Alcohol-drinking and tobacco-smoking behaviours are among the few complex phenotypes that have common risk alleles with relatively large effect sizes (Box 3). Although these loci explain only a small proportion of the genetic heritability, the evidence generated by their investigation represents a proof-of-concept regarding how to translate genetic associations into disease biology.