Deep learning-based prediction model for postoperative complications of cervical posterior longitudinal ligament ossification.

Journal: European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society
PMID:

Abstract

PURPOSE: Postoperative complication prediction helps surgeons to inform and manage patient expectations. Deep learning, a model that finds patterns in large samples of data, outperform traditional statistical methods in making predictions. This study aimed to create a deep learning-based model (DLM) to predict postoperative complications in patients with cervical ossification of the posterior longitudinal ligament (OPLL).

Authors

  • Sadayuki Ito
    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.
  • Toshitaka Yoshii
    Department of Orthopedics, Tokyo Medical and Dental University, Tokyo, JPN.
  • Satoru Egawa
    Department of Orthopedics, Tokyo Medical and Dental University, Tokyo, JPN.
  • Kenichiro Sakai
    Department of Orthopaedic Surgery, Saiseikai Kawaguchi General Hospital, 5-11-5 Nishikawaguchi, Kawaguchishi, Saitama, 332-8558, Japan.
  • Kazuo Kusano
    Department of Orthopaedic Surgery, Kudanzaka Hospital, 1-6-12 Kudanminami, Chiyodaku, 102-0074, Japan.
  • Shinji Tsutui
    Department of Orthopaedic Surgery, Wakayama Medical University, 811-1 KImiidera, Wakayama-city, Wakayama, 641-8510, Japan.
  • Takashi Hirai
    Department of Orthopedics, Tokyo Medical and Dental University, Tokyo, JPN.
  • Yu Matsukura
    Department of Orthopedics, Tokyo Medical and Dental University, Tokyo, JPN.
  • Kanichiro Wada
    Department of Orthopaedic Surgery, Hirosaki University Graduate School of Medicine, 5 Zaifucho, Hirosaki, Aomori, 036-8562, Japan.
  • Keiichi Katsumi
    Department of Orthopaedic Surgery, Niigata University Medicine and Dental General Hospital, 1-754 Asahimachidori, Chuo Ward, Niigata, Niigata, 951-8520, Japan.
  • Masao Koda
    Department of Orthopaedic Surgery, Faculty of Medicine, University of Tsukuba, 1-1-1, Tennodai, Tsukuba, Ibaraki, 305-8575, Japan.
  • Atsushi Kimura
    Department of Orthopedic Surgery, Keio University School of Medicine, 35 Shinano-machi, Shinjuku-ku, Tokyo, 160-8582, Japan.
  • Takeo Furuya
    Department of Orthopaedic Surgery, Graduate School of Medicine, Chiba, Japan.
  • 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.
  • Narihito Nagoshi
    Department of Orthopedic Surgery, Keio University School of Medicine, Tokyo, Japan.
  • Norihiro Nishida
    Department of Orthopaedic Surgery, Yamaguchi University School of Medicine, 111 Minami Kogushi, Ube, Yamaguchi, 755-8505, Japan.
  • Yukitaka Nagamoto
    Department of Orthopaedic Surgery, Osaka Rosai Hospital, 1179-3 Nagasonecho, Sakaishi, Osaka, 591-8025, Japan.
  • Yasushi Oshima
    Department of Orthopaedic Surgery, The University of Tokyo Hospital, Tokyo, Japan.
  • Kei Ando
    Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan.
  • Masahiko Takahata
    Department of Orthopaedic surgery, Hokkaido University Hospital, Sapporo, Japan.
  • Kanji Mori
    Kansai Molecular Diagnosis Network for CNS Tumors, Osaka, 540-0006, Japan.
  • Hideaki Nakajima
    Department of Orthopaedics and Rehabilitation Medicine, Faculty of Medical Sciences University of Fukui, Yoshida, Japan.
  • Kazuma Murata
    Department of Orthopedic Surgery, Tokyo Medical University, 6-7-1 Nishishinjuku, Shinjuku-ku, Tokyo, 160-0023, Japan. kaz.mur26@gmail.com.
  • Masayuki Miyagi
    Department of Orthopaedic Surgery, Kitasato University School of Medicine, Sagamihara, Japan.
  • Takashi Kaito
    Department of Orthopaedic Surgery, Osaka University Graduate School of Medicine, Suita, Japan.
  • Kei Yamada
    Department of Radiology, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kajii-cho, Kawaramachi Hirokoji Agaru, Kamigyo-ku, Kyoto, Kyoto, 602-8566, Japan.
  • Tomohiro Banno
    Department of Orthopaedic Surgery, Hamamatsu University School of Medicine, 1-20-1 Handayama, Hamamatsu, Shizuoka, 431-3125, Japan.
  • Satoshi Kato
    Department of Orthopaedic Surgery, Graduate School of Medical Sciences, Kanazawa, Japan.
  • Tetsuro Ohba
    Department of Orthopaedic Surgery, University of Yamanashi, Yamanashi, Japan.
  • Satoshi Inami
    Department of Orthopaedic Surgery, Dokkyo Medical University School of Medicine, 880 Kitakobayashi, Mibu-machi, Shimotsuga-gun, Tochigi, 321-0293, Japan.
  • Shunsuke Fujibayashi
    Department of Orthopaedic Surgery, Graduate School of Medicine, Kyoto University, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan.
  • Hiroyuki Katoh
    Department of Orthopaedic Surgery, Surgical Science, Tokai University School of Medicine, 143 Shimokasuya, Isehara, Kanagawa, 259-1193, Japan.
  • Haruo Kanno
    Department of Orthopaedic Surgery, Tohoku University School of Medicine, 1-1 Seiryomachi, Aoba Ward, Sendai, Miyagi, 980-8574, Japan.
  • Masahiro Oda
    Graduate School of Informatics, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, 464-8601, Japan.
  • Kensaku Mori
    Graduate School of Informatics, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, 464-8601, Japan.
  • Hiroshi Taneichi
    Department of Orthopaedic Surgery, Dokkyo Medical University School of Medicine, 880 Kitakobayashi, Mibu-machi, Shimotsuga-gun, Tochigi, 321-0293, Japan.
  • Yoshiharu Kawaguchi
    Department of Orthopaedic Surgery, Faculty of Medicine, University of Toyama, 2630 Sugitani, Toyama, Toyama, 930-0194, Japan.
  • Katsushi Takeshita
    Department of Orthopaedic, Jichi Medical University, 3311-1 Yakushiji, Shimotsuke, Tochigi, 329-0498, Japan.
  • Morio Matsumoto
    Department of Orthopedic Surgery, Keio University School of Medicine, 35 Shinano-machi, Shinjuku-ku, Tokyo, 160-8582, Japan.
  • Masashi Yamazaki
    Department of Orthopaedic Surgery, University of Tsukuba (Tsukuba Pediatric Orthopaedic Group), Tsukuba, Japan.
  • Atsushi Okawa
    Department of Orthopaedic Surgery, Tokyo Medical and Dental University, Graduate School, 1-5-45 Yushima, Bunkyo-ku, Tokyo 113-8510, Japan.
  • Shiro Imagama
    Department of Orthopedic Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan.