We have recently demonstrated that phenotypic similarity approaches based on HPO-related phenotypes in the epilepsies can be used to identify novel genetic etiologies such as AP2M1 (22), to map the natural history of genetic epilepsies over time from electronic medical records (23), and to identify patterns of gene-phenotype associations (Figure 3) (24). The gene discussed is AP2M1; the disease is epilepsy.