Author

Deqiu Teng

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Open access Aug 2026

Predicting ki-67 expression in breast cancer via transformer and multiple instance learning on DCE-MRI

Deep learning models based on 2·5D DCE-MRI, especially Transformer models that achieve global feature fusion through self-attention mechanisms, can effectively and non-invasively predict Ki-67 expression status in breast cancer, surpassing traditional methods.

Yi-Ying Cao, Mi Lin, Yanshan Ouyang et al. · Cancer Imaging · 0 citations