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Computer-aided Detection Scheme for Coronary Artery Stenoses on Whole Heart Coronary MR Angiography

Research Project

Project/Area Number 25350565
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Medical systems
Research InstitutionRitsumeikan University (2015)
Mie University (2013-2014)

Principal Investigator

NAKAYAMA RYOHEI  立命館大学, 理工学部, 准教授 (20402688)

Co-Investigator(Kenkyū-buntansha) ISHIDA MASAKI  三重大学, 医学部附属病院, 助教 (10456741)
SAKUMA HAJIME  三重大学, 医学系研究科, 教授 (60205797)
Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2013: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords冠動脈MRA / 冠動脈狭窄 / 検出支援システム / 超解像技術 / 超解像 / AHA分類
Outline of Final Research Achievements

The purpose of this study was to develop a computer-aided detection (CADe) scheme for coronary artery stenoses on whole-heart coronary magnetic resonance angiography (MRA). Based on the curvatures and the lengths from beginning and bifurcations, the segmented arteries were classified according to the American Heart Association (AHA) classifications. The signal intensity at each voxel of centerline of the segmented artery was defined by the maximum signal intensity within a circle with a radius of 3 voxels centered at the voxel in the original MRA image. While tracing the centerline, the voxel with which the signal intensity showed rapid reduction was finally detected as arterial stenosis. Threshold levels for this detection were selected empirically at each AHA classification by taking into account the variations in the signal intensities for normal coronary artery. With our CADe scheme, a sensitivity of artery stenoses was 87.2% with 1.83 false positives (FPs) per patient.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (22 results)

All 2016 2015 2014 2013

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Open Access: 2 results) Presentation (19 results) (of which Int'l Joint Research: 2 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] Underestimation of myocardial blood flow by dynamic perfusion CT: Explanations by two-compartment model analysis and limited temporal sampling of dynamic CT.2016

    • Author(s)
      Ishida M, Kitagawa K, Ichihara T, Natsume T, Nakayama R, Nagasawa N, Kubooka M, Ito T, Uno M, Goto Y, Nagata M, Sakuma H.
    • Journal Title

      J Cardiovasc Comput Tomogr.

      Volume: online Issue: 3 Pages: 1-8

    • DOI

      10.1016/j.jcct.2016.01.008

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Potential usefulness of presentation of histological classifications with computer-aided diagnosis (CAD) scheme in differential diagnosis of clustered microcalcifications on mammograms2014

    • Author(s)
      Ryohei Nakayama, Kiyoshi Namba, Ryoji Watanabe, Hiroshi Nakahara, Ralph. Smathers
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 8539 Pages: 115-120

    • DOI

      10.1007/978-3-319-07887-8_17

    • ISBN
      9783319078861, 9783319078878
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Improved image quality in low-dose chest CT using a new dictionary-based post-processing2016

    • Author(s)
      Ryohei Nakayama, Yasutaka Ichikawa, Yoshinori Kanii, Masaki Ishida, Yoshitaka Goto, Motonori Nagata, Kakuya Kitagawa, Hajime Sakuma
    • Organizer
      European Congress of Radiology 2016
    • Place of Presentation
      Vienna, Austria
    • Year and Date
      2016-03-02
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Three-dimensional Super-Resolution Technique for Whole-Heart Coronary MRA by Utilizing Graphical Processing Unit.2015

    • Author(s)
      Ryohei Nakayama, Masaki Ishida, Yasutaka Ichikawa, Yoshitaka Goto, Motonori Nagata, Kakuya Kitagawa, Hajime Sakuma.
    • Organizer
      ISMRM 23rd Annual Meeting & Exhibition.
    • Place of Presentation
      Toronto, Canada
    • Year and Date
      2015-06-04
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Three-dimensional super-resolution technique based on self-similarity: usefulness in whole heart coronary magnetic resonance angiography2014

