Radiomics extracts detailed features from neuroimaging for a nuanced tumor characterization, and the integration of machine learning models, especially CNNs, enhances noninvasive diagnosis and molecular characterization, predicting IDH status, genetic mutations, and tumor behavior (Table). Here, IDH1 is linked to neoplasm.