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. The gene discussed is NKAIN1; the disease is glioblastoma.