    • Author(s)
      Ryohei Nakayama, Masaki Ishida, Yasutaka Ichikawa, Mio Uno, Yoshitaka Goto, Motonori Nagata, Kakuya Kitagawa, Hajime Sakuma
    • Organizer
      Radiological Society of North America 2014, 100th Scientific Assembly and Annual Meeting
    • Place of Presentation
      Chicago, USA
    • Year and Date
      2014-11-30 – 2014-12-05
    • Related Report
      2014 Research-status Report
  • [Presentation] Additive diagnostic value of coronary MRA in the stress cardiac MR protocol including stress myocardial perfusion MRI and late gadolinium enhanced MRI for the detection of coronary artery disease2014

    • Author(s)
      Masaki Ishida, Mio Uno, Ryohei Nakayama, Yoshitaka Goto, Tatsuro Ito, Motonori Nagata, Yasutaka Ichikawa, Kaoru Dohi, Kakuya Kitagawa, Hajime Sakuma
    • Organizer
      Radiological Society of North America 2014, 100th Scientific Assembly and Annual Meeting
    • Place of Presentation
      Chicago, USA
    • Year and Date
      2014-11-30 – 2014-12-05
    • Related Report
      2014 Research-status Report
  • [Presentation] シネMRIにおける時空間分解能の向上のための時空間超解像技術2014

    • Author(s)
      中山良平, 市川泰崇, 石田正樹, 宇野美緒, 後藤義崇, 永田幹紀, 北川覚也, 佐久間肇
    • Organizer
      第42回日本磁気共鳴医学会大会
    • Place of Presentation
      ホテルグランヴィア京都, 京都
    • Year and Date
      2014-09-18 – 2014-09-20
    • Related Report
      2014 Research-status Report
  • [Presentation] 時空間超解像(STSR: Space-Time Super-Resolution)技術によるシネMRIの時間分解能の向上2014

    • Author(s)
      中山良平, 市川泰崇, 石田正樹, 宇野美緒, 後藤義崇, 永田幹紀, 北川覚也, 佐久間肇
    • Organizer
      第79回日本心臓血管放射線研究会
    • Place of Presentation
      広島国際会議場, 広島
    • Year and Date
      2014-07-05
    • Related Report
      2014 Research-status Report
  • [Presentation] Targeted spatial frequency filtration 遅延造影CT(TSFF CTDE)における超解像度技術の応用2014

    • Author(s)
      市川泰崇, 蟹井善統, 中山良平, 宇野美緒, 後藤義崇, 石田正樹, 北川覚也, 佐久間肇
    • Organizer
      第79回日本心臓血管放射線研究会
    • Place of Presentation
      広島国際会議場, 広島
    • Year and Date
      2014-07-05
    • Related Report
      2014 Research-status Report
  • [Presentation] The impact of TOF PET/CT respiratory gating on pulmonary tumor: Quantitative assessment for both position gap and FDG uptake2014

    • Author(s)
      Naohisa Suzawa, Yasutaka Ichikawa, Yoya Tomita, Ryohei Nakayama, Hajime Sakuma
    • Organizer
      SNMMI 2014 Annual Meeting
    • Place of Presentation
      St. Louis,USA
    • Year and Date
      2014-06-07 – 2014-06-11
    • Related Report
      2014 Research-status Report
  • [Presentation] Combined assessment of stress myocardial perfusion MRI and iterative super-resolution whole-heart coronary MR angiography2014

    • Author(s)
      Mio Uno, Masaki Ishida, Ryohei Nakayama, Tatsuro Ito, Yoshitaka Goto, Yasutaka Ichikawa, Motonori Nagata, Kakuya Kitagawa, Hajime Sakuma
    • Organizer
      European Congress of Radiology 2014
    • Place of Presentation
      Vienna, Austria
    • Related Report
      2013 Research-status Report
  • [Presentation] Learning-based super-resolution technique significantly improves detection of coronary artery stenoses on 1.5T whole-heart coronary MRA2014

    • Author(s)
      Masaki Ishida, Ryohei Nakayama, Mio Uno, Tatsuro Ito, Yoshitaka Goto, Yasutaka Ichikawa, Motonori Nagata, Kakuya Kitagawa, Shiro Nakamori, Kaoru Dohi, Masaaki Ito, Hajime Sakuma
    • Organizer
      17th Annual SCMR Scientific Sessions
    • Place of Presentation
      New Orleans, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] 3次元学習型超解像技術による冠動脈MRAの高解像度化2014

