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Basic study for constructing the statistical patient analysis system by using multi-modality of MRI

Research Project

Project/Area Number 21500442
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Medical systems
Research InstitutionKyoto University

Principal Investigator

SAKAI Koji  京都大学, 大学院・医学研究科, 講師 (20379027)

Co-Investigator(Renkei-kenkyūsha) YAMADA Kei  京都府立医科大学, 医学研究科, 教授 (80315960)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2009: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords磁気共鳴像 / 脳 / 白質 / 統計的病態解析 / マルチモダリティ
Research Abstract

The voxel-based group analysis(VBA) is one of the most effective examination methods of the entire white matter(WM) of brain. However, the VBA often suffers from low statistical power(high false discovery rate), which caused by embedded noise in voxels. To ameliorate this problem, the combination of the VBA with a pre-segmented WM has already been proposed. On the other hand, 3D whole brain WM atlas(ABA : atlas-based analysis) was proposed to gain statistical power on the examination of the WM analysis. In this report, we attempted to further extend the ABA to obtain statistically stronger detection power than the VBA. We proposed a sub-atlas-based analysis(SBA), which uses 3D plane made from the fitting curves to the WM atlas. From the results of outlier test, the detection power of SBA was clearly affected by both abnormal area and its value. On the other hand, the detection power of VBA was not affected abnormal area and it was only affected by abnormal values. In the case of cluster abnormality, the detection power of SBA was affected by both abnormal area and value. The affection of abnormal area was opposite from random abnormality due to the difference of their arrangement. The detection power of VBA was also affected by both abnormal area and value. From the results, these two methods showed better detection power on the cluster abnormal arrangement than the random abnormal arrangement. This means that the distribution of abnormal values affects the detection power of VBM-style examination methods. We proposed new method"SBA"to analyse abnormality within the white matter in brain. We compared our proposed method with conventional ABA. The SBA had a larger abnormality detection power than the ABA in the case of obsessive-compulsive disorder(OCD) patients, even if the method is naturally including false discovery rate.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (16 results)

All 2012 2011 2010 2009

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (11 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] Calculation methods for ventricular DWI thermometry : phantom and volunteer studies2012

    • Author(s)
      Koji Sakai, Kei Yamada2., Naozo Sugimoto
    • Journal Title

      NMR in Biomedicine

      Volume: 25 Issue: 2 Pages: 340-346

    • DOI

      10.1002/nbm.1755

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Age-dependent brain temperature decline as assessed by DWI thermometry2011

    • Author(s)
      Koji Sakai, Kei Yamada, Susumu Mori, Naozo Sugimoto, Tsunehiko Nishimura
    • Journal Title

      NMR in Biomedicine

      Volume: 24 Issue: 9 Pages: 1063-1067

    • DOI

      10.1002/nbm.1656

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Moyamoya patients exhibit higher brain temperatures than normal controls2010

    • Author(s)
      Kei Yamada, Koji Sakai, Kentaro Akazawa, Schiko Yuen, Naozo Sugimoto, Hiroyasu Sasajima, Katsuyoshi Mineura, Tsunehiko Nishimura
    • Journal Title

      NeuroReport

      Volume: 21 Pages: 851-855

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Diffusion tensor imaging may help the determination of time at onset in cerebral ischemia2009

    • Author(s)
      K Sakai, K Yamada, Y Nagakane, S Mori, M Nakagawa, T Nishimura
    • Journal Title

      J. Neurol. Neurosurg. Psychiatry 80

      Pages: 986-986

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 拡散強調磁気共鳴画像に基づく側脳室内脳脊髄液温度測定:解析方法とその応用2011

    • Author(s)
      酒井晃二, 山田惠3.赤澤健太郎, , 赤澤健太郎, 杉本直三
    • Organizer
      日本磁気共鳴医学会大会雑誌
    • Place of Presentation
      北九州市小倉
    • Year and Date
      2011-09-30
    • Related Report
      2011 Final Research Report
  • [Presentation] 拡散強調磁気共鳴画像に基づく側脳室内脳脊髄液温度測定:解析方法とその応用2011

    • Author(s)
      酒井晃二, 山田恵, 赤澤健太郎, 杉本直三
    • Organizer
      日本磁気共鳴医学会大会
    • Place of Presentation
      北九州市小倉
    • Year and Date
      2011-09-30
    • Related Report
      2011 Annual Research Report
  • [Presentation] 拡散強調画像を利用した側脳室内脳脊髄液の温度測定の基礎的検討2011

