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Signal processing and interpretation of physical activity time series

Research Project

Project/Area Number 15300210
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Physical education
Research InstitutionThe University of Tokyo

Principal Investigator

YAMAMOTO Yoshiharu  The University of Tokyo, Graduate School of Education, Professor, 大学院教育学研究科, 教授 (60251427)

Co-Investigator(Kenkyū-buntansha) KUMANO Hiroaki  The University of Tokyo, Hospital, Associate Professor, 医学部附属病院, 助教授 (90280875)
久保木 冨房  東京大学, 医学部附属病院, 教授 (40111512)
Project Period (FY) 2003 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥11,700,000 (Direct Cost: ¥11,700,000)
Fiscal Year 2005: ¥3,700,000 (Direct Cost: ¥3,700,000)
Fiscal Year 2004: ¥3,500,000 (Direct Cost: ¥3,500,000)
Fiscal Year 2003: ¥4,500,000 (Direct Cost: ¥4,500,000)
Keywordsphysical activity pattern / psychiatric and psychosomatic disorders / time series analysis
Research Abstract

The aim of this project was to evaluate the relationship between ecologically measured psychological symptoms and physical activity data in patients with psychiatric and psychosomatic disorders and healthy adolescents, and to develop methods to extract the altered physical activity patterns related to the symptom worsening.
(1)Research on patients with chronic fatigue syndrome (CFS)
We developed a new method based on the wavelet transform to characterize the physical activity time series, which can evaluate the temporal correlation at the interruption of activities by the negative modulus maxima of the transform. We found that up to 35 min the local correlation property was significantly smaller in CFS patients than in controls, suggesting that CFS patients have more abrupt interruptions of physical activity.
(2)Research on junior high school students
We found that subjective moods and fatigue in these subjects had significant correlations with statistical indices calculated from 30 min ac … More tivity data before each measurement. In a multiple regression model incorporating statistics of activity data to estimate subjective fatigue, the mean and detrended skewness and their interaction term were highly significant as fatigue estimators. The detrended skewness which is related to abrupt drop or interruption of activities showed the highest significance.
(3)Research on patients with major depression
We found that durations of resting periods having continuously smaller counts than the overall recorded average of activity obey a power-law cumulative distribution over more than two decades (from 2 min to 200 min) in both control subjects and major depression patients. The power-law exponent of major depression patients was significantly smaller than that of healthy individuals, implying more frequent episodes of longer resting periods in the patients.
These results (1)-(3) suggest that psychiatric and psychosomatic symptoms can be quantified and predicted by the statistical parameters at the interruption of physical activity. Less

Report

(4 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • 2003 Annual Research Report
  • Research Products

    (28 results)

All 2007 2006 2005 2004 2003 Other

All Journal Article (24 results) Publications (4 results)

  • [Journal Article] Mobile Nurse platform for ubiquitous medicine.2007

    • Author(s)
      Struzik, Z.R., K.Yoshiuchi, M.Sone, T.Ishikawa, H.Kikuchi, H.Kumano, T.Watsuji, B.H.Natelson, Y.Yamamoto
    • Journal Title

      Methods of Information in Medicine 46

      Pages: 130-134

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Mobile Nurse platform for ubiquitous medicine2007

    • Author(s)
      Struzik, Z.R., K.Yoshiuchi, M.Sone, T.Ishikawa, H.Kikuchi, H.Kumano, T.Watsuji, B.H.Natelson, Y.Yamamoto
    • Journal Title

      Methods of Information in Medicine 46

      Pages: 130-134

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Sleep quality in adolescents evaluated by ecological momentary assessment and its influence on psychological and physical symptoms.2006

    • Author(s)
      Aoyagi, N., T.Nakamura, K.Kiyono, Z.R.Struzik, Y.Yamamoto
    • Journal Title

      Psychosomatic Medicine 68

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Sleep quality in adolescents evaluated by ecological momentary assessment and its influence on psychological and physical symptoms2006

