A quantitative model based on clinically relevant MRI features differentiates lower grade gliomas and glioblastoma.

• Lower grade glioma and glioblastoma have significant different location and component volume distributions. • We built machine learning prediction models that could help accurately differentiate lower grade gliomas and GBM cases. We introduced a fast evaluation model for possible clinical differentiation and further analysis.