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Development of training-data-circulation-typed surgical assistant framework using medical big data and newly defined surgical information data format including pre- and post-operative data

Research Project

Project/Area Number 15K21035
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Life / Health / Medical informatics
Biomedical engineering/Biomaterial science and engineering
Research InstitutionUniversity of Yamanashi

Principal Investigator

KAGIYAMA Yoshiyuki  山梨大学, 大学院総合研究部, 准教授 (30506506)

Research Collaborator TAKAO Masaki  
SATO Yoshinobu  
OTAKE Yoshito  
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords計算機支援外科 / 手術計画 / ビッグデータ / 統計アトラス / 深層学習 / 術前支援 / 術後評価 / 畳み込みニューラルネットワーク / 人工股関節全置換術 / 術後予測
Outline of Final Research Achievements

The purpose of this study is to develop a surgical information management method including pre- and post-operative data for total hip replacement and training-data-circulation-typed surgical assistant system using medical big data. In this study, we defined XML data format which is able to handle many patients' data and implants data efficiently, and developed the surgical assistant system which equips exchangeable traning-data-set module and post-operative evaluation. In the experiments of pre-operative phase, 100 cases were applied to the proposed system and several surgical criteria of the optimal plans were compared with surgeon's plans. As a result, one criterion was significantly better than the surgeon's and all the others were almost equivalent. In the experiments of post-operative phase, 19 cases were applied for automated estimation of implant positions and we confirmed the highly accurate determination. We considered that the results showed the usefulness of the system.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (8 results)

All 2018 2017 2016 2015 Other

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (5 results) (of which Int'l Joint Research: 2 results) Book (1 results) Remarks (1 results)

  • [Journal Article] CT-based automated planning of acetabular cup for total hip arthroplasty (THA) based on hybrid use of two statistical atlases.2016

    • Author(s)
      Kagiyama, Y, Sato Y, Otomaru I, Takao M, Nakamoto M, Yokota F, Tomiyama N, Tada Y, Sugano N.
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery.

      Volume: 11(12) Issue: 12 Pages: 2253-2271

    • DOI

      10.1007/s11548-016-1428-x

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] 人工股関節カップ自動手術計画システムにおける術後データ解析 ~術後CT画像からのカップ自動抽出と術前計画との比較~2018

    • Author(s)
      末長和馬,鍵山善之,中西裕紀,日朝祐太,横田太,大竹義人,高尾正樹,菅野伸彦,佐藤嘉伸
    • Organizer
      第12回日本CAOS研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 前捻角統計予測による大腿骨ステム自動術前計画の異機種ステムへの対応2018

    • Author(s)
      中西裕紀,鍵山善之,高尾正樹,菅野伸彦,多田幸生,大竹義人,佐藤嘉伸
    • Organizer
      第12回日本CAOS研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 人工股関節自動手術計画立案システムにおける大規模症例データ適用による精度調査2016

    • Author(s)
      鍵山善之,中西裕紀,横田太,高尾正樹,小川剛,菅野伸彦,大竹義人,伊藤安海,多田幸生,佐藤嘉伸
    • Organizer
      第二回日中高齢化社会政策と産業化シンポジウム
    • Place of Presentation
      東京工業大学大岡山キャンパス(東京都目黒区)
    • Year and Date
      2016-11-05
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 統計アトラスを用いた人工股関節自動手術計画立案システム2015

    • Author(s)
      鍵山 善之
    • Organizer
      パーティクルフィルタ研究会講演会
    • Place of Presentation
      山梨大学(山梨県・甲府市)
    • Year and Date
      2015-12-24
    • Related Report
      2015 Research-status Report
  • [Presentation] Automated Planning System of THA2015

    • Author(s)
      Yoshiyuki Kagiyama
    • Organizer
      International Symposium on Musculoskeletal Simulation
    • Place of Presentation
      Osaka University Nakanoshima center(大阪府・大阪市)
    • Year and Date
      2015-08-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Book] イラスト医工学2017

    • Author(s)
      伊藤安海,鍵山善之
    • Total Pages
      154
    • Publisher
      株式会社アドスリー
    • ISBN
      9784904419694
    • Related Report
      2017 Annual Research Report
  • [Remarks] 医療ビッグデータ活用による学習循環型手術支援フレームワーク"AutoImPlan"紹介Webサイト

    • URL

      http://www.me.yamanashi.ac.jp/lab/ito/AutoImPlan/index.html

    • Related Report
      2017 Annual Research Report 2016 Research-status Report 2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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