By combining the results of RF and SVM-RFE, we identified nine key genes consistently highlighted for elevated expression in AD: LEP, PLXNA3, HLA-E, DDX58, IKBKE, VCAM1, HSPA6, SOS2, and HSPA1A. Here, SOS2 is linked to Alzheimer disease.