Both radiomic-based machine learning10,25,26 and deep learning27 approaches demonstrated the feasibility with their results, suggesting a non-invasive method of predicting the Ki-67 index in meningioma patients, as outlined in Supplementary Table 8. This evidence concerns the gene MKI67 and meningioma.