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用于脑机接口控制的局部场电位

Local field potentials for BCI control.

作者信息

Heldman Dustin A, Moran Daniel W

机构信息

Great Lakes NeuroTech, Cleveland, OH, United States.

Biomedical Engineering, Washington University, St. Louis, MO, United States.

出版信息

Handb Clin Neurol. 2020;168:279-288. doi: 10.1016/B978-0-444-63934-9.00020-2.

DOI:10.1016/B978-0-444-63934-9.00020-2
PMID:32164859
Abstract

The gold standard in brain-computer interface (BCI) modalities is multi single-unit recordings in the primary motor cortex. It yields the fastest and most elegant control (i.e., most degrees of freedom and bitrate). Unfortunately, single-unit electrodes are prone to encapsulation, which limit their single-unit recording life. However, encapsulation does not significantly affect intracortical local field potentials (LFPs). LFPs and single-unit activity were recorded from the motor cortices of three monkeys (Macaca fascicularis) while they performed a standard 3D center-out reaching task and a 3D circle-drawing task. The high frequency (HF) (60-200 Hz) spectral amplitudes of a subset of the LFPs were found to be directionally tuned much like single units. In fact, stable isolation of single units on the same electrode increased the likelihood that the HF-LFP would be significantly cosine tuned to hand direction. The presence of significantly tuned single units further increased the likelihood of a tuned HF-LFP, suggesting that this band of HF-LFP activity is at least partially generated by local neuronal action potential currents (i.e., single-unit activity). Given that encapsulation makes recording single units over a long period of time difficult, these results suggest that HF-LFPs may be a more stable and efficient method of monitoring neural activity for BCI applications.

摘要

脑机接口(BCI)模式的金标准是在初级运动皮层进行多单元单通道记录。它能实现最快且最精准的控制(即最大自由度和比特率)。不幸的是,单通道电极容易被包裹,这限制了它们的单通道记录寿命。然而,包裹对皮层内局部场电位(LFP)的影响并不显著。在三只猕猴(食蟹猴)执行标准的三维中心向外伸展任务和三维画圈任务时,记录了它们运动皮层的LFP和单通道活动。发现一部分LFP的高频(HF,60 - 200赫兹)频谱幅度与单通道活动一样具有方向调谐特性。实际上,在同一电极上稳定分离出单通道活动增加了高频LFP显著余弦调谐到手部方向的可能性。显著调谐的单通道活动的存在进一步增加了调谐高频LFP出现的可能性,这表明高频LFP活动的这一频段至少部分是由局部神经元动作电位电流(即单通道活动)产生。鉴于包裹使得长时间记录单通道活动变得困难,这些结果表明高频LFP可能是一种用于BCI应用的更稳定、更有效的神经活动监测方法。

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