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Creation of appropriate contrast-weighting and analysis of brain diseases by synthetic and quantitative MRI

Research Project

Project/Area Number 16K19852
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Radiation science
Research InstitutionJuntendo University

Principal Investigator

Hagiwara Akifumi  順天堂大学, 医学部, 助教 (20768535)

Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2018: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
KeywordsMRI / Synthetic MRI / Quantitative MRI / 多発性硬化症 / Sturge-Weber症候群 / 視神経脊髄炎 / myelin imaging / deep learning / quantitative MRI / Brain Volumetry / 放射線 / 脳神経疾患
Outline of Final Research Achievements

Synthetic MRI enables creation of any contrast-weighted image by post-processing based on a single quantitative MRI sequence for simultaneous quantification of T1 and T2 relaxation times and proton density. Myelin map can also be created based on these values. In this study, we established the reliability of the quantitative values acquired by synthetic MRI, which would be beneficial in multi-center study in the future. We also adjusted the contrast-weighted images created by synthetic MRI and applied them to diseases such as multiple sclerosis (MS) and brain metastases for detecting focal lesions. Further, we detected white matter damage in patients with MS by quantitative MR values, and showed that myelin map was more sensitive to the disease process of MS than T1, T2, and proton density. Myelin map could be a clinical biomarker of MS clinical practice in the future.

Academic Significance and Societal Importance of the Research Achievements

Synthetic MRIで得られる各種定量値を3つの異なる会社のMRI機器にて包括的に評価し、Synthetic MRIによる多施設共同研究への道が開かれた。Synthetic MRIのミエリン量マップが時間のかかる従来法と白質においてよく相関することを示し、また、ミエリン量マップが従来法MRIでは検出できないMSの白質障害・灰白質障害を検出し、いずれに対しても他のMRI定量値より感度の高いバイオマーカーであることを示した。臨床応用への道が開かれたと考えられる。多発性硬化症プラーク検出におけるSynthetic MRIの適切なコントラストも見出した。

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (40 results)

All 2019 2018 2017 2016

All Journal Article (17 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 15 results,  Open Access: 12 results,  Acknowledgement Compliant: 3 results) Presentation (23 results) (of which Int'l Joint Research: 9 results,  Invited: 10 results)

  • [Journal Article] Review of synthetic MRI in pediatric brains: Basic principle of MR quantification, its features, clinical applications, and limitations2019

    • Author(s)
      Andica Christina、Hagiwara Akifumi、Hori Masaaki、Kamagata Koji、Koshino Saori、Maekawa Tomoko、Suzuki Michimasa、Fujiwara Hirokazu、Ikeno Mitsuru、Shimizu Toshiaki、Suzuki Hiroharu、Sugano Hidenori、Arai Hajime、Aoki Shigeki
    • Journal Title

      Journal of Neuroradiology

      Volume: Epub ahead of print Issue: 4 Pages: 1-8

    • DOI

      10.1016/j.neurad.2019.02.005

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Effect of Gadolinium on the Estimation of Myelin and Brain Tissue Volumes Based on Quantitative Synthetic MRI.2019

    • Author(s)
      Maekawa T, Hagiwara A, Hori M, Andica C, Haruyama T, Kuramochi M, Nakazawa M, Koshino S, Irie R, Kamagata K, Wada A, Abe O, Aoki S.
    • Journal Title

      Am J Neuroradiol.

      Volume: 40 Issue: 2 Pages: 231-237

    • DOI

      10.3174/ajnr.a5921

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Improving the Quality of Synthetic FLAIR Images with Deep Learning Using a Conditional Generative Adversarial Network for Pixel-by-Pixel Image Translation2019

    • Author(s)
      Hagiwara A.、Otsuka Y.、Hori M.、Tachibana Y.、Yokoyama K.、Fujita S.、Andica C.、Kamagata K.、Irie R.、Koshino S.、Maekawa T.、Chougar L.、Wada A.、Takemura M.Y.、Hattori N.、Aoki S.
    • Journal Title

