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Clinical application of physical activity time series: toward detection of early warning of depression

Research Project

Project/Area Number 23240094
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Applied health science
Research InstitutionThe University of Tokyo

Principal Investigator

YAMAMOTO Yoshiharu  東京大学, 教育学研究科(研究院), 教授 (60251427)

Co-Investigator(Kenkyū-buntansha) 佐々木 司  東京大学, 大学院教育学研究科, 教授 (50235256)
TAKUMI Toru  理化学研究所, 脳科学総合研究センター, シニアチームリーダー (00222092)
YOSHIUCHI Kazuhiro  東京大学, 医学部付属病院, 准教授 (70313153)
KITAJIMA Tsuyoshi  藤田保健衛生大学, 医学部, 准教授 (40360234)
Co-Investigator(Renkei-kenkyūsha) OSIMA Norihito  東京大学, 学生相談ネットワーク本部, 講師 (70401106)
NAKAMURA Toru  東京大学, 大学院教育学研究科, 特任助教 (80419473)
Project Period (FY) 2011-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥48,750,000 (Direct Cost: ¥37,500,000、Indirect Cost: ¥11,250,000)
Fiscal Year 2013: ¥15,080,000 (Direct Cost: ¥11,600,000、Indirect Cost: ¥3,480,000)
Fiscal Year 2012: ¥15,080,000 (Direct Cost: ¥11,600,000、Indirect Cost: ¥3,480,000)
Fiscal Year 2011: ¥18,590,000 (Direct Cost: ¥14,300,000、Indirect Cost: ¥4,290,000)
Keywords気分障害 / 行動リズム / 身体活動時系列 / 行動異常 / 心身の健康
Research Abstract

In this study, we aimed at establishing a personalized early-warning-detection-system (sign-based Ecological Momentary Assessment) for mood disorders. We measured locomotor activity around clinical bifurcation points (e.g. relapse, exacerbation, and remission) and treatment, and then developed a behavioral biomarker for the diseases, characterizing motor abnormalities, specifically, alterations in behavioral organization and/or an increased intermittency of locomotor activity. In addition, we examined the underlying theoretical background of the behavioral organization by the mathematical modeling. Through these clinical and mathematical validations of our behavioral biomarker, we could obtain a firm basis for realization of early warning detection of the mood disorders, triggered by alteration in locomotor activity.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (42 results)

All 2014 2013 2012 2011 Other

All Journal Article (13 results) (of which Peer Reviewed: 7 results) Presentation (27 results) (of which Invited: 5 results) Book (2 results)

  • [Journal Article] Co-variation of depressive mood and locomotor dynamics evaluated by ecological momentary assessment in healthy humans2013

    • Author(s)
      J. Kim, T. Nakamura, H. Kikuchi, T. Sasaki, Y. Yamamoto
    • Journal Title

      PLoS ONE

      Volume: 8(9) Issue: 9 Pages: e74979-e74979

    • DOI

      10.1371/journal.pone.0074979

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Behavioral Organization in Spontaneous Physical Activity and Its Alterations in Psychiatric Disorders2013

    • Author(s)
      中村亨、山本義春
    • Journal Title

      The Brain & Neural Networks

      Volume: 20 Issue: 3 Pages: 123-134

    • DOI

      10.3902/jnns.20.123

    • NAID

      10031195268

    • ISSN
      1340-766X, 1883-0455
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Journal Article] 潜在する双極性障害を見つけるために―行動解析の観点から―2013

    • Author(s)
      中村亨、武井邦夫、種市摂子、金鎭赫、佐々木司、山本義春
    • Journal Title

      精神科

      Volume: 22(6) Pages: 599-604

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Journal Article] Intermittent locomotor dynamics and its transitions in bipolar disorder2013

    • Author(s)
      T. Nakamura, K. Takei, S. Taneichi, J. Kim, T. Sasaki, Y. Yamamoto
    • Journal Title

      Proceedings of ICNF 2013

      Volume: - Pages: 1-4

    • DOI

      10.1109/icnf.2013.6578924

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Journal Article] Characterization and modeling of intermittent locomotor dynamics in clock gene-deficient mice2013

    • Author(s)
      T. Nakamura, T. Takumi, A. Takano, F. Hatanaka, Y. Yamamoto
    • Journal Title

      PLoS ONE

      Volume: 8(3) Issue: 3 Pages: e58884-e58884

    • DOI

      10.1371/journal.pone.0058884

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Enhanced persistency of resting and active periods of locomotor activity in schizophrenia2012

    • Author(s)
      W. Sano, T. Nakamura, K. Yoshiuchi, T. Kitajima, A. Tsuchiya, Y. Esaki, Y. Yamamoto, N. Iwata
    • Journal Title

      PLoS ONE

      Volume: 7(8) Issue: 8 Pages: e43539-e43539

    • DOI

      10.1371/journal.pone.0043539

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Behavioral organization of locomotor activity and its modeling2012

    • Author(s)
      T. Nakamura, Y. Yamamoto
    • Journal Title

      Proceedings of SCIS&ISIS2012

      Pages: 1013-1016

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Characterization of intermittent locomotor dynamics in circadian clock gene mutant mice2012

