Ensemble learning for predicting microsatellite instability in colorectal cancer using pretreatment colonoscopy images and clinical data
The proposed ensemble learning framework provides a non-invasive, interpretable, and accurate method for MSI prediction, offering potential to improve preoperative precision diagnostics and clinical decision-making in colorectal cancer.
Authors
- Y J Chen
- Bin Jiang (ORCID: https://orcid.org/0000-0002-4622-9703)
- Shenghan Zhang
- Jianjie Zhang
- Jia You
- Mengmeng Zhang
- Chungen Zhou
Institutions
- Nanjing University of Chinese Medicine (CN)
- Harvard University (US)
Publication Details
- Journal
- Frontiers in Oncology
- Published
- 2026-01-02
- DOI
- https://doi.org/10.3389/fonc.2025.1734076
- Citations
- 2
- Primary Topic
- Colorectal Cancer Screening and Detection
- Type
- article
- Field-Weighted Citation Impact
- 48.39
Funders
- Government of Jiangsu Province
- Nanjing University of Chinese Medicine
- Nanjing University