      American Journal of Neuroradiology

      Volume: 40 Issue: 2 Pages: 224-230

    • DOI

      10.3174/ajnr.a5927

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 3D quantitative synthetic MRI‐derived cortical thickness and subcortical brain volumes: Scan?rescan repeatability and comparison with conventional T 1 ‐weighted images2019

    • Author(s)
      Fujita Shohei、Hagiwara Akifumi、Hori Masaaki、Warntjes Marcel、Kamagata Koji、Fukunaga Issei、Goto Masami、Takuya Haruyama、Takasu Kohei、Andica Christina、Maekawa Tomoko、Takemura Mariko Yoshida、Irie Ryusuke、Wada Akihiko、Suzuki Michimasa、Aoki Shigeki
    • Journal Title

      Journal of Magnetic Resonance Imaging

      Volume: ahead of print Issue: 6 Pages: 1-9

    • DOI

      10.1002/jmri.26744

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Myelin Measurement: Comparison Between Simultaneous Tissue Relaxometry, Magnetization Transfer Saturation Index, and T(1)w/T(2)w Ratio Methods.2018

    • Author(s)
      Hagiwara A, Hori M, Kamagata K, Warntjes M, Matsuyoshi D, Nakazawa M, Ueda R, Andica C, Koshino S, Maekawa T, Irie R, Takamura T, Kumamaru KK, Abe O, Aoki S
    • Journal Title

      Sci Rep.

      Volume: 8 Issue: 1 Pages: 10554-10554

    • DOI

      10.1038/s41598-018-28852-6

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Linearity, Bias, Intrascanner Repeatability, and Interscanner Reproducibility of Quantitative Multidynamic Multiecho Sequence for Rapid Simultaneous Relaxometry at 3 T2018

    • Author(s)
      Hagiwara Akifumi、Hori Masaaki、Cohen-Adad Julien、Nakazawa Misaki、Suzuki Yuichi、Kasahara Akihiro、Horita Moeko、Haruyama Takuya、Andica Christina、Maekawa Tomoko、Kamagata Koji、Kumamaru Kanako Kunishima、Abe Osamu、Aoki Shigeki
    • Journal Title

      Investigative Radiology

      Volume: 54 Issue: 1 Pages: 39-47

    • DOI

      10.1097/rli.0000000000000510

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Analysis of White Matter Damage in Patients with Multiple Sclerosis via a Novel In Vivo MR Method for Measuring Myelin, Axons, and G-Ratio.2018

    • Author(s)
      Hagiwara A, Hori M, Yokoyama K, Nakazawa M, Ueda R, Horita M, Andica C, Abe O, Aoki S.
    • Journal Title

      AJNR Am J Neuroradiol

      Volume: 38 Issue: 10 Pages: 1934-1940

    • DOI

      10.3174/ajnr.a5312

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Synthetic MRI of the knee: new perspectives in musculoskeletal imaging and possible applications for the assessment of bone marrow disorders.2018

    • Author(s)
      Chougar L, Hagiwara A, Andica C, Hori M, Aoki S.
    • Journal Title

      Br J Radiol.

      Volume: 印刷中 Issue: 1085

    • DOI

      10.1259/bjr.20170886

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Advantage of Synthetic MRI for the Visualization of Anterior Temporal Pole Lesions on Double Inversion Recovery (DIR), Phase-sensitive Inversion Recovery (PSIR), and Myelin Images in a Patient with CADASIL2018

    • Author(s)
      Wallaert L, Hagiwara A, Andica C, Hori M, Yamashiro K, Koshino S, Maekawa T, Kamagata K, Aoki S.
    • Journal Title

      Magnetic Resonance in Medical Sciences

      Volume: 17 Issue: 4 Pages: 275-276

    • DOI

      10.2463/mrms.ci.2017-0110

    • NAID

      130007496908

    • ISSN
      1347-3182, 1880-2206
    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Synthetic MRI showed increased myelin partial volume in the white matter of a patient with Sturge-Weber syndrome.2017

