Department of Statistics, University of California-Irvine, CA 92697, USA.
Genet Epidemiol. 2011 Sep;35(6):487-98. doi: 10.1002/gepi.20598. Epub 2011 Jul 18.
Linkage disequilibrium (LD) of genetic loci is routinely estimated and graphically illustrated in genetic association studies. It has been suggested that the information in LD is also useful for association mapping and genetic association can be detected by comparing LD patterns between cases and controls. Here, we extend this idea to analyze case-parents data by comparing LD patterns between transmitted and nontransmitted genotypes. We provide the condition when contrasting LD is valid for testing gene-gene interactions. A permutation procedure is given to assess statistical significance. One advantage of our proposed methods is that haplotype information is not required. Thus, the implementation of our methods is straightforward and the resulted tests are free from potential bias caused by assumptions made to estimate haplotypes in silico. Since our test statistics use pairwise LD measurements, they are less affected by missing data than many other multilocus methods. With simulated data, we demonstrate that examining LD patterns of case-parents data is a useful multilocus association mapping strategy and it complements existing association mapping methods. The application of our methods to a Crohn's disease data set shows that our methods can detect multilocus association that might be missed by other association methods. Our permutation procedure can also be modified to allow multiple offspring from a family to be analyzed.
连锁不平衡(LD)的遗传位点通常在遗传关联研究中进行估计和图形化说明。有人认为 LD 中的信息也可用于关联映射,并且可以通过比较病例和对照之间的 LD 模式来检测遗传关联。在这里,我们通过比较传递和非传递基因型之间的 LD 模式,将这一思想扩展到病例-父母数据的分析中。我们提供了用于检验基因-基因相互作用的对比 LD 有效的条件。给出了一种置换程序来评估统计显著性。我们提出的方法的一个优点是不需要单倍型信息。因此,我们方法的实现简单直接,并且由于假设对虚拟估计单倍型而产生的潜在偏差,所得到的检验不受影响。由于我们的检验统计量使用成对 LD 测量值,因此它们比许多其他多基因座方法受缺失数据的影响更小。通过模拟数据,我们证明了检查病例-父母数据的 LD 模式是一种有用的多基因座关联映射策略,它补充了现有的关联映射方法。我们的方法在克罗恩病数据集上的应用表明,我们的方法可以检测到可能被其他关联方法遗漏的多基因座关联。我们的置换程序也可以修改为允许对一个家庭的多个后代进行分析。