While evaluating the discriminative ability, it was found that models, jointly considering information about both tumor antigens (e.g., CEA) and metabolic or inflammatory markers (e.g., ApoA2) demonstrated the highest diagnostic potential (Table 3). This evidence concerns the gene CEACAM5 and neoplasm.