    • Author(s)
      Hagiwara A, Andica C, Hori M, Aoki S.
    • Journal Title

      Neuroradiology

      Volume: 59 Issue: 11 Pages: 1065-1066

    • DOI

      10.1007/s00234-017-1908-x

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Synthetic MR Imaging in the Diagnosis of Bacterial Meningitis2017

    • Author(s)
      Andica C, Hagiwara A, Nakazawa M, Kumamaru KK, Hori M, Ikeno M, Shimizu T, Aoki S
    • Journal Title

      Magnetic Resonance in Medical Sciences

      Volume: 16 Issue: 2 Pages: 91-92

    • DOI

      10.2463/mrms.ci.2016-0082

    • NAID

      130005589283

    • ISSN
      1347-3182, 1880-2206
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Utility of a Multiparametric Quantitative MRI Model That Assesses Myelin and Edema for Evaluating Plaques, Periplaque White Matter, and Normal-Appearing White Matter in Patients with Multiple Sclerosis: A Feasibility Study.2017

    • Author(s)
      Hagiwara A, Hori M, Yokoyama K, Takemura MY, Andica C, Kumamaru KK, Nakazawa M, Takano N, Kawasaki H, Sato S, Hamasaki N, Kunimatsu A, Aoki S
    • Journal Title

      AJNR Am J Neuroradiol

      Volume: 38 Issue: 2 Pages: 237-242

    • DOI

      10.3174/ajnr.a4977

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Synthetic MRI in the Detection of Multiple Sclerosis Plaques.2017

    • Author(s)
      Hagiwara A, Hori M, Yokoyama K, Takemura MY, Andica C, Tabata T, Kamagata K, Suzuki M, Kumamaru KK, Nakazawa M, Takano N, Kawasaki H, Hamasaki N, Kunimatsu A, Aoki S.
    • Journal Title

      AJNR Am J Neuroradiol

      Volume: 38 Issue: 2 Pages: 257-263

    • DOI

      10.3174/ajnr.a5012

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] SyMRI of the Brain: Rapid Quantification of Relaxation Rates and Proton Density, With Synthetic MRI, Automatic Brain Segmentation, and Myelin Measurement.2017

    • Author(s)
      Hagiwara A, Warntjes M, Hori M, Andica C, Nakazawa M, Kumamaru KK, Abe O, Aoki S
    • Journal Title

      Invest Radiol

      Volume: 印刷中 Issue: 2 Pages: 178-186

    • DOI

      10.1097/rli.0000000000000365

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] SyMRIの理論と脳への臨床応用2017

    • Author(s)
      萩原彰文, 堀正明, 青木茂樹
    • Journal Title

      臨床画像

      Volume: 印刷中

    • Related Report
      2016 Research-status Report
  • [Journal Article] The Advantage of Synthetic MRI for the Visualization of Early White Matter Change in an Infant with Sturge-Weber Syndrome2016

    • Author(s)
      Andica C, Hagiwara A, Nakazawa M, Tsuruta K, Takano N, Hori M, Suzuki H, Sugano H, Arai H, Aoki S
    • Journal Title

      Magnetic Resonance in Medical Sciences

      Volume: 15 Issue: 4 Pages: 347-348

    • DOI

      10.2463/mrms.ci.2015-0164

    • NAID

      130005421020

    • ISSN
      1347-3182, 1880-2206
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Synthetic MRIの臨床応用の実際と今後の展望2016

    • Author(s)
      萩原彰文, 堀正明, 中澤美咲, Christina Andica, 青木茂樹
    • Journal Title

      インナービジョン

      Volume: 31 Pages: 13-15

    • Related Report
      2016 Research-status Report
  • [Presentation] White Matter Analysis of Multiple Sclerosis with Quantitative Synthetic MRI and Neurite Orientation Dispersion and Density Imaging2019

    • Author(s)
      Akifumi Hagiwara, Koji Kamagata, Masaaki Hori, Christina Andica, Mana Kuramochi, Mariko Yoshida Takemura, Osamu Abe, Shigeki Aoki
    • Organizer
      7th International Congress on Magnetic Resonance Imaging (ICMRI 2019) and 24th Scientific Meeting of KSMRM
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Brain volumetry and myelin estimation derived from synthetic MRI with various in-plane resolutions at 3 T2019

