Several aspects of the analysis of genome-wide studies have been discussed, including study design, analysis method and error control, all of which bear on the likelihood of successfully identifying gene effects. There are some key aspects that have not been considered here, including selection and grouping of markers to be tested, population choice and data quality control. To some extent, these issues are specific to the type of study; this review has focused on the more general statistical issues that apply to most studies.