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2021 年度 実績報告書

Brain-controlled neuroprosthetic for restoration of upper-limb function

研究課題

研究課題/領域番号 19K23606
研究機関大阪大学

研究代表者

MILOSEVIC MATIJA  大阪大学, 基礎工学研究科, 助教 (50840188)

研究期間 (年度) 2019-08-30 – 2022-03-31
キーワードbrain-computer interface / neuroprosthetics / upper-limb / rehabilitation / neuroplasticity / neuromodulation
研究実績の概要

The objectives of this research project were to: (1) develop a BCI system that can detect hand movements using non-invasive cortical (brain) signal recordings from human participants during motor imagery; (2) evaluate a neuroprosthetic technology that can activate upper-limb muscles through FES; and (3) test the feasibility of using BCI-controlled FES neuroprosthetic to examine how it can contribute to restoration of upper-limb motor function through central nervous system neuromodulation. Based on these objectives, we developed and tested a BCI-controlled FES system and demonstrated the underlying mechanisms for recovery of upper-limb motor function that can be elicited via Hebbian-type neuroplasticity. Specifically, we first compared a BCI-controlled FES intervention and demonstrated that it can elicit rapid corticospinal excitability modulation of the stimulated muscles, while FES alone was ineffective. We then compared primary motor cortex (M1) BCI-controlled FES to that when premotor cortical areas were used for BCI operation. Our results demonstrated that M1-based BCI-controlled FES intervention was superior to elicit corticospinal modulation. In summary, a BCI-FES system with an accuracy of ~85% was developed and tested both offline and in real-time operation using threshold-based and machine learning approaches. Our results demonstrated that a motor imagery-based motor cortical BCI-controlled FES system, which we developed in this project, could rapidly neuromodulate central nervous system excitability.

  • 研究成果

    (16件)

すべて 2022 2021 その他

すべて 国際共同研究 (3件) 雑誌論文 (9件) (うち国際共著 8件、 査読あり 9件、 オープンアクセス 4件) 学会発表 (3件) (うち国際学会 2件) 図書 (1件)

  • [国際共同研究] University of Toronto/Toronto Rehabilitation Institute(カナダ)

    • 国名
      カナダ
    • 外国機関名
      University of Toronto/Toronto Rehabilitation Institute
  • [国際共同研究] University of Pittsburgh(米国)

    • 国名
      米国
    • 外国機関名
      University of Pittsburgh
  • [国際共同研究] Houston Methodist Research Institute(米国)

    • 国名
      米国
    • 外国機関名
      Houston Methodist Research Institute
  • [雑誌論文] Preferential activation of proprioceptive and cutaneous sensory fibers compared to motor fibers during cervical transcutaneous spinal cord stimulation: A computational study2022

    • 著者名/発表者名
      de Freitas Roberto M、Capogrosso Marco、Nomura Taishin、Milosevic Matija
    • 雑誌名

      Journal of Neural Engineering

      巻: In press ページ: ~

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Short-term facilitation effects elicited by cortical priming through theta burst stimulation and functional electrical stimulation of upper-limb muscles2022

    • 著者名/発表者名
      Cao Na、Sasaki Atsushi、Yuasa Akiko、Popovic Milos R.、Milosevic Matija、Nakazawa Kimitaka
    • 雑誌名

      Experimental Brain Research

      巻: In press ページ: ~

    • DOI

      10.1007/s00221-022-06353-3

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Corticospinal excitability and somatosensory information processing of the lower limb muscle during upper limb voluntary or electrically induced muscle contractions2022

    • 著者名/発表者名
      Kato Tatsuya、Kaneko Naotsugu、Sasaki Atsushi、Endo Nozomi、Yuasa Akiko、Milosevic Matija、Watanabe Katsumi、Nakazawa Kimitaka
    • 雑誌名

      European Journal of Neuroscience

      巻: 55 ページ: 1810~1824

    • DOI

      10.1111/ejn.15643

    • 査読あり / 国際共著
  • [雑誌論文] Evidence That Brain-Controlled Functional Electrical Stimulation Could Elicit Targeted Corticospinal Facilitation of Hand Muscles in Healthy Young Adults2022

