Interpretable MRI-based Multiparametric Radiomics for Preoperative Prediction of CMS4 Colorectal Cancer - PubMed
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- #Radiomics
- #Machine Learning
- #Colorectal Cancer
- Radiomics-based machine learning model predicts CMS4 colorectal cancer with high accuracy.
- Combined CE T1WI and T2WI features achieved AUCs of 0.85 (internal) and 0.84 (external).
- Model outperforms deep learning models and shows association with TGF-β and EMT pathways.
- MRC4s score stratifies risk for recurrence/metastasis with a hazard ratio of 5.96.