A Virtual Reality Muscle-Computer Interface for Neurorehabilitation in Chronic Stroke: A Pilot Study

被引:28
作者
Marin-Pardo, Octavio [1 ]
Laine, Christopher M. [2 ]
Rennie, Miranda [2 ]
Ito, Kaori L. [2 ]
Finley, James [1 ,3 ]
Liew, Sook-Lei [1 ,2 ,3 ]
机构
[1] Univ Southern Calif, Dept Biomed Engn, Los Angeles, CA 90089 USA
[2] Univ Southern Calif, Chan Div Occupat Sci & Occupat Therapy, Los Angeles, CA 90089 USA
[3] Univ Southern Calif, Div Biokinesiol & Phys Therapy, Los Angeles, CA 90089 USA
基金
美国国家卫生研究院;
关键词
biofeedback; stroke; brain-computer interface; neurorehabilitation; corticomuscular coherence; electromyography; co-contraction; virtual reality; CORTICO-MUSCULAR COHERENCE; UPPER-LIMB FUNCTION; CORTICOMUSCULAR COHERENCE; INTERMUSCULAR COHERENCE; ELECTROMYOGRAPHIC BIOFEEDBACK; MOTOR CONTROL; REHABILITATION; RECOVERY; SPASTICITY; HAND;
D O I
10.3390/s20133754
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Severe impairment of limb movement after stroke can be challenging to address in the chronic stage of stroke (e.g., greater than 6 months post stroke). Recent evidence suggests that physical therapy can still promote meaningful recovery after this stage, but the required high amount of therapy is difficult to deliver within the scope of standard clinical practice. Digital gaming technologies are now being combined with brain-computer interfaces to motivate engaging and frequent exercise and promote neural recovery. However, the complexity and expense of acquiring brain signals has held back widespread utilization of these rehabilitation systems. Furthermore, for people that have residual muscle activity, electromyography (EMG) might be a simpler and equally effective alternative. In this pilot study, we evaluate the feasibility and efficacy of an EMG-based variant of our REINVENT virtual reality (VR) neurofeedback rehabilitation system to increase volitional muscle activity while reducing unintended co-contractions. We recruited four participants in the chronic stage of stroke recovery, all with severely restricted active wrist movement. They completed seven 1-hour training sessions during which our head-mounted VR system reinforced activation of the wrist extensor muscles without flexor activation. Before and after training, participants underwent a battery of clinical and neuromuscular assessments. We found that training improved scores on standardized clinical assessments, equivalent to those previously reported for brain-computer interfaces. Additionally, training may have induced changes in corticospinal communication, as indexed by an increase in 12-30 Hz corticomuscular coherence and by an improved ability to maintain a constant level of wrist muscle activity. Our data support the feasibility of using muscle-computer interfaces in severe chronic stroke, as well as their potential to promote functional recovery and trigger neural plasticity.
引用
收藏
页码:1 / 21
页数:21
相关论文
共 86 条
[1]   Can We Predict Who Will Respond to Neurofeedback? A Review of the Inefficacy Problem and Existing Predictors for Successful EEG Neurofeedback Learning [J].
Alkoby, O. ;
Abu-Rmileh, A. ;
Shriki, O. ;
Todder, D. .
NEUROSCIENCE, 2018, 378 :155-164
[2]   An extended difference of coherence test for comparing and combining several independent coherence estimates: Theory and application to the study of motor units and physiological tremor [J].
Amjad, AM ;
Halliday, DM ;
Rosenberg, JR ;
Conway, BA .
JOURNAL OF NEUROSCIENCE METHODS, 1997, 73 (01) :69-79
[3]  
Andrade AO, 2012, IEEE ENG MED BIO, P3392, DOI 10.1109/EMBC.2012.6346693
[4]  
Armagan O, 2003, AM J PHYS MED REHAB, V82, P856, DOI 10.1097/01.PHM.0000091984.72486.EO
[5]   DOES ELECTROMYOGRAPHIC BIOFEEDBACK IMPROVE EXERCISE EFFECTS IN HEMIPLEGIC PATIENTS? A PILOT RANDOMIZED CONTROLLED TRIAL [J].
Arpa, Selcan ;
Ozcakir, Suheda .
JOURNAL OF REHABILITATION MEDICINE, 2019, 51 (02) :109-112
[6]   Immediate and long-term effects of BCI-based rehabilitation of the upper extremity after stroke: a systematic review and meta-analysis [J].
Bai, Zhongfei ;
Fong, Kenneth N. K. ;
Zhang, Jack Jiaqi ;
Chan, Josephine ;
Ting, K. H. .
JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2020, 17 (01)
[7]   The effect of diazepam on motor cortical oscillations and corticomuscular coherence studied in man [J].
Baker, MR ;
Baker, SN .
JOURNAL OF PHYSIOLOGY-LONDON, 2003, 546 (03) :931-942
[8]   'Pooled coherence' can overestimate the significance of coupling in the presence of inter-experiment variability [J].
Baker, SN .
JOURNAL OF NEUROSCIENCE METHODS, 2000, 96 (02) :171-172
[9]   Deficits in the coordination of multijoint arm movements in patients with hemiparesis: evidence for disturbed control of limb dynamics [J].
Beer, RF ;
Dewald, JPA ;
Rymer, WZ .
EXPERIMENTAL BRAIN RESEARCH, 2000, 131 (03) :305-319
[10]   Plasticity of premotor cortico-muscular coherence in severely impaired stroke patients with hand paralysis [J].
Belardinelli, Paolo ;
Laer, Leonard ;
Ortiz, Erick ;
Braun, Christoph ;
Gharabaghi, Alireza .
NEUROIMAGE-CLINICAL, 2017, 14 :726-733