Machine learning prediction model of prolonged delay to loop ileostomy closure after rectal cancer surgery: a retrospective study.

Journal: World journal of surgical oncology
PMID:

Abstract

BACKGROUND: Delayed closure of a temporary ileostomy in patients with rectal cancer may cause psychological, physiological, and socioeconomic burdens to patients.

Authors

  • Jianying Liu
    Trade union, Guilin Medical University, Guilin, China.
  • Mengxiao Jiang
    Department of Urinary Surgery, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P.R. China.
  • Xiaoping Chen
    Clinical Medical College, Yangzhou University, 225009 Yangzhou, Jiangsu, China; Department of Anesthesiology, Institute of Anesthesia, Emergency and Critical Care, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, 225002 Yangzhou, Jiangsu, China.
  • Yonglan Ge
    Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P.R. China.
  • Zongxin Zheng
    Department of Urinary Surgery, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P.R. China.
  • Xia Yang
    From the Department of Integrative Biology and Physiology, University of California, Los Angeles (Y.Z., Q.M., X.Y.); and Target Sciences Computational Biology (US), GSK, King of Prussia, PA (J.C., J.M.F., D.K.R.). xyang123@ucla.edu deepak.k.rajpal@gsk.com.
  • Wenhao Zhou
    The Molecular Genetic Diagnosis Center, Shanghai Key Lab of Birth Defect, Translational Medicine Research Center of Children Development and Diseases, Pediatrics Research Institute, Shanghai, China.
  • Huiting Zhang
    College of Data Science, Taiyuan University of Technology, Jinzhong 030600, China; Technology Research Centre of Spatial Information Network Engineering of Shanxi, Jinzhong 030600, China; Key Laboratory of Big Data Fusion Analysis and Application of Shanxi Province, Taiyuan, China, 030024.
  • Meichun Zheng
    Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P.R. China. zhengmch@sysucc.org.cn.
  • Baojia Luo
    Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P.R. China. luobj@sysucc.org.cn.