In the training set, the Kaplan-Meier survival curve showed that the high CEA (≥ 3.04) and NLR (≥ 1.86) were closely related to the poor prognosis of GC (both p < 0.001, Fig. 1a and b). The gene discussed is CEACAM5; the disease is gastric cancer.