In this work, we provide a theoretical framework based on a hierarchical Bayesian model for estimating an individual’s APOE4 genotype and further to estimate the probability of AD onset as a function of age based on a number of known factors that affect AD onset. Here, APOE is linked to Alzheimer disease.