Department of Electronics and Bioinformatics, School of Science and Technology, Meiji University, 1-1-1 Higashi-mita, Tama-ku, Kawasaki, Kanagawa, 213-8571, Japan; Electrical Engineering Program, Graduate School of Science and Technology, Meiji University, 1-1-1 Higashi-mita, Tama-ku, Kawasaki, Kanagawa, 213-8571, Japan.
Electrical Engineering Program, Graduate School of Science and Technology, Meiji University, 1-1-1 Higashi-mita, Tama-ku, Kawasaki, Kanagawa, 213-8571, Japan.
Neuropsychologia. 2018 Jun;114:134-142. doi: 10.1016/j.neuropsychologia.2018.04.016. Epub 2018 Apr 23.
Varied individual ability to control the sensory-motor rhythms may limit the potential use of motor-imagery (MI) in neurorehabilitation and neuroprosthetics. We employed neurofeedback training of MI under action observation (AO: AOMI) with proprioceptive feedback and examined whether it could enhance MI-induced event-related desynchronization (ERD). Twenty-eight healthy young adults participated in the neurofeedback training. They performed MI while watching a video of hand-squeezing motion from a first-person perspective. Eleven participants received correct proprioceptive feedback of the same hand motion with the video, via an exoskeleton robot attached to their hand, upon their successful generation of ERD. Another nine participants received random feedback. The training lasted for approximately 20 min per day and continued for 6 days within an interval of 2 weeks. MI-ERD power was evaluated separately, without AO, on each experimental day. The MI-ERD power of the participants receiving correct feedback, as opposed to random feedback, was significantly increased after training. An additional experiment in which the remaining eight participants were trained with auditory instead of proprioceptive feedback failed to show statistically significant increase in MI-ERD power. The significant training effect obtained in shorter training time relative to previously proposed methods suggests the superiority of AOMI training and physiologically-congruent proprioceptive feedback to enhance the MI-ERD power. The proposed neurofeedback training could help patients with motor deficits to attain better use of brain-machine interfaces for rehabilitation and/or prosthesis.
个体控制感觉运动节律的能力各不相同,这可能限制了运动想象(MI)在神经康复和神经假肢中的潜在应用。我们采用动作观察下的 MI 神经反馈训练(AO:AOMI),并结合本体感觉反馈,研究其是否可以增强 MI 诱发的事件相关去同步化(ERD)。28 名健康的年轻成年人参与了神经反馈训练。他们在手挤压运动的视频中进行 MI,观察视角为第一人称。11 名参与者在手成功产生 ERD 时,通过附在手的外骨骼机器人接收到与视频相同的手部运动的正确本体感觉反馈。另外 9 名参与者则收到随机反馈。训练每天持续约 20 分钟,在两周的间隔内持续 6 天。在每个实验日,不进行 AO 的情况下分别评估 MI-ERD 功率。与接受随机反馈的参与者相比,接受正确反馈的参与者的 MI-ERD 功率在训练后显著增加。在剩下的 8 名参与者中进行的一项额外实验中,他们接受听觉而不是本体感觉反馈的训练,结果表明 MI-ERD 功率并没有显著增加。与之前提出的方法相比,在更短的训练时间内获得的显著训练效果表明,AOMI 训练和生理上一致的本体感觉反馈在增强 MI-ERD 功率方面具有优越性。所提出的神经反馈训练可以帮助运动障碍患者更好地利用脑机接口进行康复和/或假肢。