A foundation model-based multi-instance learning framework for accurate prediction of lymph node metastasis in prostate cancer from whole slide images
This AI-MIL framework accurately predicts nodal involvement in PCa and provides biologically interpretable insights, supporting its potential as a precision oncology tool for risk stratification and treatment planning.
Authors
- Ran Du (ORCID: https://orcid.org/0000-0003-3778-063X)
- Haonan Mei (ORCID: https://orcid.org/0009-0003-2726-5076)
- Guang Zeng
- Weiwei Li
Institutions
- NetApp (United States) (US)
- Wuhan University (CN)
- The Central Hospital of Enshi Tujia and Miao Autonomous Prefecture (CN)
Publication Details
- Journal
- Frontiers in Oncology
- Published
- 2026-03-04
- DOI
- https://doi.org/10.3389/fonc.2026.1775750
- Primary Topic
- Prostate Cancer Diagnosis and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 0.00