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基于 FES 诱发的伤害性撤回反射条件相关去同步的反馈?脑-机接口的探索性研究。

Does feedback based on FES-evoked nociceptive withdrawal reflex condition event-related desynchronization? An exploratory study with brain-computer interfaces.

机构信息

Laboratory of Rehabilitation Engineering and Neuromuscular and Sensory Research (LIRINS), Faculty of Engineering, National University of Entre Ríos, Oro Verde, Argentina.

Institute for Research and Development in Bioengineering and Bioinformatics (IBB), CONICET-UNER, Oro Verde, Argentina.

出版信息

Biomed Phys Eng Express. 2021 Sep 3;7(6). doi: 10.1088/2057-1976/ac2077.

Abstract

Event-related desynchronization (ERD) is used in brain-computer interfaces (BCI) to detect the user's motor intention (MI) and convert it into a command for an actuator to provide sensory feedback or mobility, for example by means of functional electrical stimulation (FES). Recent studies have proposed to evoke the nociceptive withdrawal reflex (NWR) using FES, in order to evoke synergistic movements of the lower limb and to facilitate the gait rehabilitation of stroke patients. The use of NWR to provide sensorimotor feedback in ERD-based BCI is novel; thererfore, the conditioning effect that nociceptive stimuli might have on MI is still unknown.To assess the ERD produced during the MI after FES-evoked NWR, in order to evaluate if nociceptive stimuli condition subsequent ERDs.. Data from 528 electroencephalography trials of 8 healthy volunteers were recorded and analyzed. Volunteers used an ERD-based BCI, which provided two types of feedback: intrisic by the FES-evoked NWR and extrinsic by virtual reality. The electromyogram of the tibialis anterior muscle was also recorded. The main outcome variables were the normalized root mean square of the evoked electromyogram (), the average electroencephalogram amplitude at the ERD frequency during MI (A¯MI) and the percentage decrease ofA¯MIrelative to rest (ERD%) at the first MI subsequent to the activation of the BCI.No evidence of changes of theon both theA¯MI(p = 0.663) and theERD%(p = 0.252) of the subsequent MI was detected. A main effect of the type of feedback was found in the subsequentA¯MI(p < 0.001), with intrinsic feedback resulting in a largerA¯MI.No evidence of ERD conditioning was observed using BCI feedback based on FES-evoked NWR .FES-evoked NWR could constitute a potential feedback modality in an ERD-based BCI to facilitate motor recovery of stroke people.

摘要

事件相关去同步化(ERD)用于脑机接口(BCI)中,以检测用户的运动意图(MI),并将其转换为命令,以驱动执行器提供感觉反馈或运动能力,例如通过功能性电刺激(FES)。最近的研究提出使用 FES 引发痛觉退缩反射(NWR),以引发下肢协同运动,并促进中风患者的步态康复。使用 NWR 在基于 ERD 的 BCI 中提供感觉运动反馈是新颖的;因此,痛觉刺激对 MI 的 Conditioning 效应尚不清楚。为了评估 FES 引发的 NWR 后 MI 期间产生的 ERD,以评估痛觉刺激是否会 Conditioning 随后的 ERD。记录并分析了 8 名健康志愿者的 528 次脑电图试验的数据。志愿者使用基于 ERD 的 BCI,该 BCI 提供两种类型的反馈:由 FES 引发的 NWR 提供的内在反馈和虚拟现实提供的外在反馈。还记录了胫骨前肌的肌电图。主要的结局变量是诱发肌电图的归一化均方根()、MI 期间 ERD 频率下的平均脑电图幅度(A¯MI)和 MI 后第一个 MI 时与休息相比 A¯MI 的百分比下降(ERD%)。在随后的 MI 中,没有发现对和的变化的证据(A¯MI,p = 0.663;ERD%,p = 0.252)。在随后的 A¯MI 中发现反馈类型的主要效应(p < 0.001),内在反馈导致更大的 A¯MI。使用基于 FES 引发的 NWR 的 BCI 反馈,没有观察到 ERD Conditioning 的证据。FES 引发的 NWR 可能构成基于 ERD 的 BCI 中的一种潜在反馈方式,以促进中风患者的运动康复。

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