Based on WGCNA, differential gene expression and aging genes, we used protein–protein interaction (PPI) network and machine learning to screen four signature aging-related AD genes, namely GFAP, NPY, SNAP25, and SST. The gene discussed is NPY; the disease is Alzheimer disease.