One of the major obstacles in statistical analysis of genetic association studies in a case-control setting (Lewis, 2002; Balding, 2006; Li, 2008) is the violation of the independence assumption. Dependence between samples, such as members from the same family, invalidates a basic assumption in many statistical tests, thus potentially making the p-value estimation unreliable.
