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. This evidence concerns the gene DHCR24 and Alzheimer disease.