    • Author(s)
      赤澤健太郎, 山田惠, 酒井晃二, 中路康介, 田添潤, 西田香織, 後藤眞理子
    • Organizer
      日本磁気共鳴医学会大会雑誌
    • Place of Presentation
      北九州市小倉
    • Year and Date
      2011-09-29
    • Related Report
      2011 Final Research Report
  • [Presentation] 拡散強調画像を利用した側脳室内脳脊髄液の温度測定の基礎的検討2011

    • Author(s)
      赤澤健太郎, 山田恵, 酒井晃二, 中路康介, 田添潤, 西田香織, 後藤眞理子
    • Organizer
      日本磁気共鳴医学会大会
    • Place of Presentation
      北九州市小倉
    • Year and Date
      2011-09-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] Toward fully automated DWI thermometry within lateral ventricle ; Image registration approach on normal volunteer2011

    • Author(s)
      Sakai K, Yamada K2., Sugimoto N, Nishimura T
    • Organizer
      In proceedings of the International Forum on Medical Imaging in Asia(IFMIA2011)
    • Place of Presentation
      Naha, Okinawa
    • Year and Date
      2011-01-20
    • Related Report
      2011 Final Research Report
  • [Presentation] 拡散強調磁気共鳴画像に基づく側脳室内脳脊髄液温度測定とその応用2010

    • Author(s)
      酒井晃二, 山田惠, 杉本直三, 西村恒彦
    • Organizer
      日本磁気共鳴医学会大会
    • Place of Presentation
      つくば国際会議場
    • Year and Date
      2010-10-01
    • Related Report
      2010 Annual Research Report
  • [Presentation] Comparison of Normalized DTI analytical methods II : Detection powers of voxel-based analysis and sub-atlas based analysis2010

    • Author(s)
      Koji Sakai, Susumu Mori, Kenichi Oishi, Andreia Faria, Naozo Sugimoto
    • Organizer
      International Society for Magnetic Resonance in Medicine, ISMRM 18^<th> Scientific Meeting
    • Place of Presentation
      Stockholm, SWEDEN
    • Year and Date
      2010-05-03
    • Related Report
      2010 Annual Research Report
  • [Presentation] DTIは脳虚血の発症時間決定に寄与できるか?2009

    • Author(s)
      酒井晃二, 山田惠, 永金義成, 赤澤健太郎, 中川正法, 西村恒彦
    • Organizer
      日本磁気共鳴医学会
    • Place of Presentation
      横浜
    • Year and Date
      2009-10-01
    • Related Report
      2009 Annual Research Report
  • [Presentation] Comparison of Normalized DTI analytical methods : Detection powers of voxel-based analysis and sub-atlas based analysis2009

    • Author(s)
      Koji Sakai, Susumu Mori, Kenichi Oishi, Andreia Faria
    • Organizer
      International Society for Magnetic Resonance in Medicine
    • Place of Presentation
      Honolulu, USA
    • Year and Date
      2009-04-19
    • Related Report
      2009 Annual Research Report
  • [Presentation] Atlas-based analysis of neurodevelopment from infancy to adulthood using Diffusion Tensor Imaging2009

    • Author(s)
      A.V.Faria, J.Zhang, K.Oishi, X.Li, H.Jiang, K.Akhter, K.Sakai, L.Hermoye, S-K.Lee, M.I.Miller, P.van Zijl, S.Mori
    • Organizer
      International Society for Magnetic Resonance in Medicine
    • Place of Presentation
      Honolulu, USA
    • Year and Date
      2009-04-19
    • Related Report
      2009 Annual Research Report
  • [Presentation] White Matter and Cortical Abnormalities in Williams Syndrome Detected by Diffusion Tensor Imaging2009

    • Author(s)
      A.V.Faria, B.Landau, K.O' Hearn, J.Zhang, K.Oishi, X.Li, H.Jiang, K.Akhter, K.Sakai, P.van Zijl, S.Mori, M.I.Miller
    • Organizer
      International Society for Magnetic Resonance in Medicine
    • Place of Presentation
      Honolulu, USA
    • Year and Date
      2009-04-19
    • Related Report
      2009 Annual Research Report
  • [Patent(Industrial Property Rights)] 体内部温度測定装置及び方法、生体内部温度測定装置のためのコンピュータプログラム並びにMRI装置2010

    • Inventor(s)
      酒井晃二、山田惠
    • Industrial Property Rights Holder
      京都大学、京都府立医科大学
    • Industrial Property Number
      2010-082165
    • Filing Date
      2010-03-31
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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