Bi-regional and bi-phasic automated machine learning radiomics for defining metastasis to lesser curvature lymph node stations in gastric cancer
The CT imaging features of primary tumor and adjacent tissues are significantly associated with LNM. And our as-developed model showed great diagnostic performance and might be of great application in the individual treatment of GC.
Authors
- Yanfeng Hu (ORCID: https://orcid.org/0000-0001-5608-3587)
- Hailin Li (ORCID: https://orcid.org/0000-0001-6924-9689)
- Huilin Huang (ORCID: https://orcid.org/0000-0003-2608-572X)
- Han Liang (ORCID: https://orcid.org/0000-0001-7633-286X)
- Siwen Wang (ORCID: https://orcid.org/0000-0002-2418-0558)
- Bingxi He (ORCID: https://orcid.org/0000-0003-4012-8458)
- Zhaoxiang Ye (ORCID: https://orcid.org/0000-0003-3157-8393)
- Jiaxin Liu (ORCID: https://orcid.org/0000-0002-8770-2093)
- Jie Tian (ORCID: https://orcid.org/0000-0003-0498-0432)
- Nannan Zhang (ORCID: https://orcid.org/0000-0003-0582-8934)
- Di Dong (ORCID: https://orcid.org/0000-0003-0783-3171)
- Guoxin Li (ORCID: https://orcid.org/0000-0003-3271-6065)
- Mengjie Fang
- Jingyu Deng (ORCID: https://orcid.org/0009-0006-3894-6995)
Institutions
- Chinese Academy of Sciences (CN)
- Shandong Institute of Automation (CN)
- University of Chinese Academy of Sciences (CN)
- Southern Medical University (CN)
- Beihang University (CN)
Publication Details
- Journal
- Cancer Imaging
- Published
- 2025-06-08
- DOI
- https://doi.org/10.1186/s40644-025-00891-z
- Citations
- 1
- Primary Topic
- Gastric Cancer Management and Outcomes
- Type
- article
- Field-Weighted Citation Impact
- 1.52
Funders
- National Natural Science Foundation of China
- Chinese Academy of Sciences
- Youth Innovation Promotion Association of the Chinese Academy of Sciences
- China Academy of Chinese Medical Sciences
- Southern Medical University
- Nanfang Hospital
- National Key Research and Development Program of China
- Youth Innovation Promotion Association
- Basic and Applied Basic Research Foundation of Guangdong Province