fNIRS-BCI Neurofeedback in Stroke Rehabilitation
Utilizing a Brain-Computer Interface for Observational Imitation Training to Enhance Upper Limb Motor Recovery Post-Stroke: A Randomized Controlled Trial
1 other identifier
interventional
44
1 country
1
Brief Summary
Objectives: 1) To compare the effects of closed-loop brain-computer interface (BCI) driven observational imitation training versus sham BCI open-loop observational imitation training on improving upper limb motor functions in patients with stroke; 2) To investigate whether stroke patients receiving closed-loop training exhibit higher activation levels in the mirror neurons, measured by event-related desynchronization (ERD), compared to those receiving open-loop training. Hypothesis to be tested: The closed-loop training is more effective than open-loop training in improving upper limb motor outcomes, and there is an increase in the mirror neurons activity in those receiving closed-loop training. Design and subjects: A randomized controlled trial with 44 participants with stroke. Study instruments: Functional near-infrared spectroscopy (fNIRS)-based BCI and electroencephalography (EEG). Interventions: In the BCI training, participants will engage in kinesthetic motor imagery. When the M1 activation level recorded by fNIRS surpasses a predefined threshold, participants will receive visual feedback to guide them to imitate the movement. However, for participants in the sham BCI group, the visual feedback will be given will be given constantly. Both types of training consist of ten sessions. Main outcome measures: Upper limb motor tests and the activity of mirror neurons measured by sensorimotor ERD using EEG. Data analysis: Analysis of variance and correlation. Expected results: The closed-loop BCI-driven observational imitation training is more effective than sham BCI open-loop training on enhancing hemiplegic upper limb functions and the activation of the mirror neurons in patients after stroke.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P50-P75 for not_applicable stroke
Started Dec 2024
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
July 10, 2024
CompletedFirst Posted
Study publicly available on registry
July 16, 2024
CompletedStudy Start
First participant enrolled
December 12, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
September 30, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
December 31, 2025
CompletedAugust 22, 2025
December 1, 2024
10 months
July 10, 2024
August 16, 2025
Conditions
Keywords
Outcome Measures
Primary Outcomes (3)
The Fugl-Meyer Assessment - Upper Extremity Scores (FMA-UE)
The Fugl-Meyer Assessment - Upper Extremity Scores (FMA-UE) evaluates upper limb motor impairment post-stroke. It assesses the movement, coordination, and reflex actions of the hemiplegic upper limb. The total scores are 66.
Baseline
The Fugl-Meyer Assessment - Upper Extremity Scores (FMA-UE)
The Fugl-Meyer Assessment - Upper Extremity Scores (FMA-UE) evaluates upper limb motor impairment post-stroke. It assesses the movement, coordination, and reflex actions of the hemiplegic upper limb. The total scores are 66.
At 2 weeks
The Fugl-Meyer Assessment - Upper Extremity Scores (FMA-UE)
The Fugl-Meyer Assessment - Upper Extremity Scores (FMA-UE) evaluates upper limb motor impairment post-stroke. It assesses the movement, coordination, and reflex actions of the hemiplegic upper limb. The total scores are 66.
At one-month
Secondary Outcomes (3)
The Action Research Arm Test (ARAT)
Baseline
The Action Research Arm Test (ARAT)
At 2 weeks
The Action Research Arm Test (ARAT)
At one-month
Study Arms (2)
BCI neurofeedback training
EXPERIMENTALPatients will perform kinesthetic motor imagery of the affected upper extremity in response to auditory cues from the BCI system. The averaged oxygenated hemoglobin (HbO) level, extracted from optimal channels identified during the localizer session, will serve as signal intensity. This intensity, quantified as percent signal change relative to baseline, will trigger neurofeedback when reaching a predefined threshold. Visual feedback, delivered via the digital mirror therapy system, will guide patients to perform observational imitation tasks using bilateral upper extremities. Each session will include 5-6 movements tailored to the patient's functional performance. After observational imitation training, patients will practice functional adaptation tasks in a virtual environment, where they apply learned movements to functional activities. Sessions will last approximately 75 minutes.
