Risk factors and socio-economic burden in pancreatic ductal adenocarcinoma operation: a machine learning based analysis.

Journal: BMC cancer
Published Date: Nov 27, 2020

Abstract

BACKGROUND: Surgical resection is the major way to cure pancreatic ductal adenocarcinoma (PDAC). However, this operation is complex, and the peri-operative risk is high, making patients more likely to be admitted to the intensive care unit (ICU). Therefore, establishing a risk model that predicts admission to ICU is meaningful in preventing patients from post-operation deterioration and potentially reducing socio-economic burden.

Authors

  • Yijue Zhang
    Department of Anesthesiology, South Campus, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China.
  • Sibo Zhu
    MOE Key Laboratory of Contemporary Anthropology, School of Life Sciences, Fudan University, Shanghai, 200438, China. sibozhu@fudan.edu.cn.
  • Zhiqing Yuan
    Department of General Surgery, South Campus, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China.
  • Qiwei Li
    Department of General Surgery, South Campus, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China.
  • Ruifeng Ding
    School of Medical Instrument and Food Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, China.
  • Xunxia Bao
    Cinoasia Institute, Shanghai, China.
  • Timing Zhen
    Cinoasia Institute, Shanghai, China.
  • Zhiliang Fu
    Cinoasia Institute, Shanghai, China.
  • Hailong Fu
    Department of Anesthesiology, Changzheng Hospital, Second Military Medical University, No.415 Fengyang Road, Shanghai, 200003, China.
  • Kaichen Xing
    Cinoasia Institute, Shanghai, China.
  • Hongbin Yuan
    Department of Anesthesiology, Changzheng Hospital, Second Military Medical University, No.415 Fengyang Road, Shanghai, 200003, China. jfjczyy@aliyun.com.
  • Tao Chen
    School of Automation, Northwestern Polytechnical University, Xi'an, 710072, Shaanxi, China.

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