Multimodal Deep Learning-based Radiomics Approach for Predicting Surgical Outcomes in Patients with Cervical Ossification of the Posterior Longitudinal Ligament.

Journal: Spine
Published Date:

Abstract

STUDY DESIGN: A retrospective analysis.

Authors

  • Satoshi Maki
    Department of Orthopedic Surgery, Graduate School of Medicine, Chiba University, Japan; Center for Frontier Medical Engineering, Chiba University, Japan. Electronic address: satoshimaki@gmail.com.
  • Takeo Furuya
    Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba, Japan.
  • Keiichi Katsumi
    Department of Orthopaedic Surgery, Niigata University Medicine and Dental General Hospital, 1-754 Asahimachidori, Chuo Ward, Niigata, Niigata, 951-8520, Japan.
  • Hideaki Nakajima
    Department of Orthopaedics and Rehabilitation Medicine, Faculty of Medical Sciences University of Fukui, Yoshida, Japan.
  • Kazuya Honjoh
    Japanese Multicenter Research Organization for Ossification of the Spinal Ligament, Japan.
  • Shuji Watanabe
    Japanese Multicenter Research Organization for Ossification of the Spinal Ligament, Japan.
  • Takashi Kaito
    Department of Orthopaedic Surgery, Osaka University Graduate School of Medicine, Suita, Japan.
  • Shota Takenaka
    Department of Orthopedic Surgery, Japan Community Health Care Organization Osaka Hospital, Osaka, Japan.
  • Yuya Kanie
    Department of Orthopedic Surgery, Graduate School of Medicine, Osaka University, Osaka, Japan.
  • Motoki Iwasaki
    Japanese Multicenter Research Organization for Ossification of the Spinal Ligament, Japan.
  • Masayuki Furuya
    Department of Orthopedic Surgery, Graduate School of Medicine, Osaka University, Osaka, Japan.
  • Gen Inoue
    Department of Orthopaedic Surgery, Kitasato University School of Medicine, Sagamihara, Japan.
  • Masayuki Miyagi
    Department of Orthopaedic Surgery, Kitasato University School of Medicine, Sagamihara, Japan.
  • Shinsuke Ikeda
    Japanese Multicenter Research Organization for Ossification of the Spinal Ligament, Japan.
  • Shiro Imagama
    Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan.
  • Hiroaki Nakashima
    Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan.
  • Sadayuki Ito
    Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan.
  • Hiroshi Takahashi
    Department of Respiratory Medicine, Saka General Hospital, Sendai, Japan.
  • Yoshiharu Kawaguchi
    Department of Orthopaedic Surgery, Faculty of Medicine, University of Toyama, 2630 Sugitani, Toyama, Toyama, 930-0194, Japan.
  • Hayato Futakawa
    Japanese Multicenter Research Organization for Ossification of the Spinal Ligament, Japan.
  • Kazuma Murata
    Department of Orthopedic Surgery, Tokyo Medical University, 6-7-1 Nishishinjuku, Shinjuku-ku, Tokyo, 160-0023, Japan. kaz.mur26@gmail.com.
  • Toshitaka Yoshii
    Department of Orthopedics, Tokyo Medical and Dental University, Tokyo, JPN.
  • Takashi Hirai
    Department of Orthopedics, Tokyo Medical and Dental University, Tokyo, JPN.
  • Masao Koda
    Department of Orthopaedic Surgery, Faculty of Medicine, University of Tsukuba, 1-1-1, Tennodai, Tsukuba, Ibaraki, 305-8575, Japan.
  • Seiji Ohtori
    Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba, Japan.
  • Masashi Yamazaki
    Department of Orthopaedic Surgery, University of Tsukuba (Tsukuba Pediatric Orthopaedic Group), Tsukuba, Japan.