Finally, when dealing with high-dimensional, small-sized datasets, the issue of ML model overfitting may be avoided using cross-validation to ensure that the test component does not interfere with the training process (Improving MGMT methylation status prediction of glioblastoma through optimizing radiomics features using genetic algorithm-based machine learning approach|Scientific Reports 2022). Here, MGMT is linked to glioblastoma.