Magnetic resonance imaging signs have additional prognostic value compared with traditional dementia risk factors, including age, sex, race, education, APOE ε4 allele, smoking, body mass index, hypertension, diabetes, total cholesterol level, and heart failure, which composed our base prediction model. Here, APOE is linked to diabetes mellitus.