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Image analysis in ultrasonography using wavelet transform and its application to the diagnosis of Sjoegren's syndrome

Research Project

Project/Area Number 26462843
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Pathobiological dentistry/Dental radiology
Research InstitutionKyushu University

Principal Investigator

Ohki Masafumi  九州大学, 医学研究院, 教授 (10160441)

Co-Investigator(Renkei-kenkyūsha) NAKAMURA Takashi  長崎大学, 大学院医歯薬学総合研究科, 教授 (30172406)
Research Collaborator MATSUI Takehiro  
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywordsウェーブレット変換 / シェーグレン症候群 / 超音波画像診断 / コンピュータ支援診断 / ウェーブレット解析
Outline of Final Research Achievements

In this study, we aimed to develop an image analysis for improving diagnostic accuracy in ultrasonography, which is highly important as a noninvasive diagnosis of Sjoegren's syndrome. We developed an image analysis using dual tree complex wavelet transform (DT - CWT) and analyzed the parotid gland ultrasonographic images of 174 patients, including 77 cases who were considered positive for Sjoegren 's syndrome by sialography. As a result of the diagnostic accuracy combined with DT-CWT and machine learning, the sensitivity in the low severity group was 90 ± 3.7% and the accuracy was 88 ± 4.2%. The fact that the sensitivity was 79% and the accuracy was 80% by a dentist indicated the usefulness of this image analysis in clinical diagnosis.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (5 results)

All 2016 2015 2014

All Presentation (5 results)

  • [Presentation] Image analysis for dynamic contrast-enhanced MRI2016

    • Author(s)
      S. Yasuhiro, M. Ohki, A. Chaichana, M. Sumi, T. Nakamura
    • Organizer
      ICMP2016, Bangkok,
    • Place of Presentation
      Bangkok, Thailand
    • Year and Date
      2016-12-10
    • Related Report
      2016 Annual Research Report
  • [Presentation] A Dcm4chee Log Analyzer Monitoring DICOM Network Performance2016

    • Author(s)
      M. Moriyama, Y. Murakami, M. Ohki
    • Organizer
      The American Association of Physicists in Medicine 58th Annual meeting 2016
    • Place of Presentation
      Washington DC, USA
    • Year and Date
      2016-08-31
    • Related Report
      2016 Annual Research Report
  • [Presentation] ダイナミック造影MRIにおける経時変化の4次元画像解析2015

    • Author(s)
      迫康洋、中村 卓、角 美佐、大喜雅文
    • Organizer
      第10回九州放射線医療技術学術大会
    • Place of Presentation
      宮崎市
    • Year and Date
      2015-10-30
    • Related Report
      2015 Research-status Report
  • [Presentation] マンモグラフィ用CDファントムの画像解析による自動評価2015

    • Author(s)
      森山誠、迫康洋、大喜雅文
    • Organizer
      第10回九州放射線医療技術学術大会
    • Place of Presentation
      宮崎市
    • Year and Date
      2015-10-30
    • Related Report
      2015 Research-status Report
  • [Presentation] Image Analysis in Ultrasonography for Diagnosis of Sjoegren’s Syndrome Using Dual-Tree Complex Wavelet Transform2014

    • Author(s)
      Takehiro Matsui, Masafumi Ohki, Takashi Nakamura, Yukinori Takagi
    • Organizer
      AAPM 56th Annual Meeting (米国医学物理学会)
    • Place of Presentation
      Austin, Texas, USA
    • Year and Date
      2014-07-20 – 2014-07-24
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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