the order of hundreds may be needed, especially, if there are covariates that have to be controlled for. A GWAS study of the human EEG (Hodgkinson et al., 2010) has reported effects sizes that are substantially larger relative to other human phenotypes that have been investigated using the GWAS approach much more extensively. It remains to be seen whether these effects will be replicated in subsequent studies.