    • Author(s)
      中山良平, 石田正樹, 宇野美緒, 伊藤達郎, 後藤義崇, 市川泰崇, 永田幹紀, 北川覚也, 佐久間肇
    • Organizer
      第78回日本心臓血管放射線研究会
    • Place of Presentation
      北九州
    • Related Report
      2013 Research-status Report
  • [Presentation] 負荷心筋血流MRIに超解像冠動脈MRAを併用すると冠動脈狭窄診断能は向上するか2014

    • Author(s)
      宇野美緒, 石田正樹, 中山良平, 伊藤達郎, 後藤義崇, 市川泰崇, 永田幹紀, 北川覚也, 佐久間肇
    • Organizer
      第78回日本心臓血管放射線研究会
    • Place of Presentation
      北九州
    • Related Report
      2013 Research-status Report
  • [Presentation] Extending Resolution Limits of Whole-heart Coronary Magnetic Resonance Angiography (MRA) Using Super-resolution Technique2013

    • Author(s)
      Ryohei Nakayama, Masaki Ishida, Motonori Nagata, Tatsuro Ito, Kakuya Kitagawa, Hajime Sakuma, Mio Uno, Yoshitaka Goto
    • Organizer
      RSNA 2013
    • Place of Presentation
      Chicago, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] Value of Super-resolution Technique in Detection of Coronary Artery Stenoses on Whole-heart Coronary MRA2013

    • Author(s)
      Mio Uno, Ryohei Nakayama, Masaki Ishida, Tatsuro Ito, Yoshitaka Goto, Motonori Nagata, Kakuya Kitagawa, Hajime Sakuma
    • Organizer
      RSNA 2013
    • Place of Presentation
      Chicago, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] Computer-aided Diagnosis Scheme for Detecting Significant Stenosis on Whole Heart Coronary MR Angiography Based on Signal Intensity and Luminal Diameter2013

    • Author(s)
      Ryohei Nakayama, Masaki Ishida, Nobuo Nakako, Motonori Nagata, Kakuya Kitagawa, Hajime Sakuma
    • Organizer
      ISMRM 21st Annual Meeting & Exhibition
    • Place of Presentation
      Salt Lake City, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] Whole-Heart Coronary MRA を対象とした超解像技術による高解像度化2013

    • Author(s)
      中山良平, 石田正樹, 宇野美緒, 伊藤達郎, 永田幹紀, 北川覚也, 佐久間肇
    • Organizer
      第41回日本磁気共鳴医学会大会
    • Place of Presentation
      徳島
    • Related Report
      2013 Research-status Report
  • [Presentation] 超解像画像処理(Super Resolution)は冠動脈MRA の診断能を改善するか2013

    • Author(s)
      宇野美緒, 中山良平, 石田正樹, 伊藤達郎, 後藤義崇, 永田幹紀, 北川覚也, 佐久間肇
    • Organizer
      第41回日本磁気共鳴医学会大会
    • Place of Presentation
      徳島
    • Related Report
      2013 Research-status Report
  • [Presentation] Whole-Heart Coronary MRA (WHCMRA)における超解像度技術の有用性2013

    • Author(s)
      中山良平, 石田正樹, 伊藤達郎, 宇野美緒, 永田幹紀, 北川覚也, 佐久間肇
    • Organizer
      第77回日本心臓血管放射線研究会
    • Place of Presentation
      大阪
    • Related Report
      2013 Research-status Report
  • [Presentation] 超解像画像処理(Super Resolution)は冠動脈MRAの診断能を改善するか2013

    • Author(s)
      宇野美緒, 中山良平, 石田正樹, 伊藤達郎, 後藤義崇, 永田幹紀, 北川覚也, 佐久間肇
    • Organizer
      第77回日本心臓血管放射線研究会
    • Place of Presentation
      大阪
    • Related Report
      2013 Research-status Report
  • [Patent(Industrial Property Rights)] 医用高解像画像形成システムおよび方法2014

    • Inventor(s)
      中山良平, 佐久間 肇
    • Industrial Property Rights Holder
      中山良平, 佐久間 肇
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2014-000148
    • Filing Date
      2014-01-06
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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