In conclusion, a prediction model based on conventional MRI-extracted radiomic features achieved promising diagnostic power in distinguishing IDH-mutant grade 4 astrocytomas from IDH-wild-type GBMs. The gene discussed is IDH1; the disease is astrocytoma (excluding glioblastoma).