A combined radiomics and clinical model for preoperative differentiation of intrahepatic cholangiocarcinoma and intrahepatic bile duct stones with cholangitis: a machine learning approach
The combined model integrating radiomics features and clinical data offers a powerful and reliable tool for preoperative differentiation of IBDS-IL and ICC. Its superior performance and clinical interpretability highlight its potential for improving diagnostic accuracy and guiding clinical decision-making. Further validation in larger, multicenter datasets is warranted to confirm its generalizability.
Authors
- Difan Zhou
- Ruanchang Chen
- Yanbin Dong (ORCID: https://orcid.org/0000-0001-7848-7160)
- Hongwei Qian (ORCID: https://orcid.org/0000-0002-6724-9826)
- Baochun Lu
- Luohang Xu
- Fei Zhou (ORCID: https://orcid.org/0000-0001-9659-4648)
- Yanhua Huang (ORCID: https://orcid.org/0000-0002-5732-0203)
- Jianhua Yu (ORCID: https://orcid.org/0000-0002-6661-6647)
Institutions
- Shaoxing University (CN)
- Shaoxing People's Hospital (CN)
- Zhejiang University (CN)
Publication Details
- Journal
- Frontiers in Oncology
- Published
- 2025-03-17
- DOI
- https://doi.org/10.3389/fonc.2025.1546940
- Citations
- 1
- Primary Topic
- Cholangiocarcinoma and Gallbladder Cancer Studies
- Type
- article
- Field-Weighted Citation Impact
- 2.01