Reaching an accuracy of 0.75 on the MGMT methylation status prediction accuracy despite the fundamental differences between GBM and LGG indicated that some of the identified features may also be important in distinguishing the MGMT methylation statuses in LGG. The gene discussed is MGMT; the disease is glioblastoma.