Development of machine learning model for predicting prolonged operation time in lumbar stenosis undergoing posterior lumbar interbody fusion: a multicenter study.

Journal: The spine journal : official journal of the North American Spine Society
PMID:

Abstract

BACKGROUND CONTEXT: Longer posterior lumbar interbody fusion (PLIF) surgeries for individuals with lumbar spinal stenosis are linked to more complications and negatively affect recovery after the operation. Therefore, there is a critical need for a method to accurately predict patients who are at risk for prolonged operation times.

Authors

  • Runmin Li
    Department of Spinal Surgery, Honghui Hospital of Xi'an Jiaotong University, Xi'an, China.
  • Lin Wang
    Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China.
  • Xinghao Wang
    Department of Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, People's Republic of China.
  • Marcin Grzegorzek
    Institute for Vision and Graphics, University of Siegen, Hoerlindstr. 3, 57076 Siegen, Germany.
  • An-Tian Chen
    Department of Cardiology, State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, Beijing, China.
  • Xubin Quan
    Department of Spine Surgery, Liuzhou People's Hospital, Liuzhou, China.
  • Zhaohui Hu
    Department of Spine Surgery, Liuzhou People's Hospital, Liuzhou, China.
  • Xiaozhu Liu
    Department of Cardiology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China.
  • Yang Zhang
    Innovative Institute of Chinese Medicine and Pharmacy, Academy for Interdiscipline, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
  • Tianyu Xiang
    Information Center, The University-Town Hospital of Chongqing Medical University, Chongqing, China.
  • Yingang Zhang
    Department of Orthopedics of the First Affiliated Hospital, Medical School, Xi'an Jiaotong University, Xi'an, China.
  • Anfa Chen
    Department of Orthopedics, Jiangxi Province Hospital of Integrated Chinese & Western Medicine, China.
  • Hao Jiang
    Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences , 555 Zuchongzhi Road, Shanghai 201203, China.
  • Xuewen Hou
    School of Medical Imaging, Shanghai University of Medicine & Health Science, Shanghai, China.
  • Qizhong Xu
    From the Department of Radiology, Wuhan Huangpi People's Hospital, Wuhan, China (L.L., Z.X., X.F., S.Z., Juan Xia); Jianghan University Affiliated Huangpi People's Hospital, Wuhan, China (L.L.); Department of Radiology, Wuhan Pulmonary Hospital, Wuhan, China (L.Q.); Keya Medical Technology Co, Ltd, Shenzhen, China (Y.Y., X.W., B.K., J.B., Y.L., Z.F., Q.S., K.C.); Department of Radiology, Liaocheng People's Hospital, Liaocheng, China (D.L.); Department of CT, The Third Medical Center of Chinese PLA General Hospital, Beijing, China (G.W.); and Department of Radiology, Shenzhen Second People's Hospital/the First Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, China 518035 (Q.X., Jun Xia).
  • Weiheng He
    Department of Radiology, People's Hospital of Ningxia Hui Autonomous Region, Yinchuan, China.
  • Liang Chen
    Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai, China.
  • Xin Zhou
    School of Mechatronic Engineering, China University of Mining & Technology, Xuzhou 221116, China.
  • Qiang Zhang
    Yunan Provincial Center for Disease Control and Prevention, Kunming 650022, China.
  • Wei Huang
    Shaanxi Institute of Flexible Electronics, Northwestern Polytechnical University, 710072 Xi'an, China.
  • Haopeng Luan
    Department of Spine Surgery, The Six Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China.
  • Xinghua Song
    Department of Bone Tumor Surgery, Orthopedics Center, the First Affiliated Hospital of Xinjiang Medical University, Urumchi Xinjiang, 830054, P.R.China.songxinghua19@163.com.
  • Xiaolin Yu
    Jinan Science and Technology Innovation Promotion Center, Jinan 250014, China.
  • Xiangdong Xi
    Department of Joint Surgery, No.215 Hospital of Shaanxi Nuclear Industry, Shaanxi Province, China.
  • Kai Wang
    Department of Rheumatology, The Affiliated Huai'an No. 1 People's Hospital of Nanjing Medical University, Huai'an, Jiangsu, China.
  • Shi-Nan Wu
    Eye Institute of Xiamen University, School of Medicine, Xiamen University, Xiamen, Fujian, China.
  • Wencai Liu
    Department of Orthopaedics, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, China.
  • Yusi Zhang
    Cancer Center, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China; Precision Medicine Center, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China; Department of Medical Oncology, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.
  • Jialiang Zheng
    School of Medicine, Zhejiang University, Xihu, Hangzhou, Zhejiang, China.
  • Chengliang Yin
    Faculty of Medicine, Macau University of Science and Technology, Macau, People's Republic of China.
  • Qiang Liu
    Blood Transfusion Laboratory, Jiangxi Provincial Blood Center Nanchang 330052, Jiangxi, China.
  • Haizhen Ding
    State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics & Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, China.
  • Chan Xu
    State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics & Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, China.
  • Hongmou Zhao
    Department of Foot and Ankle Surgery, Honghui Hospital of Xi'an Jiaotong University, Xi'an, China.
  • Liang Yan
  • Wenle Li
    Guangxi University of Chinese Medicine, Nanning, 530000, People's Republic of China.