Higher age, higher LNR, lack of chemotherapy, higher T stage, positive serum CEA, perineural invasion, radiotherapy, adenocarcinoma, and larger maximum tumor diameter all had a positive impact on the model, increasing the risk of death within 5 years. Here, CEACAM5 is linked to neoplasm.