Assume we collect cross-sectional data about Alzheimer’s disease and APOE ε4 allele status in a population A. Using this data, we can develop a simple diagnostic clinical risk prediction model using logistic regression to predict the presence of Alzheimer’s disease. The gene discussed is APOE; the disease is early-onset autosomal dominant Alzheimer disease.