Deep learning-based lumbosacral reconstruction for difficulty prediction of percutaneous endoscopic transforaminal discectomy at L5/S1 level: A retrospective cohort study.

Journal: International journal of surgery (London, England)
Published Date: Oct 1, 2020

Abstract

BACKGROUND: Deep learning has been validated as a promising technique for automatic segmentation and rapid three-dimensional (3D) reconstruction of lumbosacral structures on CT. Simulated foraminoplasty of percutaneous endoscopic transforaminal discectomy (PETD) through the Kambin triangle may benefit viability assessment of PETD at L5/S1 level.

Authors

  • Guoxin Fan
    Department of Spine Surgery, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China; Department of Orthopaedics, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China. Electronic address: fangx35@mail.sysu.edu.cn.
  • Huaqing Liu
    Artificial Intelligence Innovation Center, Research Institute of Tsinghua, Pearl River Delta, Guangzhou, 510735, China.
  • Dongdong Wang
    Department of Radiology, Huashan Hospital Affiliated to Fudan University, 12 Wulumuqi Rd. Middle, Shanghai 200040, China.
  • Chaobo Feng
    Department of Orthopaedics, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China; Spinal Pain Research Institute, Tongji University School of Medicine, Shanghai, China.
  • Yufeng Li
    Department of Sports Medicine, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, China.
  • Bangde Yin
    Department of Orthopaedics, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China.
  • Zhi Zhou
    Department of Neurology, China-Japan Friendship Hospital, Beijing, China.
  • Xin Gu
    Department of Orthopaedics, Changzheng Hospital Affiliated to the Second Military Medical University, Shanghai, China.
  • Hailong Zhang
    Department of Orthopaedics, Shanghai Putuo People's Hospital, Tongji University School of Medicine, Shanghai, China.
  • Yi Lu
    Department of Gastrointestinal Endoscopy, The Sixth Affiliated Hospital, Sun Yat-Sen University, 26th Yuancun the Second Road, Guangzhou, 510655, Guangdong Province, China.
  • Shisheng He
    Department of Orthopaedics, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China; Spinal Pain Research Institute, Tongji University School of Medicine, Shanghai, China. Electronic address: tjhss7418@tongji.edu.cn.

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