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Development of super high resolution DSA for coronary artery

Research Project

Project/Area Number 26860408
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Medical Physics and Radiological Technology
Research InstitutionHiroshima International University

Principal Investigator

Yamamoto Megumi  広島国際大学, 保健医療学部, 助教 (50412333)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
KeywordsDSA / 冠動脈造影 / 医用画像処理 / 機械学習 / アーチファクト / 循環器 / 放射線科学 / 画像処理工学 / 冠動脈 / 造影
Outline of Final Research Achievements

Digital subtraction angiography (DSA) is a technique used to visualize blood vessels. However, coronary arteries are difficult to visualize because of the incidence of heavy motion artifacts that occur due to a patient’s heartbeat and respiratory cycle. Therefore, the purpose of this study was to develop a new DSA technique for coronary artery angiography that reduces motion artifacts and enhances small vessels and to develop a processing algorithm that requires the minimal use of contrast agent for X-ray imaging. We used a neural network technique to produce “mask images.” The experimental result demonstrated that the coronary artery and the carotid artery and vein were visualized in DSA images with clarity with extremely low levels of motion artifacts as compared with that observed in conventional DSA. Movement of the C-arm during image acquisition did not affect the visualization of the coronary artery in the DSA images.

Report

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

    (10 results)

All 2017 2016 2015

All Journal Article (2 results) (of which Acknowledgement Compliant: 1 results) Presentation (6 results) (of which Int'l Joint Research: 3 results) Patent(Industrial Property Rights) (1 results) Funded Workshop (1 results)

  • [Journal Article] To investigate the effect of machine learning for Coronary DSA2016

    • Author(s)
      Yamamoto.M、Okura.Y
    • Journal Title

      医学物理学会

      Volume: 36 Pages: 197-197

    • Related Report
      2016 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] A New Digital Subtraction Angiography For Coronary Artery By Using Density Difference Dependent Mask Image2015

    • Author(s)
      M. Yamamoto, Y.Okura
    • Journal Title

      Int J CARS(2015) 10(Suppl 1)

      Volume: 10 Pages: 9-10

    • Related Report
      2015 Research-status Report
  • [Presentation] Development of a New Digita Subtraction Angiography Technique for coronary Artery via Machine Learning2017

    • Author(s)
      山本めぐみ
    • Organizer
      日本放射線技術学会
    • Place of Presentation
      パシフィコ横浜
    • Year and Date
      2017-04-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] Digital subtraction angiography for coronary artery using deep learning technique2017

    • Author(s)
      山本めぐみ
    • Organizer
      European Congress of Radiology
    • Place of Presentation
      ウィーンコンベンションセンター
    • Year and Date
      2017-03-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] To investigate the effective of machine learning for coronary DSA2016

    • Author(s)
      山本めぐみ
    • Organizer
      医学物理学会
    • Place of Presentation
      沖縄コンベンションセンター
    • Year and Date
      2016-09-09
    • Related Report
      2016 Annual Research Report
  • [Presentation] 機械学習を用いた冠動脈DSA法に関する研究2016

    • Author(s)
      山本めぐみ
    • Organizer
      医用画像情報学会
    • Place of Presentation
      大阪市立大学
    • Year and Date
      2016-06-11
    • Related Report
      2016 Annual Research Report
  • [Presentation] A New Digital Subtraction Angiography For Coronary Artery By Using Density Difference Dependent Mask Image2015

    • Author(s)
      山本めぐみ
    • Organizer
      Computer Assisted Radiology and Surgery 2015(第29回国際コンピュータ支援放射線医学・外科学会議)
    • Place of Presentation
      スペイン(バルセロナ)
    • Year and Date
      2015-06-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Development of digital subtraction angiography for coronary artery without motion artifacts enabling read-time processing2015

    • Author(s)
      山本めぐみ
    • Organizer
      IUPESM World Congress On Medical Physics & Biomedical Engineering 2015(世界医学物理生体医工学会)
    • Place of Presentation
      カナダ(トロント)
    • Year and Date
      2015-06-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Patent(Industrial Property Rights)] 生体画像処理装置、出力画像製造方法、学習結果製造方法、及びプログラム2016

    • Inventor(s)
      山本めぐみ、大倉保彦
    • Industrial Property Rights Holder
      学校法人常翔学園
    • Industrial Property Rights Type
      特許
    • Filing Date
      2016-12-07
    • Related Report
      2016 Annual Research Report
  • [Funded Workshop] European Congress of Radiology (ECR)2017

    • Place of Presentation
      オーストリア
    • Year and Date
      2017-03-01
    • Related Report
      2016 Annual Research Report

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

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