strategy and this needs to be taken into account when selecting both the individuals and the markers to genotype in the follow up study. Alternatively, candidate genes can be selected from biological pathways which harbour other previously associated risk loci. Various types of other data can also be useful to provide further insight on functionality, for example whether a gene is expressed in tissues relevant to the biological mechanism of the disease.