Machine Learning Prediction of Early Recurrence in Gastric Cancer: A Nationwide Real-World Study.

Journal: Annals of surgical oncology
PMID: 39738899

Abstract

BACKGROUND: Patients with gastric cancer (GC) who experience early recurrence (ER) within 2 years postoperatively have poor prognoses. This study aimed to analyze and predict ER after curative surgery for patients with GC using machine learning (ML) methods.

Authors

  • Xing-Qi Zhang
    Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China.
  • Ze-Ning Huang
    Department of Gastric Surgery, Fujian Medical University Union Hospital, No. 29, Xinquan Road, Fuzhou, 350001, Fujian Province, China.
  • Ju Wu
    College of Mathematics and Physics, Chengdu University of Technology, Chenghua, Chengdu, 610059, Sichuan, China.
  • Xiao-Dong Liu
    Department of Gastrointestinal Surgery, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China.
  • Rong-Zhen Xie
    Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China.
  • Ying-Xin Wu
    Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China.
  • Chang-Yue Zheng
    Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China.
  • Chao-Hui Zheng
    Department of Gastric Surgery, Fujian Medical University Union Hospital, No. 29, Xinquan Road, Fuzhou, 350001, Fujian Province, China.
  • Ping Li
    Department of Gastroenterology, Beijing Ditan Hospital, Capital Medical University, Beijing, China.
  • Jian-Wei Xie
    Department of Gastric Surgery and Department of General Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, Fujian Province, China.
  • Jia-Bin Wang
    Department of Gastric Surgery and Department of General Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, Fujian Province, China.
  • Qi-Chen He
    Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China.
  • Wen-Wu Qiu
    Department of Gastric Surgery, Fujian Medical University Union Hospital, No. 29, Xinquan Road, Fuzhou, 350001, Fujian Province, China.
  • Yi-Hui Tang
    Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China.
  • Hao-Xiang Zhang
    Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China.
  • Yan-Bing Zhou
    Department of Gastrointestinal Surgery, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China. zhouyanbing@qduhospital.cn.
  • Jian-Xian Lin
    Department of Gastric Surgery, Fujian Medical University Union Hospital, No. 29, Xinquan Road, Fuzhou, 350001, Fujian Province, China. linjian379@163.com.
  • Chang-Ming Huang
    Department of Gastric Surgery, Fujian Medical University Union Hospital, No. 29, Xinquan Road, Fuzhou, 350001, Fujian Province, China. hcmlr2002@163.com.

Keywords

External Resources

Popular Topics
Recent Journals