Development and external validation of a machine learning-based model to predict postoperative recurrence in patients with duodenal adenocarcinoma: a multicenter, retrospective cohort study
The PAM has the potential to identify postoperative recurrence in DA patients. This can assist clinicians in assessing the severity of the disease, facilitating patient follow-up, and aiding in the formulation of adjuvant treatment strategies.
Authors
- Xiaolong Tang (ORCID: https://orcid.org/0000-0002-5464-048X)
- Enhong Zhao (ORCID: https://orcid.org/0000-0001-8837-8224)
- Ren Lang (ORCID: https://orcid.org/0009-0003-2003-5550)
- Zongting Gu (ORCID: https://orcid.org/0000-0002-7800-7988)
- Kaiqing Guo (ORCID: https://orcid.org/0009-0006-9152-5743)
- Jingyong Xu (ORCID: https://orcid.org/0000-0003-4942-2557)
- Xiaodong Tian (ORCID: https://orcid.org/0000-0002-0943-5161)
- Yu Zhang (ORCID: https://orcid.org/0000-0001-8396-4355)
- Fanbin Meng
- Jianwei Zhang (ORCID: https://orcid.org/0000-0002-3753-7659)
- Xu Liu (ORCID: https://orcid.org/0000-0003-4827-5524)
- Dong Wang (ORCID: https://orcid.org/0000-0002-8569-8713)
- Zhenhua Wu (ORCID: https://orcid.org/0000-0003-4552-883X)
- Xin Wu (ORCID: https://orcid.org/0000-0003-4972-7561)
- Chengfeng Wang (ORCID: https://orcid.org/0000-0002-5589-7391)
- Feng Cao (ORCID: https://orcid.org/0000-0001-7412-2455)
- Chunhui Yuan (ORCID: https://orcid.org/0000-0001-9794-2069)
- Qifeng Xiao
- Ying Xing (ORCID: https://orcid.org/0000-0001-9800-8569)
Institutions
- Hebei Medical University (CN)
- Shanxi Medical University (CN)
- Capital Medical University (CN)
- Chengde Medical University (CN)
- Chinese Academy of Medical Sciences & Peking Union Medical College (CN)
- Peking University (CN)
- Chinese PLA General Hospital (CN)
- Beijing Tian Tan Hospital (CN)
- Shaanxi Provincial People's Hospital (CN)
- Second Hospital of Hebei Medical University (CN)
- Beijing Hospital (CN)
- Peking University First Hospital (CN)
- Zhejiang Provincial People's Hospital (CN)
- First Hospital of China Medical University (CN)
- Peking University Third Hospital (CN)
- Beijing Friendship Hospital (CN)
- Qilu Hospital of Shandong University (CN)
- Hangzhou Medical College (CN)
- China Medical University (CN)
Publication Details
- Journal
- BMC Medicine
- Published
- 2025-02-21
- DOI
- https://doi.org/10.1186/s12916-025-03912-7
- Citations
- 7
- Primary Topic
- Radiomics and Machine Learning in Medical Imaging
- Type
- article
- Field-Weighted Citation Impact
- 9.52