Brain computer interface training with motor imagery and functional electrical stimulation for patients with severe upper limb paresis after stroke: a randomized controlled pilot trial
RESEARCH ARM TEST;
TRANSCRANIAL MAGNETIC STIMULATION;
FUGL-MEYER ASSESSMENT;
REHABILITATION;
RECOVERY;
POSTSTROKE;
RESPONSIVENESS;
RELIABILITY;
IMPROVEMENT;
PLASTICITY;
D O I:
10.1186/s12984-024-01304-1
中图分类号:
R318 [生物医学工程];
学科分类号:
0831 ;
摘要:
Background Restorative Brain-Computer Interfaces (BCI) that combine motor imagery with visual feedback and functional electrical stimulation (FES) may offer much-needed treatment alternatives for patients with severely impaired upper limb (UL) function after a stroke.Objectives This study aimed to examine if BCI-based training, combining motor imagery with FES targeting finger/wrist extensors, is more effective in improving severely impaired UL motor function than conventional therapy in the subacute phase after stroke, and if patients with preserved cortical-spinal tract (CST) integrity benefit more from BCI training.Methods Forty patients with severe UL paresis (< 13 on Action Research Arm Test (ARAT) were randomized to either a 12-session BCI training as part of their rehabilitation or conventional UL rehabilitation. BCI sessions were conducted 3-4 times weekly for 3-4 weeks. At baseline, Transcranial Magnetic Stimulation (TMS) was performed to examine CST integrity. The main endpoint was the ARAT at 3 months post-stroke. A binominal logistic regression was conducted to examine the effect of treatment group and CST integrity on achieving meaningful improvement. In the BCI group, electroencephalographic (EEG) data were analyzed to investigate changes in event-related desynchronization (ERD) during the course of therapy.Results Data from 35 patients (15 in the BCI group and 20 in the control group) were analyzed at 3-month follow-up. Few patients (10/35) improved above the minimally clinically important difference of 6 points on ARAT, 5/15 in the BCI group, 5/20 in control. An independent-samples Mann-Whitney U test revealed no differences between the two groups, p = 0.382. In the logistic regression only CST integrity was a significant predictor for improving UL motor function, p = 0.007. The EEG analysis showed significant changes in ERD of the affected hemisphere and its lateralization only during unaffected UL motor imagery at the end of the therapy.Conclusion This is the first RCT examining BCI training in the subacute phase where only patients with severe UL paresis were included. Though more patients in the BCI group improved relative to the group size, the difference between the groups was not significant. In the present study, preserved CTS integrity was much more vital for UL improvement than which type of intervention the patients received. Larger studies including only patients with some preserved CST integrity should be attempted.
机构:
Cleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USACleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USA
Mohan, Akhil
Knutson, Jayme S.
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机构:
Dept Phys Med & Rehabil, Metrohlth Syst, Cleveland, OH USA
Case Western Reserve Univ, Dept Phys Med & Rehabil, Cleveland, OH USA
Louis Stokes Cleveland Vet Affairs Med Ctr, Cleveland FES Ctr, Cleveland, OH USACleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USA
Knutson, Jayme S.
Cunningham, David A.
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机构:
Dept Phys Med & Rehabil, Metrohlth Syst, Cleveland, OH USA
Case Western Reserve Univ, Dept Phys Med & Rehabil, Cleveland, OH USA
Louis Stokes Cleveland Vet Affairs Med Ctr, Cleveland FES Ctr, Cleveland, OH USACleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USA
Cunningham, David A.
