Our experiments in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) dataset demonstrate the ability of DPMoSt to identify AD subtypes associated with accelerated cognitive decline and higher prevalence of the APOE4 variants. The gene discussed is APOE; the disease is Alzheimer disease.