Biostatistics Branch, National Institute of Environmental Health Sciences, Research Triangle Park, North Carolina 27709, USA.
Am J Epidemiol. 2011 Mar 1;173(5):553-9. doi: 10.1093/aje/kwq363. Epub 2011 Feb 4.
Meta-analyses of genome-wide association studies are often based on imputed single nucleotide polymorphism (SNP) data, because component studies were genotyped using different platforms. One would like to include case-parent triad studies along with case-control studies in such meta-analyses. However, there are no published methods for estimating relative risks from imputed data for case-parent triad studies. The authors propose a method for estimating the relative risk for a variant SNP allele based on a log-additive model. Their simulations first confirm that the proposed method performs well with genotyped SNP data. As an empirical test of the method's behavior with imputed SNPs, the authors then apply it to chromosome 22 data from the Mexico City Childhood Asthma Study (1998-2003). For chromosome 22, the authors had data on 7,293 SNPs that were both genotyped and imputed using the software MACH, which relies on linkage disequilibrium with nearby SNPs. Correlation between estimated relative risks based on the actual genotypes and those based on the imputed genotypes was remarkably high (r(2) = 0.95), validating this method of relative risk estimation for the case-parent study design. This method should be useful to investigators who wish to conduct meta-analyses using imputed SNP data from both case-parent triad and case-control studies.
基于已发表的全基因组关联研究的荟萃分析通常是基于已估计的单核苷酸多态性(SNP)数据,因为组成性研究是使用不同的平台进行基因分型的。人们希望在这种荟萃分析中包括病例-父母三体型研究和病例对照研究。然而,目前还没有发表的方法可以从病例-父母三体型研究的已估计数据中估计相对风险。作者提出了一种基于对数相加模型估计变体 SNP 等位基因相对风险的方法。他们的模拟首先证实了该方法在基因分型 SNP 数据中的良好性能。作为该方法在已估计 SNP 中行为的经验性测试,作者随后将其应用于 1998-2003 年墨西哥城儿童哮喘研究的 22 号染色体数据。对于 22 号染色体,作者有 7293 个 SNP 的数据,这些 SNP 既进行了基因分型,也使用依赖于附近 SNP 的连锁不平衡的软件 MACH 进行了估计。基于实际基因型和基于估计基因型的估计相对风险之间的相关性非常高(r(2) = 0.95),验证了这种用于病例-父母研究设计的相对风险估计方法。对于希望使用病例-父母三体型和病例对照研究的已估计 SNP 数据进行荟萃分析的研究人员来说,这种方法应该是有用的。