Then, we conduct a comprehensive analysis to answer the question of whether MRI data can be used for accurate prediction of IDH mutation status, MGMT methylation status, and survival status of gliomas by employing several large-scale MRI datasets. Here, MGMT is linked to central nervous system cancer.