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多模态反馈脑机接口控制蹬踏训练系统对早期亚急性期脑卒中患者运动和认知功能康复的影响。

Effect of BCI-Controlled Pedaling Training System With Multiple Modalities of Feedback on Motor and Cognitive Function Rehabilitation of Early Subacute Stroke Patients.

出版信息

IEEE Trans Neural Syst Rehabil Eng. 2021;29:2569-2577. doi: 10.1109/TNSRE.2021.3132944. Epub 2021 Dec 21.

Abstract

Brain-computer interfaces (BCIs) are currently integrated into traditional rehabilitation interventions after stroke. Although BCIs bring many benefits to the rehabilitation process, their effects are limited since many patients cannot concentrate during training. Despite this outcome post-stroke motor-attention dual-task training using BCIs has remained mostly unexplored. This study was a randomized placebo-controlled blinded-endpoint clinical trial to investigate the effects of a BCI-controlled pedaling training system (BCI-PT) on the motor and cognitive function of stroke patients during rehabilitation. A total of 30 early subacute ischemic stroke patients with hemiplegia and cognitive impairment were randomly assigned to the BCI-PT or traditional pedaling training. We used single-channel Fp1 to collect electroencephalography data and analyze the attention index. The BCI-PT system timely provided visual, auditory, and somatosensory feedback to enhance the patient's participation to pedaling based on the real-time attention index. After 24 training sessions, the attention index of the experimental group was significantly higher than that of the control group. The lower limbs motor function (FMA-L) increased by an average of 4.5 points in the BCI-PT group and 2.1 points in the control group (P = 0.022) after treatments. The difference was still significant after adjusting for the baseline indicators ( β = 2.41 , 95%CI: 0.48-4.34, P = 0.024). We found that BCI-PT significantly improved the patient's lower limb motor function by increasing the patient's participation. (clinicaltrials.gov: NCT04612426).

摘要

脑机接口(BCI)目前已被整合到中风后的传统康复干预中。尽管 BCI 为康复过程带来了许多益处,但由于许多患者在训练过程中无法集中注意力,其效果仍受到限制。尽管如此,使用 BCI 的中风后运动注意双重任务训练仍然在很大程度上未被探索。这项研究是一项随机安慰剂对照盲终点临床试验,旨在调查基于 BCI 的脚踏训练系统(BCI-PT)对中风患者康复期间运动和认知功能的影响。共有 30 名患有偏瘫和认知障碍的早期亚急性缺血性中风患者被随机分配到 BCI-PT 或传统脚踏训练组。我们使用单通道 Fp1 采集脑电图数据,并分析注意力指数。BCI-PT 系统根据实时注意力指数,及时提供视觉、听觉和体感反馈,以增强患者的脚踏参与度。经过 24 次训练课程后,实验组的注意力指数明显高于对照组。在治疗后,BCI-PT 组的下肢运动功能(FMA-L)平均增加了 4.5 分,而对照组仅增加了 2.1 分(P = 0.022)。在调整基线指标后,差异仍然显著(β=2.41,95%CI:0.48-4.34,P = 0.024)。我们发现,BCI-PT 通过增加患者的参与度,显著改善了患者的下肢运动功能。(clinicaltrials.gov:NCT04612426)。

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