After univariate Cox regression and multivariate Cox regression, we derived that patient age, sex, N stage, M stage, METTL16, RBM15, FMR1, IGFBP1, and FTO were independent prognostic factors for OS in GC patients and constructed predictive models. The gene discussed is RBM15; the disease is gastric cancer.