An introduction to study designs for investigating the role of genes in disease will be provided, followed by an overview of statistical methods used to test hypotheses for each design. Examples of several designs will be discussed, as well as accompanying methods. Publications assessing the role of genetic variation in disease will be examined, and a critical critique of methods and results for each publication will be reviewed.