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A study of biological plasticity behind brain-machine interface learning

Research Project

Project/Area Number 19H03983
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 59010:Rehabilitation science-related
Research InstitutionKeio University

Principal Investigator

USHIBA JUNICHI  慶應義塾大学, 理工学部(矢上), 教授 (00383985)

Co-Investigator(Kenkyū-buntansha) 近藤 崇弘  慶應義塾大学, 医学部(信濃町), 助教 (70759886)
Project Period (FY) 2019-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥17,420,000 (Direct Cost: ¥13,400,000、Indirect Cost: ¥4,020,000)
Fiscal Year 2021: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2020: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2019: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Keywordsブレイン・マシン・インターフェース / 運動学習 / 可塑性 / カルシウムイメージング / 運動皮質 / 硬膜電極 / リハビリテーション / コモン・マーモセット / 線条体 / レバー引き課題 / 脳情報デコーディング
Outline of Research at the Start

脳卒中片麻痺における手指運動機能の回復を誘導する「ブレイン・マシン・インターフェース・リハビリテーション(BMI リハ)」について、脳内で生じる生物学的可塑性の仕組みを、モデル動物を対象とした生理学研究によって明らかにする。

Outline of Final Research Achievements

We established a wireless measurement system that can chronically record cortical electroencephalograms of the primary motor and somatosensory cortices of the marmoset using epidural electrodes, and produced two individuals to ensure its reproducibility. In addition to the cortical electrodes, we established and improved a system to record neuronal activity in layer 5 of the primary motor cortex and the lateral striatum using a calcium imaging method, and realized the visualization of tens of neurons with a high signal-to-noise ratio. For verification, neuronal calcium imaging was performed by applying a weak constant current from a supratentorial electrode, and fluctuations in neuronal activity were observed with the application of the current and changes in polarity. After changing the system to rats, we were able to confirm that there are morphological changes in neurons after training following spinal cord injury.

Academic Significance and Societal Importance of the Research Achievements

現象論が先行してきたBMIリハの背後にある生物学的可塑性メカニズムを明らかにするための科学技術的方法論を開拓することが一定程度でき、世界的に実用化が進むBMIリハに対して、医学・生理学グレードの解釈と科学的根拠を与えるための分野開拓が進められた点に意義があると考えている。

Report

(4 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • Research Products

    (9 results)

All 2022 2021 2019

All Journal Article (5 results) (of which Peer Reviewed: 5 results,  Open Access: 5 results) Presentation (4 results) (of which Int'l Joint Research: 3 results)

  • [Journal Article] Modulation by DREADD reveals the therapeutic effect of human iPSC-derived neuronal activity on functional recovery after spinal cord injury2022

    • Author(s)
      Kitagawa Takahiro、Nagoshi Narihito、Kamata Yasuhiro、Kawai Momotaro、Ago Kentaro、Kajikawa Keita、Shibata Reo、Sato Yuta、Imaizumi Kent、Shindo Tomoko、Shinozaki Munehisa、Kohyama Jun、Shibata Shinsuke、Matsumoto Morio、Nakamura Masaya、Okano Hideyuki
    • Journal Title

      Stem Cell Reports

      Volume: 17 Issue: 1 Pages: 127-142

    • DOI

      10.1016/j.stemcr.2021.12.005

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Markerless analysis of hindlimb kinematics in spinal cord-injured mice through deep learning2022

    • Author(s)
      Sato Yuta、Kondo Takahiro、Shinozaki Munehisa、Shibata Reo、Nagoshi Narihito、Ushiba Junichi、Nakamura Masaya、Okano Hideyuki
    • Journal Title

      Neuroscience Research

      Volume: 176 Pages: 49-56

    • DOI

      10.1016/j.neures.2021.09.001

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Functional reorganization of locomotor kinematic synergies reflects the neuropathology in a mouse model of spinal cord injury2022

    • Author(s)
      Sato Yuta、Kondo Takahiro、Shibata Reo、Nakamura Masaya、Okano Hideyuki、Ushiba Junichi
    • Journal Title

      Neuroscience Research

      Volume: 177 Pages: 78-84

    • DOI

      10.1016/j.neures.2021.12.002

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Preserved intersegmental coordination during locomotion after cervical spinal cord injury in common marmosets2022

    • Author(s)
      Sato Yuta、Kondo Takahiro、Uchida Akito、Sato Kenta、Yoshino-Saito Kimika、Nakamura Masaya、Okano Hideyuki、Ushiba Junichi
    • Journal Title

      Behavioural Brain Research

      Volume: 425 Pages: 113816-113816

    • DOI

      10.1016/j.bbr.2022.113816

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Long-term selective stimulation of transplanted neural stem/progenitor cells for spinal cord injury improves locomotor function2021

    • Author(s)
      Kawai Momotaro、Imaizumi Kent、Ishikawa Mitsuru、Shibata Shinsuke、Shinozaki Munehisa、Shibata Takahiro、Hashimoto Shogo、Kitagawa Takahiro、Ago Kentaro、Kajikawa Keita、Shibata Reo、Kamata Yasuhiro、Ushiba Junichi、Koga Keisuke、Furue Hidemasa、Matsumoto Morio、Nakamura Masaya、Nagoshi Narihito、Okano Hideyuki
    • Journal Title

      Cell Reports

      Volume: 37 Issue: 8 Pages: 110019-110019

    • DOI

      10.1016/j.celrep.2021.110019

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] Markerless analysis of hindlimb kinematics in spinal cord injured mice: a deep learning approach2021

    • Author(s)
      Yuta Sato, Takahiro Kondo, Munehisa Shinozaki, Reo Shibata, Narihito Nagoshi, Junichi Ushiba, Masaya Nakamura, Hideyuki Okano
    • Organizer
      The 44th Annual Meeting of the Japan Neuroscience Society
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait assessment in spinal cord injured mice by kinematic synergy2021

    • Author(s)
      Yuta Sato, Takahiro Kondo, , Hideyuki Okano, Junichi Ushiba
    • Organizer
      Neuroscience 2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 深層学習を用いた脊髄損傷マウスのマーカーレス歩行解析システムの開発2021

    • Author(s)
      佐藤裕太,近藤崇弘,篠崎宗久,柴田玲生,名越慈人,中村雅也,牛場潤一,岡野栄之
    • Organizer
      第20回 日本再生医療学会総会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Miniture microscopes for large-scale imaging of neuronal activity in naturally behaving marmosets2019

    • Author(s)
      Takahiro Kondo, Yuta Sato, Tetsuo Yamamori, Akiya Watakabe, Mark J. Schnitzer, Junichi Ushiba , Hideyuki Okano
    • Organizer
      Marmoset bioscience symposium
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research

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Published: 2019-04-18   Modified: 2023-01-30  

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