    • Author(s)
      Aoyagi, N., T.Nakamura, K.Kiyono, Z.R.Struzik, Y.Yamamoto
    • Journal Title

      Psychosomatic Medicine 68

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Symptom profile of multiple chemical sensitivity in actual life.2005

    • Author(s)
      Saito, M., H.Kumano, K.Yoshiuchi, N.Kokubo, K.Ohashi, Y.Yamamoto, N.Shinohara, Y.Yanagisawa, K, Sakabe, M.Miyata, S.Ishikawa, T.Kuboki
    • Journal Title

      Psychosomatic Medicine 67

      Pages: 318-325

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 慢性疲労の身体活動パターンを探る.2005

    • Author(s)
      大橋恭子, 山本義春
    • Journal Title

      労働の科学 60

      Pages: 740-743

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Symptom profile of multiple chemical sensitivity in actual life2005

    • Author(s)
      Saito, M., H.Kumano, K.Yoshiuchi, N.Kokubo, K.Ohashi, Y.Yamamoto, N.Shinohara, Y.Yanagisawa, K.Sakabe, M.Miyata, S.Ishikawa, T.Kuboki
    • Journal Title

      Psychosomatic Medicine 67

      Pages: 318-325

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Physical activity pattern of chronic fatigue2005

    • Author(s)
      Ohashi, K, Y, Yamamoto
    • Journal Title

      Digest of Science of Labour 60

      Pages: 740-743

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] "Mobile Nurse" platform for ubiquitous medicine.2005

    • Author(s)
      Struzik, Z.R.(University of Tokyo), K.Yoshiuchi, M.Sone, T.Ishikawa, H.Kikuchi, H.Kumano, T.Watsuji, B.H.Natelson, Y.Yamamoto.
    • Journal Title

      Proceedings of the IFMBE/IMIA 5th International Workshop on Biosignal Interpretation

      Pages: 49-52

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 慢性疲労の身体活動パターンを探る2005

    • Author(s)
      大橋恭子, 山本義春
    • Journal Title

      労働の科学 60

      Pages: 740-743

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Symptom profile of multiple chemical sensitivity in actual life.2005

    • Author(s)
      Saito, M., H.Kumano, K.Yoshiuchi, N.Kokubo, K.Ohashi, Y.Yamamoto, N.Shinohara, Y.Yanagisawa, K.Sakabe, M.Miyata, S.Ishikawa, T.Kuboki
    • Journal Title

      Psychosomatic Medicine (in press)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Decreased fractal correlation in diurnal physical activity in chronic fatigue syndrome.2004

    • Author(s)
      Ohashi, K., G.Bleijenberg, S.Van der Warf, J.Prins, L.A.N.Amaral, B.H.Natelson, Y.Yamamoto
    • Journal Title

      Methods of Information in Medicine 43

      Pages: 26-29

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Use of time frequency analysis to investigate temporal patterns of cardiac autonomic response during head-up tilt in chronic fatigue syndrome.2004

    • Author(s)
      Yoshiuchi, K., K.S.Quigley, K.Ohashi, Y.Yamamoto, B.H.Natelson
    • Journal Title

      Autonomic Neuroscience 113

      Pages: 55-62

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary 2004 Annual Research Report
  • [Journal Article] Power-law temporal auto-correlations in day-long records of human physical activity and their alterations with disease.2004

    • Author(s)
      Amaral, L.A.N., D.J.B.Soares, L.R.daSilva, L.S.Lucena, M.Saito, H.Kumano, N.Aoyagi, Y.Yamamoto
    • Journal Title

      Europhysics Letters 68

      Pages: 448-454

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Decreased fractal correlation in diural physical activity in chronic fatigue syndrome2004

    • Author(s)
      Ohashi, K., G.Bleijenberg, S.Van der Warf, J.Prins, L.A.N.Amaral, B.H.Natelson, Y.Yamamoto
    • Journal Title

