Multiple ML algorithms, including Decision Tree (DT), K-Nearest Neighbor (KNN), Support Vector Machine (SVM), and Ensemble models, have demonstrated significant potential in IDH1 classification, offering an objective and reproducible method for glioma characterization [40, 69]. Here, IDH1 is linked to central nervous system cancer.