• DocumentCode
    3182712
  • Title

    Functional recovery in upper limb function in stroke survivors by using brain-computer interface A single case A-B-A-B design

  • Author

    Ono, Takahito ; Mukaino, Masahiko ; Ushiba, Junichi

  • Author_Institution
    Dept. of Biosci. & Inf., Keio Univ., Yokohama, Japan
  • fYear
    2013
  • fDate
    3-7 July 2013
  • Firstpage
    265
  • Lastpage
    268
  • Abstract
    Resent studies suggest that brain-computer interface (BCI) training for chronic stroke patient is useful to improve their motor function of paretic hand. However, these studies does not show the extent of the contribution of the BCI clearly because they prescribed BCI with other rehabilitation systems, e.g. an orthosis itself, a robotic intervention, or electrical stimulation. We therefore compared neurological effects between interventions with neuromuscular electrical stimulation (NMES) with motor imagery and BCI-driven NMES, employing an ABAB experimental design. In epoch A, the subject received NMES on paretic extensor digitorum communis (EDC). The subject was asked to attempt finger extension simultaneously. In epoch B, the subject received NMES when BCI system detected motor-related electroencephalogram change while attempting motor imagery. Both epochs were carried out for 60 min per day, 5 days per week. As a result, EMG activity of EDC was enhanced by BCI-driven NMES and significant cortico-muscular coherence was observed at the final evaluation. These results indicate that the training by BCI-driven NMES is effective even compared to motor imagery combined with NMES, suggesting the superiority of closed-loop training with BCI-driven NMES to open-loop NMES for chronic stroke patients.
  • Keywords
    bioelectric potentials; biomechanics; brain-computer interfaces; design of experiments; diseases; electroencephalography; medical signal detection; medical signal processing; neuromuscular stimulation; ABAB experimental design; BCI-driven NMES; EDC EMG activity; brain-computer interface; chronic stroke patient; closed-loop training; corticomuscular coherence; finger extension; motor function; motor imagery; motor-related electroencephalogram change detection; neurological effect; neuromuscular electrical stimulation; orthosis; paretic extensor digitorum communis; paretic hand; rehabilitation system; robotic intervention; stroke survivor; time 5 day; time 60 min; upper limb functional recovery; Brain-computer interfaces; Coherence; Electrical stimulation; Electroencephalography; Electromyography; Indexes; Training;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
  • Conference_Location
    Osaka
  • ISSN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2013.6609488
  • Filename
    6609488