      Methods of Information in Medicine 43

      Pages: 26-29

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Use of time frequency analysis to investigate temporal patterns of cardiac autonomic response during head-up tilt in chronic fatigue syndrome2004

    • Author(s)
      Yoshiuchi, K., K.S.Quigley, K.Ohashi, Y.Yamamoto, B.H.Natelson
    • Journal Title

      Autonomic Neuroscience 113

      Pages: 55-62

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Power-law temporal auto-correlations in day-long records of human physical activity and their alterations with disease2004

    • Author(s)
      Amaral, L.A.N., D.J.B.Soares, L.R.daSilva, L.S.Lucena, M.Saito, H.Kumano, N.Aoyagi, Y.Yamamoto
    • Journal Title

      Europhysics Letters 68

      Pages: 448-454

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Power-law temporal auto-correlations in day-long records of human physical activity and their alterations with disease.2004

    • Author(s)
      Amaral, L.A.N., D.J.B.Soares, L.R.daSilva, L.S.Lucena, M.Saito, H.Kumano, N.Aoyagi, Y.Yamamoto
    • Journal Title

      Europhysics Letters 63

      Pages: 448-454

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 身体活動長期時系列の解析と精神障害・心身症2003

    • Author(s)
      大橋恭子, 山本義春
    • Journal Title

      (社)計測自動制御学会生体・生理工学シンポジウム論文集 18

      Pages: 265-268

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Behavioral power-law exponents in the usage of electric appliances correlate mood states in the elderly.2003

    • Author(s)
      Yoshiuchi, K, Yamamoto Y, Niwamoto H, Watsuji T, Kumano H, Kuboki T
    • Journal Title

      International Journal of Sport and Health Sciences 1(1)

      Pages: 41-47

    • NAID

      130000069447

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Asymmetrical singularities in real-world signals.2003

    • Author(s)
      Ohashi, K., L.A.N.Amaral, B.H.Natelson, Y.Yamamoto
    • Journal Title

      Physical Review E 68

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Physical activity pattern in psychiatric disorders2003

    • Author(s)
      Ohashi, K., Y.Yamamoto
    • Journal Title

      Proceedings of the 18^<th> Symposium on Biological and Physiological Engineering

      Pages: 265-268

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Behavioral power-law exponents in the usage of electric appliances correlate mood states in the elderly2003

    • Author(s)
      Yoshiuchi K, Yamamoto Y, Niwamoto H, Watsuji T, Kumano H, Kuboki T.
    • Journal Title

      International Journal of Sport and Health Sciences 1(1)

      Pages: 41-47

    • NAID

      130000069447

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Asymmetrical singularities in real-world signals2003

    • Author(s)
      Ohashi, K., L.A.N.Amaral, B.H.Natelson, Y.Yamamoto
    • Journal Title

      Physical Review E 68

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Publications] Ohashi, K., G.Bleijenberg, S.Van der Warf, J.Prins, L.A.N.Amaral, B.H.Natelson, Y.Yamamoto: "Decreased fractal correlation in diural physical activity in chronic fatigue syndrome."Methods of Information in Medicine. 43. 26-29 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] Ohashi, K., L.A.N.Amaral, B.H.Natelson, Y.Yamamoto: "Asymmetrical singularities in real-world signals."Physical Review E. 68. 065204(R)1-065204(R)4 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 大橋恭子, 山本義春: "身体活動長期時系列の解析と精神障害・心身症"(社)計測自動制御学会生体・生理工学シンポジウム論文集. 18. 265-268 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Yoshiuchi K, Yamamoto Y, Niwamoto H, Watsuji T, Kumano H, Kuboki T: "Behavioral power-law exponents in the usage of electric appliances correlate mood states in the elderly."International Journal of Sport and Health Sciences. 1(1). 41-47 (2003)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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