a variety of simulated models (Marchini et al. 2005). We note that if the RPM model explains none of the variance (i.e. all the genotypes are merged into a single group), then the p value is necessarily = 1, as no permuted dataset could result in a lower explained variance. A detailed description of the RPM can be found in Culverhouse et al. (2004).