弃可能具有潜在因果关系的重要单核苷酸多态性(SNP)。在本文中,我们展示了在对照人群中进行HWP测试的不恰当性,并提出了一种混合HWP(mHWP)精确检验,该检验使用模仿一般人群的混合样本。
mHWP精确检验在一个混合样本中估计HWP,该混合样本是病例和对照按照疾病患病率成比例组合而成的。我们实施了一种重采样程序来构建混合样本,然后获得一般人群中HWP的经验p值。进行了模拟研究以调查所提出的mHWP精确检验的性能。该方法还应用于一项肥胖症的基因关联研究。
结果表明,当疾病更为常见时,与对照人群中的传统HWP方法或基于似然性的方法相比,mHWP精确检验更有可能保留因果SNP以供进一步分析。
对于病例对照基因关联研究而言,使用混合样本的mHWP精确检验比对照人群中的传统HWP方法或基于似然性的方法是更好的HWP检验,并且它将提高我们在病例对照基因关联研究中保留因果SNP的能力。