Biomedical Engineering Research Division, University of Glasgow, Glasgow, UK.
Wasit University, Wasit, Iraq.
J Neuroeng Rehabil. 2021 Feb 25;18(1):44. doi: 10.1186/s12984-021-00838-y.
Regaining hand function is the top priority for people with tetraplegia, however access to specialised therapy outwith clinics is limited. Here we present a system for hand therapy based on brain-computer interface (BCI) which uses a consumer grade electroencephalography (EEG) device combined with functional electrical stimulation (FES), and evaluate its usability among occupational therapists (OTs) and people with spinal cord injury (SCI) and their family members.
Users: Eight people with sub-acute SCI (6 M, 2F, age 55.4 ± 15.6) and their caregivers (3 M, 5F, age 45.3 ± 14.3); four OTs (4F, age 42.3 ± 9.8). User Activity: Researchers trained OTs; OTs subsequently taught caregivers to set up the system for the people with SCI to perform hand therapy. Hand therapy consisted of attempted movement (AM) of one hand to lower the power of EEG sensory-motor rhythm in the 8-12 Hz band and thereby activate FES which induced wrist flexion and extension. Technology: Consumer grade wearable EEG, multichannel FES, custom made BCI application.
Research space within hospital. Evaluation: donning times, BCI accuracy, BCI and FES parameter repeatability, questionnaires, focus groups and interviews.
Effectiveness: The BCI accuracy was 70-90%. Efficiency: Median donning times decreased from 40.5 min for initial session to 27 min during last training session (N = 7), dropping to 14 min on the last self-managed session (N = 3). BCI and FES parameters were stable from session to session. Satisfaction: Mean satisfaction with the system among SCI users and caregivers was 3.68 ± 0.81 (max 5) as measured by QUEST questionnaire. Main facilitators for implementing BCI-FES technology were "seeing hand moving", "doing something useful for the loved ones", good level of computer literacy (people with SCI and caregivers), "active engagement in therapy" (OT), while main barriers were technical complexity of setup (all groups) and "lack of clinical evidence" (OT).
BCI-FES has potential to be used as at home hand therapy by people with SCI or stroke, provided it is easy to use and support is provided. Transfer of knowledge of operating BCI is possible from researchers to therapists to users and caregivers. Trial registration Registered with NHS GG&C on December 6th 2017; clinicaltrials.gov reference number NCT03257982, url: https://clinicaltrials.gov/ct2/show/NCT03257982 .
恢复手部功能是四肢瘫痪患者的首要任务,然而,他们在诊所之外获得专业治疗的机会有限。在这里,我们提出了一种基于脑机接口(BCI)的手部治疗系统,该系统使用消费级脑电图(EEG)设备结合功能性电刺激(FES),并评估其在职业治疗师(OT)和脊髓损伤(SCI)患者及其家属中的可用性。
用户:8 名亚急性 SCI 患者(6 名男性,2 名女性,年龄 55.4±15.6 岁)及其照顾者(3 名男性,5 名女性,年龄 45.3±14.3 岁);4 名 OT(4 名女性,年龄 42.3±9.8 岁)。用户活动:研究人员培训 OT;OT 随后教导照顾者为 SCI 患者设置系统以进行手部治疗。手部治疗包括试图移动一只手,以降低 8-12 Hz 频段 EEG 感觉运动节律的功率,从而激活 FES,从而引起腕关节屈曲和伸展。技术:消费级可穿戴脑电图、多通道 FES、定制的 BCI 应用程序。
医院内的研究空间。评估:佩戴时间、BCI 准确性、BCI 和 FES 参数可重复性、问卷、焦点小组和访谈。
有效性:BCI 准确率为 70-90%。效率:中位数佩戴时间从初始会话的 40.5 分钟减少到最后一次训练会话的 27 分钟(N=7),在最后一次自我管理的会话中减少到 14 分钟(N=3)。BCI 和 FES 参数在会话之间保持稳定。满意度:SCI 患者和照顾者对系统的平均满意度为 3.68±0.81(最高 5),采用 QUEST 问卷进行测量。实施 BCI-FES 技术的主要促进因素是“看到手在动”、“为所爱的人做一些有用的事情”、良好的计算机素养(SCI 患者和照顾者)、“积极参与治疗”(OT),而主要障碍是设置的技术复杂性(所有组)和“缺乏临床证据”(OT)。
BCI-FES 有可能成为 SCI 或中风患者在家中进行手部治疗的方法,前提是易于使用并提供支持。从研究人员到治疗师再到用户和照顾者,都可以转移操作 BCI 的知识。
2017 年 12 月 6 日在 NHS GG&C 注册;临床试验.gov 参考号 NCT03257982,网址:https://clinicaltrials.gov/ct2/show/NCT03257982。