It is now appreciated that a whole spectrum of allele frequencies and effect sizes may play roles, from common variations with small effects through rare variants of large effect. As whole exome and whole genome sequencing technologies come down in cost, they are being applied to identifying rare variants. For studies of rare variants, families are quite valuable for sorting out true positives from the background of individual variations that we all harbor.