MKI67 and neoplasm: In a previous study, Ouyang et al. demonstrated good discriminatory ability in preoperative prediction of the Ki-67 proliferation index in patients with meningiomas using the radiomics nomogram (44), but they only extracted imaging features of the tumor parenchyma.