Widina, Morgan
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Cleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USACleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USA
Widina, Morgan
O'Laughlin, Kyle
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Cleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USACleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USA
O'Laughlin, Kyle
Arora, Tarun
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Cleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USA
Univ Hlth Network, Krembil Res Inst, Toronto, ON, CanadaCleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USA
Arora, Tarun
Li, Xin
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h-index: 0
机构:
Cleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USACleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH USA
机构:
Fudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Wang, Hewei
Xiong, Xin
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机构:
Shanghai Jiao Tong Univ, Sch Biomed Engn, Shanghai, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Xiong, Xin
Zhang, Kexu
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h-index: 0
机构:
Shanghai Jiao Tong Univ, Sch Biomed Engn, Shanghai, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Zhang, Kexu
Wang, Xu
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机构:
Shanghai Jiao Tong Univ, Sch Biomed Engn, Shanghai, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Wang, Xu
Sun, Changhui
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Fudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Sun, Changhui
Zhu, Bing
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Fudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Zhu, Bing
Xu, Yiming
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Fudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Xu, Yiming
Fan, Mingxia
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机构:
East China Normal Univ, Shanghai Key Lab Magnet Resonance, Shanghai, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Fan, Mingxia
Tong, Shanbao
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机构:
Shanghai Jiao Tong Univ, Sch Biomed Engn, Shanghai, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Tong, Shanbao
Guo, Xiaoli
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机构:
Shanghai Jiao Tong Univ, Sch Biomed Engn, Shanghai, Peoples R China
Shanghai Jiao Tong Univ, Sch Biomed Engn, Shanghai 200240, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Guo, Xiaoli
Sun, Limin
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机构:
Fudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
Fudan Univ, Huashan Hosp, Dept Rehabil, 12 Middle Wulumuqi Rd, Shanghai 200040, Peoples R ChinaFudan Univ, Huashan Hosp, Dept Rehabil Med, Shanghai, Peoples R China
机构:
North Sichuan Med Coll, Nanchong, Peoples R China
Pan Zhihua Integrated Tradit Chinese & Western Med, Panzhihua, Peoples R ChinaNorth Sichuan Med Coll, Nanchong, Peoples R China
机构:
Sichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Sichuan Univ, West China Sch Med, Chengdu 611135, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Yang, Xu
Fengyi, Wang
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机构:
Sichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Sichuan Univ, West China Sch Med, Chengdu 611135, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Fengyi, Wang
Yi, Chen
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机构:
Sichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Sichuan Univ, West China Sch Med, Chengdu 611135, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Yi, Chen
Lin, Qiu
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Sichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Lin, Qiu
Yang, Lin
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Sichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Sichuan Univ, West China Sch Med, Chengdu 611135, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Yang, Lin
Xize, Li
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Sichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Sichuan Univ, West China Sch Med, Chengdu 611135, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Xize, Li
Shaxin, Liu
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h-index: 0
机构:
Sichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Sichuan Univ, West China Sch Med, Chengdu 611135, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Shaxin, Liu
Yonghong, Yang
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机构:
Sichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
Sichuan Univ, West China Sch Med, Chengdu 611135, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Rehabil Med Ctr, Chengdu 611135, Sichuan, Peoples R China
机构:
Univ Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil
Hosp Israelita Albert Einstein, Inst Israelita Ensino & Pesquisa, Sao Paulo, Brazil
Univ Sao Paulo, Nucleo Apoio Pesquisa Neurociencias, Ctr Interdisciplinary Res Appl Neurosci NAPNA, Sao Paulo, BrazilUniv Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil
Conforto, Adriana B.
Machado, Andre G.
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机构:
Cleveland Clin, Dept Neurosci, Lerner Res Inst, Cleveland, OH 44106 USA
Case Western Reserve Univ, Cleveland Clin, Lerner Coll Med, Cleveland, OH 44106 USAUniv Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil
Machado, Andre G.
Menezes, Isabella
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Univ Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, BrazilUniv Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil
Menezes, Isabella
Ribeiro, Nathalia H., V
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Univ Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, BrazilUniv Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil
Ribeiro, Nathalia H., V
Luccas, Rafael
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Univ Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, BrazilUniv Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil
Luccas, Rafael
Pires, Danielle S.
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Univ Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, BrazilUniv Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil
Pires, Danielle S.
Leite, Claudia Costa
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Univ Sao Paulo, Nucleo Apoio Pesquisa Neurociencias, Ctr Interdisciplinary Res Appl Neurosci NAPNA, Sao Paulo, Brazil
Univ Sao Paulo, Hosp Clin, LIM 44, Dept Radiol,Fac Med, Sao Paulo, BrazilUniv Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil
Leite, Claudia Costa
Plow, Ela B.
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机构:
Cleveland Clin, Dept Neurosci, Lerner Res Inst, Cleveland, OH 44106 USA
Case Western Reserve Univ, Cleveland Clin, Lerner Coll Med, Cleveland, OH 44106 USAUniv Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil
Plow, Ela B.
Cohen, Leonardo G.
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h-index: 0
机构:
NINDS, Human Cort Physiol & Stroke Neurorehabil Sect, NIH, Bldg 36,Rm 4D04, Bethesda, MD 20892 USAUniv Sao Paulo, Hosp Clin, Dept Neurol, Sao Paulo, Brazil