Sham BCI neurofeedback training
SHAM COMPARATORIn the sham group, patients will wear a similar headset equipment as those in the BCI group. However, the visual feedback provided through the digital mirror therapy system will not be based on their own brain activity. Instead, it will be derived from the brain activity of a participant in the BCI group using the simulation mode of Turbo-Satori. Patients in the sham group will receive constant visual feedback, with a fixed duration of 60 seconds for motor imagery, regardless of their actual brain signals. Like the BCI group, patients will be instructed to use kinesthetic motor imagery and imitate the movement when receiving visual feedback, and practice functional adaptation tasks after observational imitation training. The sham training will also last for around 75 minutes per session.
Interventions
Patients will perform kinesthetic motor imagery of the affected upper extremity in response to auditory cues from the BCI system. The averaged oxygenated hemoglobin (HbO) level, extracted from optimal channels identified during the localizer session, will serve as signal intensity. This intensity, quantified as percent signal change relative to baseline, will trigger neurofeedback when reaching a predefined threshold. Visual feedback, delivered via the digital mirror therapy system, will guide patients to perform observational imitation tasks using bilateral upper extremities. Each session will include 5-6 movements tailored to the patient's functional performance. After observational imitation training, patients will practice functional adaptation tasks in a virtual environment, where they apply learned movements to functional activities. Sessions will last approximately 75 minutes.
In the sham group, patients will wear a similar headset equipment as those in the BCI group. However, the visual feedback provided through the digital mirror therapy system will not be based on their own brain activity. Instead, it will be derived from the brain activity of a participant in the BCI group using the simulation mode of Turbo-Satori. Patients in the sham group will receive constant visual feedback, with a fixed duration of 60 seconds for motor imagery, regardless of their actual brain signals. Like the BCI group, patients will be instructed to use kinesthetic motor imagery and imitate the movement when receiving visual feedback, and practice functional adaptation tasks after observational imitation training. The sham training will also last for around 75 minutes per session.
Eligibility Criteria
You may qualify if:
- unilateral upper extremity motor deficits caused by ischemic stroke, confirmed by medical documents such as discharge summary and/or neuroimaging examinations.
- chronic phase of stroke, i.e., time after stroke onset more than six months.
- aged between 18 and 75 years old.
- with mildly-to-moderately impaired upper limb functional activity that is stratified according to the levels 3-7 in the Functional Test for the Hemiplegic Upper Extremity.
- able to give informed written consent to participate in the study.
- able to read and understand traditional Chinese.
You may not qualify if:
- previous diagnosis of any neurological disease excluding ischemic stroke.
- presence of any sign of cognitive problems (The Montreal cognitive assessment Hong Kong version\<22/30).
- Severe spasticity measured by the Modified Ashworth Scale score\>2 in the hand, wrist or elbow extensor muscle in the hemiparetic upper extremity.
- with other notable impairments of the upper limb not caused by stroke (e.g., bone fracture in the past year, congenital deformity, or other impairments).
- current participation in any other treatment programme or clinical study involving exercise, non-invasive brain stimulation, or BCI/neurofeedback.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Jack Jiaqi Zhang
Hong Kong, Hong Kong, 000000, Hong Kong
MeSH Terms
Conditions
Interventions
Condition Hierarchy (Ancestors)
Intervention Hierarchy (Ancestors)
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- DOUBLE
- Who Masked
- PARTICIPANT, OUTCOMES ASSESSOR
- Purpose
- TREATMENT
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
July 10, 2024
First Posted
July 16, 2024
Study Start
December 12, 2024
Primary Completion
September 30, 2025
Study Completion
December 31, 2025
Last Updated
August 22, 2025
Record last verified: 2024-12