Our study outlines challenges and limitations that affect the development of predictive models and indicates the potential of predictive models utilizing linear machine learning techniques to estimate overall survival in glioblastoma patients, based on a small set of key variables such as the MGMT methylation status. The gene discussed is MGMT; the disease is glioblastoma.