Forward model selection determined seven independent risk factors for all-cause mortality, including older age, chronic kidney disease, higher pretreatment CEA level, red cell transfusion, advanced cancer stage, lymphovascular invasion, and preoperative chemotherapy and/or radiotherapy (Table 3). This evidence concerns the gene CEACAM5 and chronic kidney disease.