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Computer-assisted Orthognathic Surgery Planning Based on Profile Classification Using Self-Organizing Map

Research Project

Project/Area Number 16592063
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Orthodontic/Pediatric dentistry
Research InstitutionFukuoka College of Health Sciences

Principal Investigator

MASUI Ichiro  Fukuoka College of Health Sciences, Department of Oral Hygiene, Professor, 歯科衛生学科, 教授 (50131884)

Co-Investigator(Kenkyū-buntansha) YAMAKAWA Takeshi  Kyushu Institute of Technology, Graduate school of Life Science and Systems Engineering, Professor, 大学院生命体工学研究科, 教授 (00005547)
SUETAKE Noriaki  Yamaguchi University, Faculty of Science, Associate Professor, 理学部, 助教授 (80334051)
HORIO Keiichi  Kyushu Institute of Technology, Graduate school of Life Science and Systems Engineering, Research assistant, 大学院生命体工学研究科, 助手 (70363413)
Project Period (FY) 2004 – 2006
Project Status Completed (Fiscal Year 2006)
Budget Amount *help
¥2,800,000 (Direct Cost: ¥2,800,000)
Fiscal Year 2006: ¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 2005: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2004: ¥800,000 (Direct Cost: ¥800,000)
KeywordsJaw Deformity / Profile Classification / Self-Organizing Map / Surgical Panning / Esthetic assessment / Self-Organizing Relation / 軟組織側貌 / 多重判別分析 / 硬組織移動量 / 審美性評価 / グラフィカルデータベース / 分類マップ / インフォームドコンセント / 症型分類 / 審美的評価 / 手術計画支援
Research Abstract

When planning surgery for jaw deformity, it is possible to generate a postoperative profile of the patient by referring to the facial profile of similar patients who have previously undergone surgery. The objective of the present study was to develop a computer-assisted orthognathic surgery planning system that searches for past cases matching the profile of a new patient, generates the postoperative profiles of the new patient, and calculates an esthetic score.
Subjects were 37 patients with jaw deformities who underwent orthognathic surgery. Using preoperative and postoperative lateral cephalograms, eleven soft tissue profile measurements were taken (such as facial convexity, nasolabial angle, and esthetic line (E-line)). For each patient, these values were classified using a self-organizing map (SOM) that arranges data on a two-dimensional map based on degree of similarity. Furthermore, each cluster classified by the SOM was divided into subclusters based on movement of bony tissue caused by surgery. At this stage, an esthetic value was assigned to each subcluster based on past cases.
The results of classification by the present system almost completely matched profile classifications derived from the facial morphologic classification chart. Therefore, it is possible to search for similar past cases by inputting the profile measurements of a new case. Furthermore, by referring to subclusters, it is possible to identify a surgical procedure that achieves highly esthetic outcomes. The present system is a useful tool for supporting the profile diagnosis and surgery planning of jaw deformity, counseling patients who are anxious and excited about profile changes, and obtaining informed consent.

Report

(4 results)
  • 2006 Annual Research Report   Final Research Report Summary
  • 2005 Annual Research Report
  • 2004 Annual Research Report
  • Research Products

    (15 results)

All 2007 2006 2005 2004

All Journal Article (15 results)

  • [Journal Article] 自己組織化関係ネットワークによる知識発見の試み2007

    • Author(s)
      古賀崇了, 堀尾恵一, 升井一朗, 山川 烈
    • Journal Title

      第8回自己組織化マップ研究会講演予稿集 1・1

      Pages: 35-37

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] A Knowledge Acquisition Attempt Employing Self-Organizing Relationship (SOR) Network,2007

    • Author(s)
      Takanori Koga, Keiichi Horio, Ichiro Masui, Takeshi Yamakawa
    • Journal Title

      Proceedings of the 8th Annual Meeting of Self-Organizing Maps in Japan 2007 1(1)

      Pages: 35-37

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 術後側貌の審美性を考慮した顎矯正手術支援システムの開発その32006

    • Author(s)
      堀尾 恵一, 升井 一朗, 末竹 規哲, 山川 烈
    • Journal Title

      バイオメディカル・ファジィ・システム学会第19回年次大会講演論文集 1・1

      Pages: 77-80

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Orthognathic Surgery Support System Considering Esthetic Score after Surgery. Part III2006