    • Author(s)
      A. Hagiwara, M. Hori, Y. Ozaki, T. Maekawa, C. Andica, M. Horita, S. Fujita, S. Aoki
    • Organizer
      European Congress of Radiology 2019
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 多発性硬化症患者のSynthetic MRIとNODDIによる白質障害の評価:TBSS解析2019

    • Author(s)
      萩原 彰文、鎌形康司、堀 正明、横山和正、クリスティナ アンディカ、竹村(吉田)茉莉子、前川朋子、藤田翔平、入江隆介、和田昭彦、阿部 修、青木 茂樹
    • Organizer
      第48回日本神経放射線学会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Synthetic MRIの基礎と応用2018

    • Author(s)
      萩原彰文
    • Organizer
      日本磁気共鳴医学会 第22回MR実践講座「新技術の臨床応用」
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] SyMRIで得られる定量値の標準化と、新しい3D SyMRIでの初期経験2018

    • Author(s)
      萩原彰文
    • Organizer
      第46回日本磁気共鳴医学会大会 プロジェクト研究「QRAPMASTER(SyMRI)で得られる定量値の多施設間での標準化に関する検討」
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Conditional Generative Adversarial Network(cGAN)を使用した深層学習によるSynthetic FLAIRの画質向上2018

    • Author(s)
      Akifumi Hagiwara, Yujiro Otsuka, Masaaki Hori, Shohei Fujita, Koji Kamagata, Ryusuke Irie, Tomoko Maekawa, Christina Andica, Akihiko Wada, Moeko Horita, Takuya Haruyama, Osamu Abe, Shigeki Aoki
    • Organizer
      第46回日本磁気共鳴医学会大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 人工知能のココが知りたい!セッション-AI画像診断:QIBAの視点から2018

    • Author(s)
      萩原彰文
    • Organizer
      JCRミッドサマーセミナー2018 (日本放射線科専門医会・医会)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Rapid Myelin Measurement: Comparison Between SyMRI (Simultaneous Tissue Relaxometry), Magnetization Transfer Saturation Index, and T1w/T2w Ratio Methods2018

    • Author(s)
      Akifumi Hagiwara, Masaaki Hori, Koji Kamagata, Misaki Nakazawa, Christina Andica, Tomoko Maekawa, Saori Koshino, Ryusuke Irie, Lydia Chougar, Osamu Abe, Shigeki Aoki
    • Organizer
      26th ISMRM International Society for Magnetic Resonance in Medicine
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Synthetic MRIによる定量評価の可能性2018

    • Author(s)
      萩原彰文
    • Organizer
      The Future of Quantitative MRI
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 定量画像の標準化:Quantitative Imaging Biomarker Alliance(QIBA)の最新情報―Recent advances of J-QIBA activities in CT and MRI, with emphasis on synthetic MRI2018

    • Author(s)
      萩原彰文
    • Organizer
      第77回日本医学放射線学会総会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Analysis of White Matter Damage in Patients with Multiple Sclerosis via a Novel In Vivo Magnetic Resonance Method for Measuring Myelin, Axons, and G-ratio2018

    • Author(s)
      Hagiwara Akifumi, Hori Masaaki, Horita Moeko, Andica Christina, Koji Kamagata, Uchioke Saori, Aoki Shigeki
    • Organizer
      XXI Symposium Neuroradiologicum
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 特別講演 Synthetic MRI:定量化の推進2018

    • Author(s)
      萩原彰文
    • Organizer
      2018 Tokyo Gyrousers Meeting
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] Analysis of White Matter Damage in Patients with Multiple Sclerosis by a Novel In Vivo MR Measurement Method of Axon and Myelin2017

