We present two new approaches to the problem of genetic heterogeneity encountered in linkage analysis of familial Alzheimer's disease. We used two-locus models to represent the possible existence of two disease genes while allowing for intrafamilial heterogeneity, and modeled the occurrence of the early onset form of the disease with epistasis. We developed a mixture model of heterogeneity where the early and late onset family types can be either linked to chromosome 19, 21, or unlinked, and where it is not necessary to arbitrarily preclassify a family into an early or late onset family type.