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Decoding gripping force based on local field potentials recorded from subthalamic nucleus in humans

机译:基于人类丘脑底核中记录的局部场电位解码抓地力

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摘要

The basal ganglia are known to be involved in the planning, execution and control of gripping force and movement vigour. Here we aim to define the nature of the basal ganglia control signal for force and to decode gripping force based on local field potential (LFP) activities recorded from the subthalamic nucleus (STN) in patients with deep brain stimulation (DBS) electrodes. We found that STN LFP activities in the gamma (55-90 Hz) and beta (13-30 Hz) bands were most informative about gripping force, and that a first order dynamic linear model with these STN LFP features as inputs can be used to decode the temporal profile of gripping force. Our results enhance the understanding of how the basal ganglia control gripping force, and also suggest that deep brain LFPs could potentially be used to decode movement parameters related to force and movement vigour for the development of advanced human-machine interfaces.
机译:基底神经节参与抓力和运动力的计划,执行和控制。在这里,我们旨在定义基底神经节控制信号的力性质,并根据从深脑刺激(DBS)电极患者的丘脑底核(STN)记录的局部场电位(LFP)活动来解码抓地力。我们发现,在伽玛(55-90 Hz)和β(13-30 Hz)波段中的STN LFP活动对握持力最有用,并且可以将以这些STN LFP特征为输入的一阶动态线性模型用于解码抓力的时间分布。我们的研究结果加深了人们对基底神经节如何控制抓握力的理解,并且还表明,深层大脑LFP可以潜在地用于解码与力和运动活力有关的运动参数,以开发高级人机界面。

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