Hand motor recovery from post-stroke chronic severe hemiplegia with brain-computer interface based neurofeedback exercise: A randomized controlled trial
Mizuno, K.; Hayashi, M.; Iwama, S.; Nishida, D.; Honaga, K.; Fuseya, H.; Hirose, R.; Okuyama, K.; Ogura-Hiramoto, M.; Kawakami, M.; Ushiba, J.; Liu, M.
Show abstract
BackgroundPost-stroke hemiplegia is a common neurological condition with a significant impact on the daily lives of patients, their families, and society. Since motor imagery and execution are supposed to share common neural networks, repeated motor imagery has been used as a common exercise for motor recovery. However, recent meta-analysis has reported inconsistent results. In the present study, we investigated whether real-time feedback of cortical activities estimated from scalp electroencephalogram (EEG) could enhance the efficacy of motor imagery-based rehabilitation in post-stroke hemiplegic patients. MethodsForty post-stroke chronic hemiplegic patients received 10 days of 40-minute mental practice with motor imagery of the paralyzed hand in addition to 40-minute standard occupational therapy. Patients were randomly allocated to REAL and CTRL groups. In the REAL group, the EEG sensorimotor rhythm recorded over the ipsilesional sensorimotor area were fed back during motor imagery though combination of visual cursor movement, neuromuscular electrical stimulation, and robotic movement support. The patients in the CTRL group wore the same EEG headset as the REAL group, but no feedback was provided. The primary outcome was the upper-extremity subscales of the Fugl-Meyer assessment (FMA). Primary outcomes were tested after 28 days of intervention using analysis of covariance models. This trial is registered with UMIN Clinical Trial Registry, UMIN000026372. FindingsFMA scores showed a significant main effect of time (p = 0{middle dot}027) with an ANCOVA model considering baseline but not a significant between-group difference. However a significant interaction between time and group (p = 0*037) and greater functional gain in the REAL group (p < 0*001) were found with another model considering patient heterogeneity. The improvement was accompanied with the significant changes in the modulation index of finger extensor muscles in the affected hand in the REAL group. Moreover, imagery-related cortical activation in the sensorimotor area was significantly greater in the REAL group than in the CTRL group. No moderate or serious adverse events were confirmed in both groups. InterpretationEEG-based brain-computer interface neurofeedback may enhance the efficacy of mental practice with motor imagery and augment motor recovery in poststroke patients with chronic and severe hemiplegia. FundingSponsored by AMED under Grant Number JP18hk0102032 and JSPS KAKENHI Grant Number 20H05923.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Preliminary outcomes of combined treadmill and overground high-intensity interval training in ambulatory chronic stroke 95%
- Brain State-dependent Repetitive Transcranial Magnetic Stimulation for Motor Stroke Rehabilitation: A Proof of Concept Randomized Controlled Trial 95%
- Sensorimotor upper limb therapy does not improve somatosensory function and may negatively interfere with motor recovery: a randomized controlled trial in the early rehabilitation phase after stroke 94%
Similar papers in this journal
- Rest the Brain to Learn New Gait Patterns after Stroke 95%
- Positive effects of functional electrical stimulation-assisted cycling on perception of effort, cerebral blood flow and cognition in post-stroke patients 95%
- Brain-Computer Interface Robotics for Hand Rehabilitation After Stroke: A Systematic Review 94%
Similar papers in this journal
- Comparing a novel neuroanimation experience to conventional therapy for high-dose, intensive upper-limb training in subacute stroke: The SMARTS2 randomized trial 95%
- Upper Limb Motor Improvement after TBI: Systematic Review of Interventions 95%
- Predictors of arm non-use in chronic stroke: a preliminary investigation 94%
Similar papers in this journal
- Continuous theta-burst stimulation of the contralesional primary motor cortex for promotion of upper limb recovery after stroke: a randomized controlled trial 97%
- Trial of high-intensity gait training and step monitoring for stroke 93%
- Normobaric Hyperoxia Combined with Endovascular Treatment Based on Temporal Gradient: A dose-escalation study 93%
Similar papers in this journal
- Effect of transcranial direct current stimulation on post-stroke fatigue 92%
- Assessment of the Reliability, Responsiveness, and Meaningfulness of the Scale for the Assessment and Rating of Ataxia (SARA) for Lysosomal Storage Disorders 91%
- Acetyl-L-leucine for Niemann-Pick type C – a multi-national, rater-blinded phase II trial 90%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.