We identify NKAIN1, UBE2E2, F13A1, RNF149, and PLAUR as the top five most important genes for classifying GBM subtypes as they appeared in the top 20 gene list at least 80 times out of 100 runs. Here, RNF149 is linked to glioblastoma.