The special characteristics that enable plants and animals to be successful in a particular environment are called adaptations. Recent studies on the genetics of adaptive coat-colour variation in pocket mice (Chaetodipus intermedius) are reviewed in the context of several on-going debates about the genetics of adaptation. Association mapping with candidate genes was used to identify mutations responsible for melanism in four different populations of C. intermedius.