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Preparatory encoding of intended movement in the human motor cortex and implications for brain-computer interfaces
Mattia Rigotti-Thompson1, Samuel R Nason-Tomaszewski1, Payton H Bechefsky1
1Wallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA 30322, USA.
Motor cortex activity before movement encodes direction and curvature, aiding brain-computer interfaces (BCIs). This preparatory brain activity allows for faster, more intuitive control of assistive devices.
Area of Science:
- Neuroscience
- Motor Control
- Brain-Computer Interfaces
Background:
- Motor cortical activity shifts between movement preparation and execution.
- Preparatory activity holds potential for enhancing brain-computer interfaces (BCIs).
- Understanding encoded movement features is crucial for clinical BCI applications.
Purpose of the Study:
- To investigate which movement features (direction, curvature, distance) are encoded by preparatory activity in the human motor cortex.
- To explore the potential of using preparatory activity for advanced BCI control.
Main Methods:
- Collected intracortical recordings from 3 participants in the BrainGate2 clinical trial.
- Analyzed motor cortical activity during voluntary movements.
- Developed an online control paradigm to leverage preparatory activity for cursor control.
Main Results:
- Preparatory activity is tuned to movement direction, consistent across different effectors.
- Activity also encodes initial and target directions for curved trajectories.
- Movement distance or speed were encoded to a lesser extent.
- An online paradigm demonstrated rapid, user-initiated cursor control using preparatory activity.
Conclusions:
- Human motor cortex preparatory activity encodes rich information about upcoming movements.
- This encoding supports the development of high-performance BCIs.
- Findings highlight the clinical potential of leveraging preparatory neural signals.
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