Machine learning for predicting liver and/or lung metastasis in colorectal cancer: A retrospective study based on the SEER database.

Journal: European journal of surgical oncology : the journal of the European Society of Surgical Oncology and the British Association of Surgical Oncology
Published Date:

Abstract

OBJECTIVE: This study aims to establish a machine learning (ML) model for predicting the risk of liver and/or lung metastasis in colorectal cancer (CRC).

Authors

  • Zhentian Guo
    Department of General Surgery, Beijing Electric Power Hospital, State Grid Corporation of China, Capital Medical University, Beijing, 100073, China; Key Laboratory of Geriatrics (Hepatobiliary Diseases) of China General Technology Group, Beijing, 100073, China.
  • Zongming Zhang
    Department of General Surgery, Beijing Electric Power Hospital, State Grid Corporation of China, Capital Medical University, Beijing, 100073, China; Key Laboratory of Geriatrics (Hepatobiliary Diseases) of China General Technology Group, Beijing, 100073, China. Electronic address: zhangzongming@mail.tsinghua.edu.cn.
  • Limin Liu
    Electrical and Electronic Teaching Center, Electronics Information Engineering College, Changchun University, Changchun 130022, China.
  • Yue Zhao
    The Affiliated Eye Hospital, Nanjing Medical University, Nanjing, China.
  • Zhuo Liu
    Department of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Chong Zhang
    Department of Big Data Management and Application, School of International Economics and Management, Beijing Technology and Business University, Beijing 100048, China.
  • Hui Qi
    School of Computer Science and Technology, Taiyuan Normal University, Jinzhong, Shanxi, China.
  • Jinqiu Feng
    Key Laboratory of Geriatrics (Hepatobiliary Diseases) of China General Technology Group, Beijing, 100073, China; Department of Immunology, Peking University School of Basic Medical Sciences, Peking University, Beijing, 100191, China.
  • Chunmin Yang
    Department of Gastroenterology, Beijing Electric Power Hospital, State Grid Corporation of China, Capital Medical University, Beijing, 100073, China.
  • Weiping Tai
    Department of Gastroenterology, Beijing Shijitan Hospital, Capital Medical University, Beijing, 100038, China.
  • Filippo Banchini
    General Surgery Unit, Guglielmo da Saliceto Hospital, Piacenza, Italy.
  • Riccardo Inchingolo