Multivariate survival analysis showed that pre-operative CEA, pre- to post- operative CEA ratio, distant metastasis, TNM stage and degree of tumor differentiation were associated with 5-year OS (all P < 0.05, Table 4). The gene discussed is CEACAM5; the disease is neoplasm.