CEACAM5 and neoplasm: When we analyzed the dataset, we found that demographic characteristics, depth tumor invasion, preoperative CEA, neoadjuvant radiotherapy, CEA difference, and the ratio of CEA difference were not comparable between the training and tuning sets; whereas, it ranked the top few important parameters in both the ML classifier and nomogram model.