Interpretable MRI-Based Machine Learning Model for Noninvasive Prediction of Axillary Lymph Node Metastasis After Neoadjuvant Chemotherapy in Breast Cancer | Synapse
March 3, 2026
Interpretable MRI-Based Machine Learning Model for Noninvasive Prediction of Axillary Lymph Node Metastasis After Neoadjuvant Chemotherapy in Breast Cancer
Key Points
Prediction of axillary lymph node metastasis is possible using a machine learning model based on MRI data.
The model demonstrated an 85% accuracy rate in identifying metastasis cases after neoadjuvant chemotherapy.
Analysis involved a dataset of breast cancer patients undergoing MRI scans post-chemotherapy treatment.
Findings highlight the potential for MRI-based interventions to enhance treatment planning and patient outcomes.