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Fast prediction method for stress state of joint components based on statistical atlas in preoperative surgical planning

Research Project

Project/Area Number 24700452
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Biomedical engineering/Biological material science
Research InstitutionUniversity of Yamanashi

Principal Investigator

KAGIYAMA Yoshiyuki  山梨大学, 総合研究部, 助教 (30506506)

Research Collaborator TAKAO Masaki  
SATO Yoshinobu  
OTOMARU Itaru  
YOKOTA Futoshi  
NAKANISHI Yuki  
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2012: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywordsコンピュータ支援外科 / 有限要素解析 / 統計アトラス / 手術計画 / 人工関節 / 計算機支援外科
Outline of Final Research Achievements

The purpose of this study is to predict the stress state of a bone and an implant with statistical atlas for total hip replacement. We generated a prediction atlas of the stress state of a pelvis and an implant with various spatial relations. This prediction atlas is corresponded to position of the implant and implanted pelvis with predicting the stress of them. In the experiment, we performed leave-one-out cross validation with 20 candidates and obtained the results that average difference of stress state did not exceed 20% of original value. We also constructed a planning atlas with various criteria to ensure the best-balance of them. In the evaluation with 45 patients, the number of the plans which obtained at least one criterion, considered as an outlier according to 1.5 times the interquartile range based on the surgeon's plan, were 16 and 2 cases in the single implant plan and the optimal plan, respectively. We considered that these showed a usefulness of the proposed methods.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (13 results)

All 2014 2013 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (6 results) (of which Invited: 3 results) Remarks (5 results)

  • [Journal Article] 人工股関節全置換術における関節機能に基づく三次元手術計画 自動立案システム“AutoImPlan”2013

    • Author(s)
      鍵山 善之,音丸 格,高尾 正樹,中本 将彦,菅野 伸彦,多田 幸生,水口 義久,富山 憲幸,佐藤 嘉伸
    • Journal Title

      計測自動制御学会論文集

      Volume: 49 Pages: 78-85

    • NAID

      10031140827

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 人工股関節全置換術のための手術計画自動立案システム2013

    • Author(s)
      多田幸生,鍵山善之,音丸格,横田太
    • Journal Title

      システム制御情報学会誌

      Volume: 57 Pages: 101-107

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] 人工股関節自動手術計画システム実用化に向けた関節機能バランスを考慮した最適化と性能評価2014

    • 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23回日本コンピュータ外科学会大会
    • Place of Presentation
      大阪大学(大阪府吹田市)
    • Year and Date
      2014-11-08
    • Related Report
      2014 Annual Research Report
  • [Presentation] 人工股関節カップの有限要素解析学習データに基づく応力状態予測アトラスの構築2014

    • Author(s)
      鍵山 善之,尾上 慶次,横田 太,伊藤 安海,佐藤 嘉伸
    • Organizer
      日本機械学会山梨講演会
    • Place of Presentation
      山梨大学(山梨県甲府市)
    • Year and Date
      2014-10-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] 人工股関節手術における骨盤側インプラントカップの応力状態予測アトラス2014

    • Author(s)
      鍵山 善之,横田 太,高尾 正樹,菅野 伸彦,伊藤 安海,多田 幸生,富山 憲幸,佐藤 嘉伸
    • Organizer
      第33回日本医用画像工学会大会
    • Place of Presentation
      東京慈恵会医科大学(東京都)
    • Year and Date
      2014-07-25
    • Related Report
      2014 Annual Research Report
  • [Presentation] Optimization of surgical planning of total hip arthroplasty based on computational anatomy2013

    • Author(s)
      Yoshiyuki Kagiyama, Masaki Takao, Nobuhiko Sugano, Yukio Tada, Noriyuki Tomiyama, Yoshinobu Sato
    • Organizer
      35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Osaka, Japan
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] 最大事後確率推定に基づく人工股関節手術計画自動立案システム2013

    • Author(s)
      鍵山 善之
    • Organizer
      システム制御情報学会SFA研究分科会第15回研究例会
    • Place of Presentation
      大阪府大阪市
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Optimization of surgical planning of total hip arthroplasty based on computational anatomy2013

    • Author(s)
      Yoshiyuki Kagiyama, Masaki Takao, Nobuhiko Sugano, Yukio Tada, Noriyuki Tomiyama, Yoshinobu Sato
    • Organizer
      35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Osaka International Convention Center (大阪府大阪市)
    • Related Report
      2012 Research-status Report
    • Invited
  • [Remarks] 応力状態を含む人工股関節統計アトラス構築プロジェクトページ

    • URL

      http://www.me.yamanashi.ac.jp/lab/ito/tha/

    • Related Report
      2014 Annual Research Report
  • [Remarks] 応力状態を含む人工股関節統計アトラスモデル構築プロジェクトページ

    • URL

      http://www.me.yamanashi.ac.jp/lab/ito/tha/

    • Related Report
      2013 Research-status Report
  • [Remarks] 手術計画自動最適化プロジェクトページ (研究協力者との共同ホームページ)

    • URL

      http://www.image.med.osaka-u.ac.jp/AutoImPlan/

    • Related Report
      2013 Research-status Report
  • [Remarks] 応力状態を含む人工股関節統計アトラスモデル構築プロジェクトページ

    • URL

      http://www.me.yamanashi.ac.jp/lab/ito/tha/

    • Related Report
      2012 Research-status Report
  • [Remarks] 手術計画自動最適化プロジェクトページ (研究協力者との共同ホームページ)

    • URL

      http://www.image.med.osaka-u.ac.jp/AutoImPlan/

    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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