Results: The results demonstrated that six out of the ten hub genes achieved an area under the curve (AUC) greater than 0.75, and four genes (GAD1, GFAP, SYP, and UQCRC2) showed significant potential as candidate biomarkers for AD after further validation. The gene discussed is SYP; the disease is Alzheimer disease.