    • Author(s)
      T. Nakamura, T. Takumi, A. Takano, Y. Yamamoto
    • Journal Title

      Proceedings of BSI'

      Volume: 12 Pages: 9-12

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Behavioral organization of locomotor activity and its modeling2012

    • Author(s)
      Toru Nakamura, Yoshiharu Yamamoto
    • Journal Title

      Proceedings of SCIS&ISIS2012

      Volume: SCIS&ISIS2012 Pages: 1013-1016

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Characterization of intermittent locomotor dynamics in circadian clock gene mutant mice2012

    • Author(s)
      Toru Nakamura, Toru Takumi, Atsuko Takano, Yoshiharu Yamamoto
    • Journal Title

      Proceedings of BSI'12

      Volume: BSI2012 Pages: 9-12

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 数理科学モデルから精神行動異常を解く2011

    • Author(s)
      中村亨、菊地裕絵、吉内一浩、山本義春
    • Journal Title

      精神科

      Volume: 第18巻, 第5号 Pages: 554-559

    • Related Report
      2013 Final Research Report
  • [Journal Article] 生体のマルチスケールゆらぎ~心拍変動と身体活動時系列の長期相関と病態~2011

    • Author(s)
      山本義春
    • Journal Title

      診断と新薬

      Volume: 第48巻 Pages: 261-263

    • Related Report
      2013 Final Research Report 2011 Annual Research Report
  • [Journal Article] 数理科学モデルから精神行動異常を解く2011

    • Author(s)
      中村亨, 菊地裕絵, 吉内一浩, 山本義春
    • Journal Title

      精神科

      Volume: 18(5) Pages: 554-559

    • Related Report
      2011 Annual Research Report
  • [Presentation] 自発的身体活動に基づく双極性障害の病相変化の客観的評価とその予測2014

    • Author(s)
      中村亨
    • Organizer
      第6回日本不安障害学会学術大会
    • Place of Presentation
      東京
    • Year and Date
      2014-02-01
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] 大うつ病性障害患者における不安・抑うつ気分と身体活動度の実時間モニタリングとその関係2014

    • Author(s)
      金鎭赫
    • Organizer
      第6回日本不安障害学会学術大会
    • Place of Presentation
      東京
    • Year and Date
      2014-02-01
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] EMAによる自覚症状、睡眠、身体活動量の関係に関する探索的研究2014

    • Author(s)
      張娜
    • Organizer
      第6回日本不安障害学会学術大会
    • Place of Presentation
      東京
    • Year and Date
      2014-02-01
    • Related Report
      2013 Final Research Report
  • [Presentation] 精神疾患における行動制御系のゆらぎ2014

    • Author(s)
      中村亨
    • Organizer
      続日本ゆらぎ現象研究会
    • Place of Presentation
      東京
    • Year and Date
      2014-01-12
    • Related Report
      2013 Final Research Report
  • [Presentation] Intermittent Locomotor Dynamics and Its Transitions in Bipolar Disorder2013

    • Author(s)
      T. Nakamura
    • Organizer
      The 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Osaka
    • Year and Date
      2013-07-07
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Intermittent locomotor dynamics and its transitions in bipolar disorder2013

    • Author(s)
      T. Nakamura
    • Organizer
      The 22nd Int. Conf. on Noise and Fluctuations
    • Place of Presentation
      Montpellier, France
    • Year and Date
      2013-06-25
    • Related Report
      2013 Final Research Report
  • [Presentation] Intermittent locomotor dynamics and its transitions in bipolar disorder2013

    • Author(s)
      T. Nakamura
    • Organizer
      22nd Int. Conf. on Noise and Fluctuations
    • Place of Presentation
      Montpellier, France
    • Related Report
      2013 Annual Research Report
  • [Presentation] Behavioral organization of locomotor activity and its modeling2012

    • Author(s)
      T. Nakamura
    • Organizer
      The 6th International Conference on Soft Computing and Intelligent Systems & The 13th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kobe
    • Year and Date
      2012-11-22
    • Related Report
      2013 Final Research Report
  • [Presentation] 身体活動時系列による精神疾患の客観的診断技術の開発2012

    • Author(s)
      中村亨
    • Organizer
      第55回自動制御連合講演会
    • Place of Presentation
      京都
    • Year and Date
      2012-11-18
    • Related Report
      2013 Final Research Report
  • [Presentation] Continuous and quantitative evaluation of locomotor dynamics in bipolar disorder2012

    • Author(s)
      中村亨
    • Organizer
      第14回八ヶ岳シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2012-11-03
    • Related Report
      2013 Final Research Report
  • [Presentation] Of mice and men - Universality in behavioral organization2012

    • Author(s)
      Y. Yamamoto
    • Organizer
      The 16th Congress of International Society for Biomedical Research on Alcoholism
    • Place of Presentation
      Sapporo
    • Year and Date
      2012-09-09
    • Related Report
      2013 Final Research Report
  • [Presentation] Characterization of intermittent locomotor dynamics in circadian clock gene mutant mice2012

