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). This evidence concerns the gene IDH1 and central nervous system cancer.