Motor somatotopy impacts imagery strategy success in human intracortical brain-computer interfaces.
Nicolas G KunigkHunter R SchoneCamille GontierW HockeimerAriana F TortolaniNicholas G HatsopoulosJohn E DowneySteven M ChaseMichael L BoningerBrian M DeklevaJennifer L CollingerPublished in: medRxiv : the preprint server for health sciences (2024)
The notion of a somatotopically organized motor cortex, with movements of different body parts being controlled by spatially distinct areas of cortex, is well known. However, recent studies have challenged this notion and suggested a more distributed representation of movement control. This shift in perspective has significant implications, particularly when considering the implantation location of electrode arrays for intracortical brain-computer interfaces (iBCIs). We sought to evaluate whether the location of neural recordings from the precentral gyrus, and thus the underlying somatotopy, has any impact on the imagery strategies that can enable successful iBCI control. Three individuals with a spinal cord injury were enrolled in an ongoing clinical trial of an iBCI. Participants had two intracortical microelectrode arrays implanted in the arm and/or hand areas of the precentral gyrus based on presurgical functional imaging. Neural data were recorded while participants attempted to perform movements of the hand, wrist, elbow, and shoulder. We found that electrode arrays that were located more medially recorded significantly more activity during attempted proximal arm movements (elbow, shoulder) than did lateral arrays, which captured more activity related to attempted distal arm movements (hand, wrist). We also evaluated the relative contribution from the two arrays implanted in each participant to decoding accuracy during calibration of an iBCI decoder for translation and grasping tasks. For both task types, imagery strategy (e.g., reaching vs. wrist movements) had a significant impact on the relative contributions of each array to decoding. Overall, we found some evidence of broad tuning to arm and hand movements; however, there was a clear bias in the amount of information accessible about each movement type in spatially distinct areas of cortex. These results demonstrate that classical concepts of somatotopy can have real consequences for iBCI use, and highlight the importance of considering somatotopy when planning iBCI implantation.
Keyphrases
- high density
- clinical trial
- spinal cord injury
- functional connectivity
- resting state
- high resolution
- endothelial cells
- deep learning
- minimally invasive
- electronic health record
- spinal cord
- rotator cuff
- multiple sclerosis
- working memory
- study protocol
- neural network
- carbon nanotubes
- mass spectrometry
- brain injury
- artificial intelligence
- subarachnoid hemorrhage
- health information
- single cell
- double blind
- placebo controlled