The effect of visual and proprioceptive feedback on sensorimotor rhythms during BCI training

被引:5
|
作者
Halme, Hanna-Leena [1 ]
Parkkonen, Lauri [1 ,2 ]
机构
[1] Aalto Univ, Dept Neurosci & Biomed Engn, Sch Sci, Espoo, Finland
[2] Aalto Univ, MEG Core, Aalto Neuroimaging, Sch Sci, Espoo, Finland
来源
PLOS ONE | 2022年 / 17卷 / 02期
基金
芬兰科学院;
关键词
BRAIN-COMPUTER INTERFACE; FUNCTIONAL ELECTRICAL-STIMULATION; MOTOR IMAGERY; CORTICAL OSCILLATIONS; ALPHA-FREQUENCY; STROKE; EEG; NEUROREHABILITATION; SYNCHRONIZATION; REHABILITATION;
D O I
10.1371/journal.pone.0264354
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Brain-computer interfaces (BCI) can be designed with several feedback modalities. To promote appropriate brain plasticity in therapeutic applications, the feedback should guide the user to elicit the desired brain activity and preferably be similar to the imagined action. In this study, we employed magnetoencephalography (MEG) to measure neurophysiological changes in healthy subjects performing motor imagery (MI) -based BCI training with two different feedback modalities. The MI-BCI task used in this study lasted 40-60 min and involved imagery of right- or left-hand movements. 8 subjects performed the task with visual and 14 subjects with proprioceptive feedback. We analysed power changes across the session at multiple frequencies in the range of 4-40 Hz with a generalized linear model to find those frequencies at which the power increased significantly during training. In addition, the power increase was analysed for each gradiometer, separately for alpha (8-13 Hz), beta (14-30 Hz) and gamma (30-40 Hz) bands, to find channels showing significant linear power increase over the session. These analyses were applied during three different conditions: rest, preparation, and MI. Visual feedback enhanced the amplitude of mainly high beta and gamma bands (24-40 Hz) in all conditions in occipital and left temporal channels. During proprioceptive feedback, in contrast, power increased mainly in alpha and beta bands. The alpha-band enhancement was found in multiple parietal, occipital, and temporal channels in all conditions, whereas the beta-band increase occurred during rest and preparation mainly in the parieto-occipital region and during MI in the parietal channels above hand motor regions. Our results show that BCI training with proprioceptive feedback increases the power of sensorimotor rhythms in the motor cortex, whereas visual feedback causes mainly a gamma-band increase in the visual cortex. MI-BCIs should involve proprioceptive feedback to facilitate plasticity in the motor cortex.
引用
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页数:20
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