Radiomics-based ensemble model predicts postoperative recurrence of gastric cancer
Our RSA model, integrating robust radiomics methodologies and critical clinical parameters, consistently demonstrated high accuracy and clinical applicability in diverse populations, significantly improving prediction of early postoperative recurrence in LAGC. This approach provides novel insights into tumor-immune microenvironment interactions, paving the way toward personalized postoperative management strategies.
Authors
- Ping’an Ding (ORCID: https://orcid.org/0000-0002-8163-0711)
- Honghai Guo (ORCID: https://orcid.org/0000-0003-1287-1164)
- Qun Zhao (ORCID: https://orcid.org/0000-0003-1603-3002)
- Jiaxiang Wu
- Jiaxuan Yang (ORCID: https://orcid.org/0009-0003-8985-7720)
- Lingjiao Meng
- Xiaolong Li (ORCID: https://orcid.org/0000-0003-1262-346X)
- Haotian Wu (ORCID: https://orcid.org/0000-0001-5204-4388)
- Qiang Fu (ORCID: https://orcid.org/0009-0001-0553-6440)
- Renjun Gu (ORCID: https://orcid.org/0000-0002-3334-9124)
- Yuan Tian (ORCID: https://orcid.org/0000-0003-2229-5201)
- Sheng Chen (ORCID: https://orcid.org/0000-0001-9289-5937)
- Zhenjiang Guo
- Baoquan Wang (ORCID: https://orcid.org/0009-0003-6322-612X)
- Ning Meng
- Lilong Zhang
Institutions
- Hebei Medical University (CN)
- Nanjing University of Chinese Medicine (CN)
- Hengshui University (CN)
- Nanjing General Hospital of Nanjing Military Command (CN)
- Wuhan University (CN)
- Third Hospital of Hebei Medical University (CN)
- HBIS (China) (CN)
- Center for Agricultural Resources Research (CN)
- Fourth Hospital of Hebei Medical University (CN)
- Hebei General Hospital (CN)
- First Hospital of Shijiazhuang (CN)
- Renmin Hospital of Wuhan University (CN)
- Hebei Science and Technology Department (CN)
- Baoding People's Hospital (CN)
- Hebei University (CN)
- Nanjing University (CN)
Publication Details
- Journal
- BMC Medicine
- Published
- 2025-11-25
- DOI
- https://doi.org/10.1186/s12916-025-04393-4
- Primary Topic
- Radiomics and Machine Learning in Medical Imaging
- Type
- article
- Field-Weighted Citation Impact
- 0.00