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Development of a quantification method of frailty in elderly people based on physical activity and heart rate variability measured in daily life

Research Project

Project/Area Number 15H03095
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Applied health science
Research InstitutionOsaka University (2017)
The University of Tokyo (2015-2016)

Principal Investigator

Nakamura Toru  大阪大学, 基礎工学研究科, 特任教授(常勤) (80419473)

Co-Investigator(Kenkyū-buntansha) 山本 義春  東京大学, 大学院教育学研究科(教育学部), 教授 (60251427)
早野 順一郎  名古屋市立大学, 大学院医学研究科, 教授 (90173054)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥15,990,000 (Direct Cost: ¥12,300,000、Indirect Cost: ¥3,690,000)
Fiscal Year 2017: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2016: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥7,670,000 (Direct Cost: ¥5,900,000、Indirect Cost: ¥1,770,000)
Keywords加齢・老化 / フレイル / 動的恒常性 / 身体活動 / フレイルティ / ホルター心電図
Outline of Final Research Achievements

We aimed at developing a new quantification method of frailty using a large-scale database (about 100,000) of heart rate variability and body acceleration data measured by 24-hour Holter electrocardiogram in daily life. We demonstrated the dependency of total amount of physical activity on age, gender, region, and seasonality. We then proposed the index, “physical activity age", derived from the factors influencing total amount of physical activity, and further examined the relationship with frailty. We also obtained sleep epidemiological knowledge by developing the sleep-wake discrimination algorithm. Further, the classification of daily living behaviors by using deep learning approaches was conducted. These could be useful for evaluating frailty in elder people.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (12 results)

All 2018 2017 2016

All Journal Article (2 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 2 results,  Open Access: 1 results) Presentation (9 results) (of which Int'l Joint Research: 1 results,  Invited: 4 results) Funded Workshop (1 results)

  • [Journal Article] 勤労者の日常生活下における行動,心理,生理,環境情報の統合連続モニタリングと大規模データベースの利活用2017

    • Author(s)
      志村広子,中村亨,金鎭赫,菊地裕絵,吉内一浩,山本義春
    • Journal Title

      ヒューマンインタフェース学会論文誌

      Volume: 19 Pages: 23-34

    • NAID

      130007528555

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dynamical state transitions into addictive behaviour and their early-warning signals2017

    • Author(s)
      Foo Jerome Clifford、Noori Hamid Reza、Yamaguchi Ikuhiro、Vengeliene Valentina、Cosa-Linan Alejandro、Nakamura Toru、Morita Kenji、Spanagel Rainer、Yamamoto Yoshiharu
    • Journal Title

      Proceedings of the Royal Society B: Biological Sciences

      Volume: 284 Issue: 1860 Pages: 20170882-20170882

    • DOI

      10.1098/rspb.2017.0882

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] 大規模身体加速度データベースの利活用による行動インフォマティクス2018

    • Author(s)
      中村亨
    • Organizer
      第57回日本生体医工学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 学習による身体加速度時系列データからの睡眠覚醒推定技術の開発2018

    • Author(s)
      李俐
    • Organizer
      第57回日本生体医工学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 観測データに基づく信号生成システムの分岐構造の推定技術の開発2018

    • Author(s)
      大東寛典
    • Organizer
      第57回日本生体医工学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 強縦断・強横断身体活動データの健康・医療分野での利活用2017

    • Author(s)
      中村亨
    • Organizer
      第56回日本生体医工学会大会
    • Place of Presentation
      宮城県・仙台市
    • Year and Date
      2017-05-03
    • Related Report
      2016 Annual Research Report
  • [Presentation] Stochastic Quantifiers of Behavioral Dynamics in Psychiatric2017

    • Author(s)
      Toru Nakamura
    • Organizer
      Conf Proc IEEE Eng Med Biol Soc 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] IoTの時代の健康医療~行動インフォマティクスの創出に向けて~2017

    • Author(s)
      中村亨
    • Organizer
      バイオメクフォーラム21 研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 疾患動態の解明に向けた健康リスク検知2017

    • Author(s)
      中村亨
    • Organizer
      ジョイント2017
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 身体加速度データの新たな価値創造による行動インフォマティクスの確立2017

    • Author(s)
      中村亨
    • Organizer
      ライフエンジニアリング部門シンポジウム2017
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 日常生活下における行動、心理、生理、環境情報の統合モニタリングと大規模データベースの利活用2017

    • Author(s)
      中村亨
    • Organizer
      ライフエンジニアリング部門シンポジウム2017
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Funded Workshop] 8th International Workshop on Biosignal Interpretation2016

    • Place of Presentation
      大阪国際交流センター(大阪府)
    • Year and Date
      2016-11-01
    • Related Report
      2016 Annual Research Report

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Published: 2015-04-16   Modified: 2019-03-29  

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