Univariate logistic regression analysis revealed that variables such as age at diagnosis, T stage, CEA level, tumor size, surgery, chemotherapy, radiotherapy, and metastases to the bone, liver, and brain were all significantly correlated with both all-cause and cancer-specific early mortality(Table 2). The gene discussed is CEACAM5; the disease is cancer.