BCI-controlled NMES in Subacute Stroke
Brain-computer Interface Controlled Neuromuscular Electrical Stimulation in Subacute Stroke
Stroke patients with severe upper limb movement deficits have limited treatment options and often remain severely handicapped at the chronic stage.
Recent findings have suggested that poor motor recovery can be due to severe damage of the cortico-spinal tract (CST), the neural fibres connecting the movement regions of the brain to the spinal cord. Hence, to improve recovery of upper limb movements it will be crucial to re-establish and strengthen CST projections.
Recent studies provided evidence that closed-loop brain computer interface-driven electrical stimulation of the paretic muscles can induce clinically important and lasting recovery of upper limb function, even in patients with chronic, severe motor affection. In this treatment approach, movement intentions of the patients are detected with electroencephalography and real-time analyses. This triggers an electrical stimulation of affected upper limb muscles.
In this study, the investigators hypothesize that neuromuscular electrical stimulation (NMES) applied contingent to voluntary activation of primary motor cortex, as detected by a brain-computer interface (BCI), can help restore CST projections. This might improve recovery of patients with severe upper limb movement deficits. Treatment will be started within the first 8 weeks after stroke onset.
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Study Type
Study Type
Enrollment (Actual)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Adrian G Guggisberg, MD
- Phone Number: 223723521
- Email: Adrian.Guggisberg@hcuge.ch
Study Locations
-
-
GE
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Geneva, GE, Switzerland, 1211
- Division of Neurorehabilitation, University Hospital of Geneva
-
-
-
-
Texas
-
Austin, Texas, United States, 78712
- University of Austin
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-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- Ischemic or hemorrhagic stroke
- Stroke onset ≤ 8 weeks
- Severe, unilateral motor upper extremity hemiparesis (≤15 Fugl-Meyer Score)
- Ability to give informed consent
Exclusion Criteria:
- Second stroke during rehabilitation
- Skull breach
- Cardiac pacemaker
- Metallic implants in the brain
- Delirium or disturbed vigilance
- Inability to follow treatments sessions
- Severe language comprehension deficits
- Severe dystonia or spasticity
- Severe co-morbidity (ex, traumatic, rheumatologic, neurodegenerative diseases)
- Pregnancy
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Treatment
- Allocation: Randomized
- Interventional Model: Parallel Assignment
- Masking: Triple
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Active Comparator: BCI-NMES
Electrical stimulation of paretic upper limb is triggered contigent to voluntary motor cortex activation of the patient, as detected by the brain-computer interface.
|
From the recorded brain activity (EEG) subject specific patterns will be extracted with machine learning techniques from recordings where the subject executes movements tasks.
Whenever a subject-specific pattern can be identified and detected, this is used for triggering neuromuscular electrical stimulation.
|
|
Sham Comparator: Sham-NMES
Electrical stimulation of paretic upper limb is applied independently of motor cortex activation of the patient by using a prerecorded session of another patient.
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Neuromuscular electrical stimulation is triggered independently of the patient's movement intentions.
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What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Change in Upper Limb Fugl-Meyer Score, after treatment
Time Frame: Difference between the week before the intervention and the week after intervention
|
Scale 0-66, higher scores indicate better outcome
|
Difference between the week before the intervention and the week after intervention
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Change in motor evoked potential amplitude of the paretic arm
Time Frame: Difference between the week before the intervention and the week after intervention
|
Continuous measure, higher amplitude changes indicate better outcome
|
Difference between the week before the intervention and the week after intervention
|
|
Change in fractional anisotropy (FA) of the cortico-spinal tract as determined from diffusion tensor imaging
Time Frame: Difference between the week before the intervention and the week after intervention
|
FA can have values between 0 and 1, higher values indicate better outcome
|
Difference between the week before the intervention and the week after intervention
|
|
Change in electroencephalography functional connectivity
Time Frame: Difference between the week before the intervention and the week after intervention
|
Computed from high-density EEG recordings.
Continuous measure.
Higher values indicate better outcome.
|
Difference between the week before the intervention and the week after intervention
|
Other Outcome Measures
Other Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Change in Upper Limb Fugl-Meyer Score, follow up
Time Frame: Difference between the week before intervention and 12 weeks after stroke onset
|
Scale 0-66, higher scores indicate better outcome
|
Difference between the week before intervention and 12 weeks after stroke onset
|
|
Change in hand grip strength, after intervention
Time Frame: Difference between the week before the intervention and the week after intervention
|
Jamar dynamometer.
Continous measure expressed in kilograms.
Higher values indicate better outcome.
|
Difference between the week before the intervention and the week after intervention
|
|
Change in hand grip strength, follow up
Time Frame: Difference between the week before intervention and 12 weeks after stroke onset
|
Jamar dynamometer.
Continous measure expressed in kilograms.
Higher values indicate better outcome.
|
Difference between the week before intervention and 12 weeks after stroke onset
|
|
Change in Functional Independence Measure (FIM) score, after intervention
Time Frame: Difference between the week before the intervention and the week after intervention
|
Range 18-126, higher values indicate better outcome.
|
Difference between the week before the intervention and the week after intervention
|
|
Change in Functional Independence Measure (FIM) score, follow up
Time Frame: Difference between the week before intervention and 12 weeks after stroke onset
|
Range 18-126, higher values indicate better outcome.
|
Difference between the week before intervention and 12 weeks after stroke onset
|
|
Change in Semmes-Weinstein monofilament discrimination test, after intervention
Time Frame: Difference between the week before the intervention and the week after intervention
|
Range 0.04 to 60 g.
Lower values indicate better outcome.
|
Difference between the week before the intervention and the week after intervention
|
|
Change in Semmes-Weinstein monofilament discrimination test, follow up
Time Frame: Difference between the week before intervention and 12 weeks after stroke onset
|
Range 0.04 to 60 g.
Lower values indicate better outcome.
|
Difference between the week before intervention and 12 weeks after stroke onset
|
|
Change in Modified Ashworth Score, after intervention
Time Frame: Difference between the week before the intervention and the week after intervention
|
Range 0 to 4. Lower values indicate better outcome.
|
Difference between the week before the intervention and the week after intervention
|
|
Change in Modified Ashworth Score, follow up
Time Frame: Difference between the week before intervention and 12 weeks after stroke onset
|
Range 0 to 4. Lower values indicate better outcome.
|
Difference between the week before intervention and 12 weeks after stroke onset
|
|
Change in action research arm test (ARAT) score, after intervention
Time Frame: Difference between the week before the intervention and the week after intervention
|
Scale range 0-57 points, higher values indicate better outcome.
|
Difference between the week before the intervention and the week after intervention
|
|
Change in action research arm test (ARAT) score, follow up
Time Frame: Difference between the week before intervention and 12 weeks after stroke onset
|
Scale range 0-57 points, higher values indicate better outcome.
|
Difference between the week before intervention and 12 weeks after stroke onset
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Actual)
Primary Completion
Study Completion (Actual)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- CRSII5-170985B
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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