The top 15 important features in Tree or Component GB models could be reduced to nine variables, namely, KPS, age, tumor size, tumor subtype, extent of resection, chemotherapy, radiotherapy, p53 immunopositivity, and methylation of the MGMT promoter. Here, TP53 is linked to neoplasm.