Genome-wide association studies (GWAS) have emerged as an effective approach to identify common polymorphisms underlying complex traits [1]–[4]. In place of a family-based design frequently employed in linkage scans, GWAS use a case-control design primarily because of its efficiency in investigating a large number of common variants in the genome together with the availability of sufficiently large collections of unrelated cases with or without coordinated collections of controls.