According to Fig. 3b, among two tumor markers combined detection, CA15-3 + SF showed the highest AUC (AUC = 0.834) followed by SF + CEA (AUC = 0.814) the lowest was CEA + CA15-3 (AUC = 0.756). This evidence concerns the gene CEACAM5 and neoplasm.