Graduate School of Science and Technology, Keio University, Kanagawa 108-0073, Japan.
Japan Society for the Promotion of Science, Tokyo 102-0082, Japan.
Cereb Cortex. 2023 May 24;33(11):6573-6584. doi: 10.1093/cercor/bhac525.
Neurofeedback training using electroencephalogram (EEG)-based brain-computer interfaces (BCIs) combined with mental rehearsals of motor behavior has demonstrated successful self-regulation of motor cortical excitability. However, it remains unclear whether the acquisition of skills to voluntarily control neural excitability is accompanied by structural plasticity boosted by neurofeedback. Here, we sought short-term changes in cortical structures induced by 30 min of BCI-based neurofeedback training, which aimed at the regulation of sensorimotor rhythm (SMR) in scalp EEG. When participants performed kinesthetic motor imagery of right finger movement with online feedback of either event-related desynchronisation (ERD) of SMR magnitude from the contralateral sensorimotor cortex (SM1) or those from other participants (i.e. placebo), the learning rate of SMR-ERD control was significantly different. Although overlapped structural changes in gray matter volumes were found in both groups, significant differences revealed by group-by-group comparison were spatially different; whereas the veritable neurofeedback group exhibited sensorimotor area-specific changes, the placebo exhibited spatially distributed changes. The white matter change indicated a significant decrease in the corpus callosum in the verum group. Furthermore, the learning rate of SMR regulation was correlated with the volume changes in the ipsilateral SM1, suggesting the involvement of interhemispheric motor control circuitries in BCI control tasks.
基于脑电图的脑-机接口(BCI)结合运动行为的心理演练的神经反馈训练已经证明了运动皮质兴奋性的自我调节的成功。然而,目前尚不清楚是否可以通过神经反馈来获得自愿控制神经兴奋性的技能,同时还能增强结构可塑性。在这里,我们旨在调节头皮 EEG 中的感觉运动节律(SMR),研究了由 30 分钟的基于 BCI 的神经反馈训练引起的皮质结构的短期变化。当参与者进行右侧手指运动的运动想象时,通过对来自对侧运动感觉皮层(SM1)的 SMR 幅度的事件相关去同步(ERD)或其他参与者的反馈(即安慰剂)进行在线反馈,SMR-ERD 控制的学习率存在显著差异。尽管两组都发现了灰质体积的重叠结构变化,但组间比较显示出的差异在空间上是不同的;而真正的神经反馈组表现出感觉运动区特异性变化,安慰剂组则表现出空间分布变化。白质变化表明,在真实组中胼胝体显著减少。此外,SMR 调节的学习率与同侧 SM1 的体积变化相关,表明了在 BCI 控制任务中涉及到了半球间运动控制回路。