    • 著者名/発表者名
      Suzuki Yoshiyuki、Jovanovic Lazar I.、Fadli Rizaldi A.、Yamanouchi Yuki、Marquez-Chin Cesar、Popovic Milos R.、Nomura Taishin、Milosevic Matija
    • 雑誌名

      Neuromodulation: Technology at the Neural Interface

      巻: In press ページ: ~

    • DOI

      10.1016/j.neurom.2021.12.007

    • 査読あり / 国際共著
  • [雑誌論文] Task- and Intensity-Dependent Modulation of Arm-Trunk Neural Interactions in the Corticospinal Pathway in Humans2021

    • 著者名/発表者名
      Sasaki Atsushi、Kaneko Naotsugu、Masugi Yohei、Kato Tatsuya、Milosevic Matija、Nakazawa Kimitaka
    • 雑誌名

      eNeuro

      巻: 8 ページ: ~

    • DOI

      10.1523/ENEURO.0111-21.2021

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Neurophysiological mechanisms of motor rehabilitation using functional electrical stimulation and brain-computer interface technologies2021

    • 著者名/発表者名
      Milosevic Matija、Nomura Taishin、Nakazawa Kimitaka
    • 雑誌名

      Japanese Journal of Musculoskeletal Medicine

      巻: 32(3) ページ: ~

    • 査読あり
  • [雑誌論文] Low-Intensity and Short-Duration Continuous Cervical Transcutaneous Spinal Cord Stimulation Intervention Does Not Prime the Corticospinal and Spinal Reflex Pathways in Able-Bodied Subjects2021

    • 著者名/発表者名
      Sasaki Atsushi、de Freitas Roberto M.、Sayenko Dimitry G.、Masugi Yohei、Nomura Taishin、Nakazawa Kimitaka、Milosevic Matija
    • 雑誌名

      Journal of Clinical Medicine

      巻: 10 ページ: 3633~3633

    • DOI

      10.3390/jcm10163633

    • 査読あり / 国際共著
  • [雑誌論文] Cortical Re-organization After Traumatic Brain Injury Elicited Using Functional Electrical Stimulation Therapy: A Case Report2021

    • 著者名/発表者名
      Milosevic Matija、Nakanishi Tomoya、Sasaki Atsushi、Yamaguchi Akiko、Nomura Taishin、Popovic Milos R.、Nakazawa Kimitaka
    • 雑誌名

      Frontiers in Neuroscience

      巻: 15 ページ: ~

    • DOI

      10.3389/fnins.2021.693861

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Selectivity and excitability of upper-limb muscle activation during cervical transcutaneous spinal cord stimulation in humans2021

    • 著者名/発表者名
      de Freitas Roberto M.、Sasaki Atsushi、Sayenko Dimitry G.、Masugi Yohei、Nomura Taishin、Nakazawa Kimitaka、Milosevic Matija
    • 雑誌名

      Journal of Applied Physiology

      巻: 131 ページ: 746~759

    • DOI

      10.1152/japplphysiol.00132.2021

    • 査読あり / 国際共著
  • [学会発表] Development of an anatomically realistic cervical transcutaneous spinal cord stimulation model2021

    • 著者名/発表者名
      de Freitas Roberto M、Nomura Taishin、Milosevic Matija
    • 学会等名
      23rd Conference of International Functional Electrical Stimulation Society
    • 国際学会
  • [学会発表] Longer duration cortical and peripheral stimulation may enhance corticospinal facilitation2021

    • 著者名/発表者名
      Cao Na、Sasaki Atsushi、Yuasa Akiko、Popovic Milos R.、Milosevic Matija、Nakazawa Kimitaka
    • 学会等名
      23rd Conference of International Functional Electrical Stimulation Society
    • 国際学会
  • [学会発表] Computational model of nerve fiber activations during transcutaneous spinal cord stimulation2021

    • 著者名/発表者名
      de Freitas Roberto M、Milosevic Matija、Nomura Taishin
    • 学会等名
      Japanese Society for Motor Control 2021
  • [図書] Functional Electrical Stimulation Therapy: Mechanisms for Recovery of Function Following Spinal Cord Injury and Stroke2022

    • 著者名/発表者名
      Popovic Milos R.、Masani Kei、Milosevic Matija
    • 総ページ数
      37
    • 出版者
      Springer

URL: 

公開日: 2022-12-28  

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