To further explore the critical roles of the APOE and PLTP genes in the occurrence and development of AD, we tested the APOE and PLTP models using Logistic Regression, MLP, KNN, and SVM machine learning algorithms. The gene discussed is APOE; the disease is Alzheimer disease.