BPMambaMIL: A bio-inspired prototype-guided multiple instance learning for oncotype DX risk assessment in histopathology

•BPMambaMIL, a novel prototype-guided model, enhances breast cancer recurrence prediction from pathology images.•Bio-inspired prototype selection effectively captures complex histopathological features.•BPMambaMIL outperforms state-of-the-art models, especially in classifying high-risk Oncotype DX s...

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Bibliographic Details
Published in:Computer methods and programs in biomedicine Vol. 272; p. 109039
Main Authors: Guo, Yongxin, Su, Ziyu, Koyun, Onur C., Lu, Hao, Wesolowski, Robert, Tozbikian, Gary, Niazi, M. Khalid Khan, Gurcan, Metin N.
Format: Journal Article
Language:English
Published: Ireland Elsevier B.V 01.12.2025
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ISSN:0169-2607, 1872-7565, 1872-7565
Online Access:Get full text
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