Finally, we combined the results of the XGB model and univariate Cox regression analysis to identify age, FGFR2, IDH1, CDK4, CDK6, KIT, and CDKN2A as crucial predictors of prognosis and OS time for glioma patients (Figure 3E). The gene discussed is FGFR2; the disease is central nervous system cancer.