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Supporting system for the diagnosis of carcinoma based on ultrasonographs using a fuzzy inference

Research Project

Project/Area Number 03808005
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field Informatics
Research InstitutionKawasaki Medical School

Principal Investigator

ARITA Seizaburo  Kawasaki Medical School Dept.of Mathematics Associate Professor, 医学部, 助教授 (20098601)

Co-Investigator(Kenkyū-buntansha) FUJIOKA Tomoaki  Iwate Medical University Dept.of Urology Associate Professor, 医学部, 助教授 (80173409)
SAITO Taiichi  Kawasaki Medical School Dept.of Pharmacology Professor, 医学部, 教授 (00048258)
Project Period (FY) 1991 – 1992
Project Status Completed (Fiscal Year 1992)
Budget Amount *help
¥1,900,000 (Direct Cost: ¥1,900,000)
Fiscal Year 1992: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1991: ¥1,200,000 (Direct Cost: ¥1,200,000)
KeywordsFuzzy Inference / Diagnostic System / Ultrasonograph / Carcinoma / Computer System / Fuzzy Information / Medical Education / Medical Images / ファジィ理論 / 超音波画像 / コンピュ-タ診断 / 医療情報 / 医学教育
Research Abstract

We have developed a computer diagnostic system of prostate cancer using fuzzy theory, which allows objective assessment and gives consistent diagnosis even if performed by a less-experienced urologist. The Japanese Urological Association and the Japanese Society of Ultrasonics in Medicine have published "General Rules for Ultrasonic Diagnosis of Prostatic Cancer". We used 5 of their 7 criteria : shape of the plane, architecture of the shape, capsule echogenicity, similarity of the planes, and internal echogenicity. To these, we added two items, identification of a hypoechoic lesion and shift of the postero-basal margin. A fuzzy scale was used to estimate the degree of presence of feature analogically, and fuzzy theory was adopted for the diagnostic logic. Two Membership functions (the input and output) were prepared for each item and the final assessment was made by the center of gravity of the max-sets of the output membership function. The data regarding each criterion was input onto a fuzzy scale on a computer display, using a mouse key. In our clinical trial with this computer system, there was only one false-negative case and two cases in the borderline zone among 34 untreated patients with prostate cancer. There were two false positive case and four cases in the borderline zone among the 43 patients with benign prostatic hyperplasia. Therefore, sensitivity was 96.2% and specificity was 88.5% in our series. Our diagnostic system appears to be beneficical for medical education.

Report

(3 results)
  • 1992 Annual Research Report   Final Research Report Summary
  • 1991 Annual Research Report
  • Research Products

    (18 results)

All Other

All Publications (18 results)

  • [Publications] 有田 清三郎: "ファジィ理論による超音波癌診断支援装置の開発" Proceedings of the fourth Annual Meeting of Biomedical Fuzzy Systems Association. 4. 79-85 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 有田 清三郎: "医療情報とファジィ" 日本行動計量学会 第20回大会論文集. 106-107 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 有田 清三郎: "メディカルファジィのはなし" 日刊工業新聞社, 108 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Seizaburo Arita: "Development of an ultrasonographic cancer diagnosis system using fuzzy theory" Japanese J. of Fuzzy Theory & Systems. 3(3). 215-230 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Seizaburo Arita: "Diagnosis for the carcinoma based on ultrasonographs using a fuzzy inference" J. of Japan Society for Fuzzy Theory & Systems. 3(3). 527-539 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Seizaburo Arita: "Application of fuzzy theory to the diagnosis using medical images" J. of Japan Society for Fuzzy Theory & Systems. 3(3). 412-421 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Kazuhisa Hamabata: "An application of fuzzy inference to the ultrasonographic diagnosis of liver cirrhosis" Proceedings of the International Congress of Biomedical Fuzzy Systems & the 3rd Annual Meeting of Biomedical Fuzzy Systems Association. 73-74 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Tomoaki Fujioka: "Application of fuzzy inference to the diagnosis of prostatic cancer by transrectal ultrasonography" Proceedings of the International Congress of Biomedical Fuzzy Systems & the 3rd Annual Meeting of Biomedical Fuzzy Systems Association. 75-77 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] Seizaburo Arita: "Application of the Fuzzy inference to the medical diagnostic systems" Japanese J. of Medical Electronics & Biological Engineering. 30(Suppl.). 182 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] 有田 清三郎: "フィジィ理論による超音波癌診断支援装置の開発" Proceedings of the tourth annual Meeting of Biomedical Fuzzy Systems Association. 4. 79-85 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 有田 清三郎: "医療情報とファジィ" 日本行動計量学会第20回大会論文集. 106-107 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 有田 清三郎: "メディカルファジィのはなし" 日刊工業新聞社, 108 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 有田 清三郎: "ファジィ理論を用いた超音波画像による癌診断システムの開発" 日本ファジィ学会誌. 3. 527-539 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 有田 清三郎: "ファジィ理論の医用画像診断への応用" 日本ファジィ学会誌. 3. 412-421 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] Seizaburo Arita: "Fuzzy diagnostic system for carcinoma based on ultrasonographs." (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 有田 清三郎: "ファジィ情報入力装置の開発" (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 有田 清三郎: "ファジィ推論による診断" 医用電子と生体工学. 30. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 藤岡 知昭: "コンピュ-タ診断" 腎と泌尿器科超音波医学. (1992)

    • Related Report
      1991 Annual Research Report

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Published: 1991-04-01   Modified: 2016-04-21  

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