    • Author(s)
      Keiichi Horio, Ichiro Masui, Noriaki Suetake, Takeshi Yamakawa
    • Journal Title

      Proceedings of the 19th Annual Meeting of Biomedical Fuzzy Systems Association 1(1)

      Pages: 77-80

    • NAID

      110008136369

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 術後側貌の審美性を考慮した顎矯正手術支援システムの開発 その32006

    • Author(s)
      堀尾恵一, 升井一朗, 末竹規哲, 山川烈
    • Journal Title

      バイオメディカル・ファジィ・システム学会第19回年次大会講演論文集 1・1

      Pages: 77-80

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 重み付き距離測度に基づく自己組織化マップによる階層型パターン分類法2005

    • Author(s)
      堀尾 恵一, 升井 一朗, 熊本 将志, 山川 烈
    • Journal Title

      電子情報通信学会論文誌 J88-D-II, No.11

      Pages: 2260-2268

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 術後側貌の審美性を考慮した顎矯正手術支援システムの開発その22005

    • Author(s)
      堀尾 恵一, 升井 一朗, 末竹 規哲, 山川 烈
    • Journal Title

      バイオメディカル・ファジィ・システム学会第18回年次大会講演論文集 1・1

      Pages: 87-90

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Orthognathic Surgery Support System Considering Esthetic Score after Surgery. Part II2005

    • Author(s)
      Keiichi Horio, Ichiro Masui, Noriaki Suetake, Takeshi Yamakawa
    • Journal Title

      Proceedings of the 18th Annual Meeting of Biomedical Fuzzy Systems Association 1(1)

      Pages: 87-90

    • NAID

      110008136327

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Hierarchial Pattern Classification Method Using Weighted Distance Measure Based Self-Organizing Maps.2005

    • Author(s)
      Keiichi Horio, Ichiro Masui, Masashi Kumamoto, Takeshi Yamakawa
    • Journal Title

      The IEICE Transaction on Information and Systems J88-D2 No.11

      Pages: 2260-2268

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 重み付き距離測度に基づく自己組織化マップによる階層型パターン分類法2005

    • Author(s)
      堀尾恵一, 升井一朗, 熊本将志, 山川 烈
    • Journal Title

      電子情報通信学会論文誌D-II J88-DII・11

      Pages: 2260-2268

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 術後側貌の審美性を考慮した顎矯正手術支援システムの開発 その22005

    • Author(s)
      堀尾恵一, 升井一朗, 末竹規哲, 山川烈
    • Journal Title

      バイオメディカル・ファジイ・システム学会第18回年次大会講演論文集 1・1

      Pages: 87-90

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 術後側貌の審美性を考慮した顎矯正手術支援システムの開発その12004

    • Author(s)
      堀尾 恵一, 升井 一朗, 末竹 規哲, 山川 烈
    • Journal Title

      バイオメディカル・ファジィ・システム学会第17回年次大会講演論文集 1・1

      Pages: 111-115

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Orthognathic Surgery Support System Considering Beauty after Surgery. Part I2004

    • Author(s)
      Keiichi Horio, Ichiro Masui, Noriaki Suetake, Takeshi Yamakawa
    • Journal Title

      Proceedings of the 17th Annual Meeting of Biomedical Fuzzy Systems Association 1(1)

      Pages: 111-114

    • NAID

      110008136293

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 術後側貌の審美性を考慮した顎矯正手術支援システムの開発 その12004

    • Author(s)
      堀尾恵一, 升井一朗, 末竹規哲, 山川烈
    • Journal Title

      バイオメディカル・ファジィ・システム学会第15回年次大会講演予稿集 1・1

      Pages: 111-114

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 自己組織化マップによる類似側貌検索機能を持つ顎変形症画像データベース2004

    • Author(s)
      升井一朗, 廣瀬武尚, 石川博之, 堀尾恵一, 山川烈
    • Journal Title

      第63回日本矯正歳科学会大会プログラム・抄録集 1・1

      Pages: 258-258

    • Related Report
      2004 Annual Research Report

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Published: 2004-04-01   Modified: 2016-04-21  

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