SYP and Alzheimer disease: This study identified hub genes with strong diagnostic potential (AUC > 0.75) based on ROC curve analysis, ultimately selecting GAD1, GFAP, SYP and UQCRC2 as potential diagnostic markers for AD following molecular validation.