From this set, we developed a robust 8-gene diagnostic signature (comprising CHSY1, FIBP, DHCR24, HVCN1, KIFAP3, KLHL21, LETMD1, and SLC25A29), which outperformed existing AD diagnostic models in both training and testing cohorts. The gene discussed is CHSY1; the disease is Alzheimer disease.