The TCGA glioma dataset was used to construct the risk model, and the risk score was calculated using the following formula: risk score = (− 0.3358 × LRPPRC expression) + (1.4536 × RPN1 expression) + (0.5002 × GYS1 expression). Here, GYS1 is linked to central nervous system cancer.