CEACAM5 and neoplasm: In contrast, the features in the training set and external validation set are ranked as follows: Clinical N staging, receipt of chemotherapy or radiotherapy, neural invasion, tumor histology, tumor length, liver metastasis, gender, differentiation degree, age, CEA, tumor length, and clinical T stage (Figure 4B).