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Medial wall contributions to finger motor decoding from electrocorticography
Eva Calvo Merino1, Qiang Sun1, Ine Dauwe2
1Department of Neurosciences, Laboratory for Neuro- and Psychophysiology, KU Leuven, Leuven, 3000, Belgium.
The medial wall of the brain offers valuable signals for decoding finger movements, enhancing future brain-computer interfaces (BCIs). This study shows medial wall electrodes can detect and differentiate finger movements, expanding BCI potential.
Area of Science:
- Neuroscience
- Biomedical Engineering
- Brain-Computer Interfaces
Background:
- Future motor brain-computer interfaces (BCIs) require integrating neural signals from diverse motor-related brain regions.
- The medial wall of the cerebral hemisphere is an underexplored region for motor decoding compared to the lateral sensorimotor cortex.
Purpose of the Study:
- To investigate the contribution of medial wall brain regions to decoding finger movements.
- To explore the potential of medial wall electrocorticography (ECoG) signals for invasive motor BCI applications.
Main Methods:
- Analyzed ECoG data from four subjects performing finger movements.
- Applied single- and multi-channel decoding to medial wall electrodes, using time- and frequency-domain features (local motor potentials, alpha/beta band oscillations).
- Assessed decoding performance for movement detection and finger discrimination.
Main Results:
- Significantly above-chance finger movement detection was achieved across multiple medial wall subregions.
- Local motor potentials and alpha-beta band power were key features for decoding, showing similarities and region-specific patterns compared to primary motor cortex.
- Medial wall channels enabled individual finger discrimination in some subjects and preliminary decoding of ipsilateral/contralateral movements.
Conclusions:
- The medial wall is identified as a viable source of motor-related signals for finger movement decoding.
- Findings support the potential of medial wall ECoG for future invasive motor BCI applications.
- Further research is needed to confirm the generalizability of these findings across individuals.
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