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脑机接口激活的电刺激对围产期卒中伴偏瘫儿童的影响:一项初步研究。

BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study.

作者信息

Jadavji Zeanna, Kirton Adam, Metzler Megan J, Zewdie Ephrem

机构信息

Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.

Department of Pediatrics, University of Calgary, Calgary, AB, Canada.

出版信息

Front Hum Neurosci. 2023 Mar 17;17:1006242. doi: 10.3389/fnhum.2023.1006242. eCollection 2023.

Abstract

BACKGROUND

Perinatal stroke (PS) causes most hemiparetic cerebral palsy (CP) and results in lifelong disability. Children with severe hemiparesis have limited rehabilitation options. Brain computer interface- activated functional electrical stimulation (BCI-FES) of target muscles may enhance upper extremity function in hemiparetic adults. We conducted a pilot clinical trial to assess the safety and feasibility of BCI-FES in children with hemiparetic CP.

METHODS

Thirteen participants (mean age = 12.2 years, 31% female) were recruited from a population-based cohort. Inclusion criteria were: (1) MRI-confirmed PS, (2) disabling hemiparetic CP, (3) age 6-18 years, (4) informed consent/assent. Those with neurological comorbidities or unstable epilepsy were excluded. Participants attended two BCI sessions: training and rehabilitation. They wore an EEG-BCI headset and two forearm extensor stimulation electrodes. Participants' imagination of wrist extension was classified on EEG, after which muscle stimulation and visual feedback were provided when the correct visualization was detected.

RESULTS

No serious adverse events or dropouts occurred. The most common complaints were mild headache, headset discomfort and muscle fatigue. Children ranked the experience as comparable to a long car ride and none reported as unpleasant. Sessions lasted a mean of 87 min with 33 min of stimulation delivered. Mean classification accuracies were ( = 78.78%, SD = 9.97) for training and ( = 73.48, SD = 12.41) for rehabilitation. Mean Cohen's Kappa across rehabilitation trials was = 0.43, SD = 0.29, range = 0.019-1.00, suggesting BCI competency.

CONCLUSION

Brain computer interface-FES was well -tolerated and feasible in children with hemiparesis. This paves the way for clinical trials to optimize approaches and test efficacy.

摘要

背景

围产期卒中(PS)是导致大多数偏瘫型脑瘫(CP)的原因,并会造成终身残疾。严重偏瘫的儿童康复选择有限。对目标肌肉进行脑机接口激活的功能性电刺激(BCI-FES)可能会增强偏瘫成人的上肢功能。我们进行了一项试点临床试验,以评估BCI-FES在偏瘫型CP儿童中的安全性和可行性。

方法

从一个基于人群的队列中招募了13名参与者(平均年龄 = 12.2岁,31%为女性)。纳入标准为:(1)MRI确诊的PS,(2)致残性偏瘫型CP,(3)年龄6 - 18岁,(4)知情同意/同意。排除有神经合并症或癫痫不稳定的患者。参与者参加了两次BCI课程:训练和康复。他们佩戴了一个脑电图-脑机接口耳机和两个前臂伸肌刺激电极。当检测到正确的想象时,参与者对腕部伸展的想象在脑电图上被分类,之后提供肌肉刺激和视觉反馈。

结果

未发生严重不良事件或退出情况。最常见的主诉是轻度头痛、耳机不适和肌肉疲劳。孩子们将这种体验评为与长时间乘车相当,没有人报告不愉快。课程平均持续87分钟,其中33分钟用于刺激。训练时的平均分类准确率为( = 78.78%,标准差 = 9.97),康复时为( = 73.48,标准差 = 12.41)。康复试验的平均科恩卡帕系数为 = 0.43,标准差 = 0.29,范围为0.019 - 1.00,表明具备脑机接口能力。

结论

脑机接口-FES在偏瘫儿童中耐受性良好且可行。这为优化方法和测试疗效的临床试验铺平了道路。

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