Four hub genes, GFAP, NPY, SNAP25, and SST, were found as possibly hub aging-related genes in Alzheimer’s disease from machine algorithms by adopting the random forest, LASSO, SVM, and Boruta models. Here, NPY is linked to early-onset autosomal dominant Alzheimer disease.