Integration of clinical, pathological, and endoscopic data improves prediction for lymph node metastasis in early gastric cancer: a retrospective multicenter study

The deep learning-based intelligent system for the entire treatment process of EGC showed excellent performance in predicting LNM, offering valuable decision support for both endoscopists in pre-ESD treatment planning and surgeons in post-ESD surgical decision-making.

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Publication Details

Journal
International Journal of Surgery
Published
2026-01-07
DOI
https://doi.org/10.1097/js9.0000000000004707
Primary Topic
Gastric Cancer Management and Outcomes
Type
article
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0.00
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article

Integration of clinical, pathological, and endoscopic data improves prediction for lymph node metastasis in early gastric cancer: a retrospective multicenter study

Siyue Mao, Ximei Ren, Dehua Tang, Yun Qian et al.
International Journal of Surgery
Gastric Cancer Management and Outcomes
article

Integration of clinical, pathological, and endoscopic data improves prediction for lymph node metastasis in early gastric cancer: a retrospective multicenter study

Siyue Mao, Ximei Ren, Dehua Tang, Yun Qian, L. Wang, Wei Zhang, Yanjun Zhang, Guifang Xu, Tian Yang, Yanru Wang, Xiaotan Dou, Xiwei Ding, Anqi Dai, Zirong Chen, Miao Liu, Qi Sun, Duanming Zhuang
article en

Abstract

The deep learning-based intelligent system for the entire treatment process of EGC showed excellent performance in predicting LNM, offering valuable decision support for both endoscopists in pre-ESD treatment planning and surgeons in post-ESD surgical decision-making.

International Journal of Surgery
Sun Yat-sen University (CN), Anhui Medical University (CN), Nantong University (CN), Nanjing Drum Tower Hospital (CN), Gaochun People's Hospital (CN), The Affiliated Taizhou People's Hospital of Nanjing Medical University (CN), First Affiliated Hospital of Anhui Medical University (CN), Nanjing Jiangning Hospital (CN), First Hospital of Lanzhou University (CN), Xiamen University of Technology (CN), Lanzhou University (CN)
Openalex Percentile: Top 88%
Gastric Cancer Management and Outcomes
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