In this study of genomic data for a total patient population of 833 HGG cases, we first developed a random partitioning approach to identify FBXO17 as a novel prognostic factor in the TCGA GBM cohort, and then validated its prognostic utility in 4 external HGG cohorts. This evidence concerns the gene FBXO17 and glioblastoma.