    • Author(s)
      T. Nakamura
    • Organizer
      The 7th International Workshop on Biosignal Interpretation
    • Place of Presentation
      Como, Italy
    • Year and Date
      2012-07-03
    • Related Report
      2013 Final Research Report
  • [Presentation] 身体活動における行動組織化とその数理モデル2012

    • Author(s)
      中村亨
    • Organizer
      第56回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都
    • Year and Date
      2012-05-21
    • Related Report
      2013 Final Research Report 2012 Annual Research Report
  • [Presentation] 身体活動時系列にみる行動組織化とその生成機序-精神行動異常の統一的理解に向けて2011

    • Author(s)
      中村亨
    • Organizer
      第26回生体・生理工学シンポジウム
    • Place of Presentation
      滋賀
    • Year and Date
      2011-09-20
    • Related Report
      2013 Final Research Report
  • [Presentation] 身体活動時系列にみる行動組織化とその生成機序-精神行動異常の統一的理解に向けて2011

    • Author(s)
      中村亨
    • Organizer
      第26回 生体・生理工学シンポジウム
    • Place of Presentation
      立命館大学(滋賀県)
    • Year and Date
      2011-09-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] Depressed Human Dynamics : Behavioral Organization of Locomotor Activity and its Modeling2011

    • Author(s)
      T. Nakamura
    • Organizer
      The 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Boston, USA
    • Year and Date
      2011-08-30
    • Related Report
      2013 Final Research Report
  • [Presentation] Depressed Human Dynamics : Behavioral Organization of Locomotor Activity and its Modeling2011

    • Author(s)
      中村亨
    • Organizer
      33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Boston, USA(招待講演)
    • Year and Date
      2011-08-30
    • Related Report
      2011 Annual Research Report
  • [Presentation] Noise and fluctuations in human physiology : anomalous statistics in health and diseases2011

    • Author(s)
      Y. Yamamoto
    • Organizer
      The 21st International Conference on Noise and Fluctuations
    • Place of Presentation
      Toronto, Canada
    • Year and Date
      2011-06-13
    • Related Report
      2013 Final Research Report
  • [Presentation] Noise and fluctuations in human physiology : anomalous statistics in health and diseases2011

    • Author(s)
      山本義春
    • Organizer
      The 21st International Conference on Noise and Fluctuations
    • Place of Presentation
      Toronto, Canada(招待講演)
    • Year and Date
      2011-06-13
    • Related Report
      2011 Annual Research Report
  • [Presentation] 身体活動時系列にみる行動組織化とその生成機序2011

    • Author(s)
      中村亨
    • Organizer
      第50回生体医工学会大会
    • Place of Presentation
      東京
    • Year and Date
      2011-04-30
    • Related Report
      2013 Final Research Report
  • [Presentation] 身体活動時系列にみる行動組織化とその生成機序2011

    • Author(s)
      中村亨
    • Organizer
      第50回 生体医工学会大会
    • Place of Presentation
      東京電機大学(東京都)
    • Year and Date
      2011-04-30
    • Related Report
      2011 Annual Research Report
  • [Presentation] Behavioral organization of locomotor activity and its modeling

    • Author(s)
      Toru Nakamura
    • Organizer
      The 6th International Conference on Soft Computing and Intelligent Systems & The 13th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kobe, Japan
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] 身体活動時系列による精神疾患の客観的診断技術の開発

    • Author(s)
      中村亨
    • Organizer
      第55回 自動制御連合講演会
    • Place of Presentation
      京都
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Continuous and quantitative evaluation of locomotor dynamics in bipolar disorder

    • Author(s)
      中村亨
    • Organizer
      第14回 八ヶ岳シンポジウム
    • Place of Presentation
      東京
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] 身体活動時系列による双極性障害フェーズ変化の予測可能性

    • Author(s)
      中村亨
    • Organizer
      うつ病治療を考える会
    • Place of Presentation
      東京
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Of mice and men - Universality in behavioral organization

    • Author(s)
      Yoshiharu Yamamoto
    • Organizer
      The 16th Congress of International Society for Biomedical Research on Alcoholism
    • Place of Presentation
      Sapporo, Japan
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Characterization of intermittent locomotor dynamics in circadian clock gene mutant mice

    • Author(s)
      Toru Nakamura
    • Organizer
      The 7th International Workshop on Biosignal Interpretation
    • Place of Presentation
      Como, Italy
    • Related Report
      2012 Annual Research Report
  • [Book] 不安障害と双極性障害 : 身体活動時系列に基づく双極性障害の病相転移予測2013

    • Author(s)
      中村亨,武井邦夫,種市摂子,金鎭赫,佐々木司,山本義春
    • Publisher
      日本評論社
    • Related Report
      2013 Final Research Report
  • [Book] 不安障害と双極性障害2013

    • Author(s)
      中村亨,武井邦夫,種市摂子,金鎭赫,佐々木司,山本義春
    • Publisher
      日本評論社
    • Related Report
      2013 Annual Research Report

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Published: 2011-04-06   Modified: 2019-07-29  

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