In addition, in the multi-marker situation, each tumor-marker combination without PE.CEA was an explicit outlier with a lower AUC compared with other combinations (see Figure 1), indicating the strong relevance between PE.CEA and MPE. The gene discussed is CEACAM5; the disease is neoplasm.