Our analysis reveals that the tumor correlation, the vertical orientation of edema major axis (the angle between the edema major axis and the vertical axis), size ratio between the enhancing tumor and the necrosis, and the complexity of holder exponent of the tumor are among the most frequently selected features to predict IDH-mutated status in LGG. Here, IDH1 is linked to neoplasm.