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偏瘫患者脑机接口准确性及事件相关去同步化中运动尝试与运动想象的差异

The Differences Between Motor Attempt and Motor Imagery in Brain-Computer Interface Accuracy and Event-Related Desynchronization of Patients With Hemiplegia.

作者信息

Chen Shugeng, Shu Xiaokang, Wang Hewei, Ding Li, Fu Jianghong, Jia Jie

机构信息

Department of Rehabilitation Medicine, Huashan Hospital, Fudan University, Shanghai, China.

School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China.

出版信息

Front Neurorobot. 2021 Nov 5;15:706630. doi: 10.3389/fnbot.2021.706630. eCollection 2021.

Abstract

Motor attempt and motor imagery (MI) are two common motor tasks used in brain-computer interface (BCI). They are widely researched for motor rehabilitation in patients with hemiplegia. The differences between the motor attempt (MA) and MI tasks of patients with hemiplegia can be used to promote BCI application. This study aimed to explore the accuracy of BCI and event-related desynchronization (ERD) between the two tasks. We recruited 13 patients with stroke and 3 patients with traumatic brain injury, to perform MA and MI tasks in a self-control design. The BCI accuracies from the bilateral, ipsilesional, and contralesional hemispheres were analyzed and compared between different tasks. The cortical activation patterns were evaluated with ERD and laterality index (LI). The study showed that the BCI accuracies of MA were significantly ( < 0.05) higher than MI in the bilateral, ipsilesional, and contralesional hemispheres in the alpha-beta (8-30 Hz) frequency bands. There was no significant difference in ERD and LI between the MA and MI tasks in the 8-30 Hz frequency bands. However, in the MA task, there was a negative correlation between the ERD values in the channel CP1 and ipsilesional hemispheric BCI accuracies ( = -0.552, = 0.041, = 14) and a negative correlation between the ERD values in channel CP2 and bilateral hemispheric BCI accuracies ( = -0.543, = 0.045, = 14). While in the MI task, there were negative correlations between the ERD values in channel C4 and bilateral hemispheric BCI accuracies ( = -0.582, = 0.029, = 14) as well as the contralesional hemispheric BCI accuracies ( = -0.657, = 0.011, = 14). As for motor dysfunction, there was a significant positive correlation between the ipsilesional BCI accuracies and FMA scores of the hand part in 8-13 Hz ( = 0.565, = 0.035, = 14) in the MA task and a significant positive correlation between the ipsilesional BCI accuracies and FMA scores of the hand part in 13-30 Hz ( = 0.558, = 0.038, = 14) in the MI task. The MA task may achieve better BCI accuracy but have similar cortical activations with the MI task. Cortical activation (ERD) may influence the BCI accuracy, which should be carefully considered in the BCI motor rehabilitation of patients with hemiplegia.

摘要

运动尝试和运动想象(MI)是脑机接口(BCI)中使用的两种常见运动任务。它们在偏瘫患者的运动康复方面得到了广泛研究。偏瘫患者运动尝试(MA)和MI任务之间的差异可用于促进BCI应用。本研究旨在探索两种任务之间BCI的准确性以及事件相关去同步化(ERD)情况。我们招募了13名中风患者和3名创伤性脑损伤患者,采用自身对照设计来执行MA和MI任务。分析并比较了不同任务之间双侧、患侧和健侧半球的BCI准确性。通过ERD和偏侧性指数(LI)评估皮质激活模式。研究表明,在α-β(8 - 30Hz)频段,双侧、患侧和健侧半球中MA的BCI准确性显著高于MI(<0.05)。在8 - 30Hz频段,MA和MI任务之间的ERD和LI没有显著差异。然而,在MA任务中,通道CP1处的ERD值与患侧半球BCI准确性之间存在负相关(=-0.552,=0.041,=14),通道CP2处的ERD值与双侧半球BCI准确性之间存在负相关(=-0.543,=0.045,=14)。而在MI任务中,通道C4处的ERD值与双侧半球BCI准确性之间存在负相关(=-0.582,=0.029,=14)以及与健侧半球BCI准确性之间存在负相关(=-0.657,=0.011,=14)。至于运动功能障碍,在MA任务中,8 - 13Hz时患侧BCI准确性与手部FMA评分之间存在显著正相关(=0.565,=0.035,=14),在MI任务中,13 - 30Hz时患侧BCI准确性与手部FMA评分之间存在显著正相关(=0.558,=0.038,=14)。MA任务可能实现更好的BCI准确性,但与MI任务具有相似的皮质激活。皮质激活(ERD)可能会影响BCI准确性,这在偏瘫患者的BCI运动康复中应予以仔细考虑。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9ca9/8602190/4e6139840425/fnbot-15-706630-g001.jpg

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