The ROC Analysis for overlapping genes in AD revealed that several genes, including ENC1, NEFM, ITPKB, PCP4, and CALB1, performed well in both primary and validation datasets, with AUC values exceeding 0.75. The gene discussed is ENC1; the disease is Alzheimer disease.