    • Author(s)
      萩原彰文、堀正明、中澤美咲、上田亮、堀田萌子、Andica Christina、高橋木綿子、青木茂樹
    • Organizer
      American Society of Neuroradiology 55th Annual Meeting and the Foundation of the ASNR Symposium 2017
    • Place of Presentation
      Long Beach, California, USA.
    • Year and Date
      2017-04-22
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Rapid Simultaneous Tissue Relaxometry and Synthetic MRI of the Brain2017

    • Author(s)
      萩原彰文、堀正明、Andica Christina、中澤美咲、高橋木綿子、青木茂樹
    • Organizer
      American Society of Neuroradiology 55th Annual Meeting and the Foundation of the ASNR Symposium 2017
    • Place of Presentation
      Long Beach, California, USA.
    • Year and Date
      2017-04-22
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] MAGiC(SyMRI)の最新知見2017

    • Author(s)
      萩原彰文
    • Organizer
      第76回日本医学放射線学会総会
    • Place of Presentation
      横浜
    • Year and Date
      2017-04-13
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] 軸索量とミエリン量をin vivoに評価する新しいMRI手法による多発性硬化症患者の白質障害の評価2017

    • Author(s)
      萩原彰文、堀正明、越野沙織、中澤美咲、堀田萌子、上田亮、クリスティナアンディカ、武中祐樹、高野直、濱崎望、青木茂樹
    • Organizer
      第46回日本神経放射線学会
    • Place of Presentation
      東京
    • Year and Date
      2017-02-17
    • Related Report
      2016 Research-status Report
  • [Presentation] Overview of myelin imaging and its combination with diffusion MRI2017

    • Author(s)
      Hagiwara Akifumi
    • Organizer
      Korean Congress of Radiology 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Basics of myelin imaging and its clinical applications2017

    • Author(s)
      Hagiwara Akifumi
    • Organizer
      AIMS-Neuro imaging 2017
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] MRIにて異なる撮像法で得られるミエリンマップの比較検討2017

    • Author(s)
      萩原彰文、堀正明、松吉大輔、入江隆介、神谷昂平、鎌形康司、前川朋子、クリスティナ・アンディカ、越野沙織、中澤美咲、上田亮、堀田萌子、武中祐樹、阿部修、青木茂樹
    • Organizer
      第45回日本磁気共鳴医学会大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Utility of a multi-parametric quantitative MRI model that assesses myelin and edema for evaluating plaques, periplaque white matter, and normal-appearing white matter in patients with multiple sclerosis2016

    • Author(s)
      萩原彰文、堀正明、アンディカクリスティナ、隈丸加奈子、吉田茉利子、鈴木通真、中澤美咲、青木茂樹
    • Organizer
      The 102th scientific assembly and annual meeting of the Radiological Society of North America
    • Place of Presentation
      Chicago, IL, USA
    • Year and Date
      2016-11-26
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Multiple sclerosis plaques searched by synthetic MRI2016

    • Author(s)
      萩原彰文、堀正明、アンディカクリスティナ、吉田茉利子、鎌形康司、鈴木通真、鈴木通真、隈丸加奈子、中澤美咲、青木茂樹
    • Organizer
      The 102th scientific assembly and annual meeting of the Radiological Society of North America
    • Place of Presentation
      Chicago, IL, USA
    • Year and Date
      2016-11-26
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] シンポジウム Synthetic MR imaging の現状と展望「Synthetic MRI-コントラスト調整から定量解析、ミエリンマップまで-」2016

    • Author(s)
      萩原彰文
    • Organizer
      第44回日本磁気共鳴医学会大会
    • Place of Presentation
      埼玉
    • Year and Date
      2016-09-09
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] 髄鞘と浮腫の状態を評価するマルチパラメトリック定量MRIによる多発性硬化症患者における白質障害の評価2016

    • Author(s)
      萩原彰文、堀正明、中澤美咲、アンディカクリスティナ、吉田茉莉子、鈴木通真、高野直、濱崎望、佐藤秀二、青木茂樹
    • Organizer
      第44回日本磁気共鳴医学会大会
    • Place of Presentation
      埼玉
    • Year and Date
      2016-09-09
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2020-03-30  

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