BC-SMART: Multimodal AI framework for breast cancer neoadjuvant chemotherapy response prediction and multidisciplinary evaluation (IMAGE)
Caption
We developed BC-SMART to predict breast cancer response before neoadjuvant chemotherapy.
BC-SMART integrates pretreatment magnetic resonance imaging, biopsy whole-slide images, and clinical data.
The model performed well in both internal and external test cohorts.
Heatmaps and feature attribution improved interpretation of multimodal predictions.
BC-SMART may support pretreatment risk assessment and individualized treatment planning.
Credit
Tang W., Weng Z., Chen Y., et al. (2026). BC-SMART: Multimodal AI framework for breast cancer neoadjuvant chemotherapy response prediction and multidisciplinary evaluation. The Innovation Oncology 1: 100042.
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Credit must be given to the creator.
License
CC BY