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. The gene discussed is GAD1; the disease is Alzheimer disease.