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Common neural correlates of real and imagined movements contributing to the performance of brain–machine interfaces

机译:真实和想象中的运动的常见神经相关性有助于脑机界面的性能

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摘要

The relationship between M1 activity representing motor information in real and imagined movements have not been investigated with high spatiotemporal resolution using non-invasive measurements. We examined the similarities and differences in M1 activity during real and imagined movements. Ten subjects performed or imagined three types of right upper limb movements. To infer the movement type, we used 40 virtual channels in the M1 contralateral to the movement side (cM1) using a beamforming approach. For both real and imagined movements, cM1 activities increased around response onset, after which their intensities were significantly different. Similarly, although decoding accuracies surpassed the chance level in both real and imagined movements, these were significantly different after the onset. Single virtual channel-based analysis showed that decoding accuracy significantly increased around the hand and arm areas during real and imagined movements and that these are spatially correlated. The temporal correlation of decoding accuracy significantly increased around the hand and arm areas, except for the period immediately after response onset. Our results suggest that cM1 is involved in similar neural activities related to the representation of motor information during real and imagined movements, except for presence or absence of sensory–motor integration induced by sensory feedback.
机译:尚未使用非侵入性测量以高时空分辨率研究代表真实运动和想象运动中的运动信息的M1活动之间的关系。我们检查了真实运动和想象运动中M1活动的异同。十名受试者进行或想象了三种右上肢运动。为了推断运动类型,我们使用波束成形方法在运动侧(cM1)对侧的M1中使用了40个虚拟通道。无论是真实运动还是想象的运动,cM1的活动在反应开始时都会增加,其强度明显不同。同样,尽管在真实运动和想象运动中,解码精度都超过了机会级别,但是在开始后,这些精度却大不相同。基于单个虚拟通道的分析表明,在实际和想象的运动过程中,手和手臂区域周围的解码精度显着提高,并且这些运动在空间上相关。除了响应刚开始后的时间段以外,手和手臂周围的解码精度的时间相关性显着增加。我们的结果表明,cM1参与了与真实运动和想象运动中的运动信息表示相关的类似神经活动,除了存在或不存在由感觉反馈引起的感觉-运动整合。

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