Effects of Training Pre-movement Sensorimotor Rhythms on Behavioral Performance
Overview
Neurology
Affiliations
Objective: Brain-computer interface (BCI) technology might contribute to rehabilitation of motor function. This speculation is based on the premise that modifying the electroencephalographic (EEG) activity will modify behavior, a proposition for which there is limited empirical data. The present study asked whether learned modulation of pre-movement sensorimotor rhythm (SMR) activity can affect motor performance in normal human subjects.
Approach: Eight individuals first performed a joystick-based cursor-movement task with variable warning periods. Targets appeared randomly on a video monitor and subjects moved the cursor to the target and pressed a select button within 2 s. SMR features in the pre-movement EEG that correlated with performance speed and accuracy were identified. The subjects then learned to increase or decrease these features to control a two-target BCI task. Following successful BCI training, they were asked to increase or decrease SMR amplitude in order to initiate the joystick task.
Main Results: After BCI training, pre-movement SMR amplitude was correlated with performance in subjects with initial poor performance: lower amplitude was associated with faster and more accurate movement. The beneficial effect on performance of lower SMR amplitude was greater in subjects with lower initial performance levels.
Significance: These results indicate that BCI-based SMR training can affect a standard motor behavior. They provide a rationale for studies that integrate such training into rehabilitation protocols and examine its capacity to enhance restoration of useful motor function.
Enhancing neurorehabilitation by targeting beneficial plasticity.
Wolpaw J, Thompson A Front Rehabil Sci. 2023; 4:1198679.
PMID: 37456795 PMC: 10338914. DOI: 10.3389/fresc.2023.1198679.
Norman S, Wolpaw J, Reinkensmeyer D Brain Commun. 2022; 4(6):fcac264.
PMID: 36458210 PMC: 9700163. DOI: 10.1093/braincomms/fcac264.
He S, Mostofi A, Syed E, Torrecillos F, Tinkhauser G, Fischer P Elife. 2020; 9.
PMID: 33205752 PMC: 7695453. DOI: 10.7554/eLife.60979.
He S, Everest-Phillips C, Clouter A, Brown P, Tan H J Neurosci. 2020; 40(20):4021-4032.
PMID: 32284339 PMC: 7219286. DOI: 10.1523/JNEUROSCI.0208-20.2020.
Wairagkar M, Hayashi Y, Nasuto S Front Syst Neurosci. 2019; 13:66.
PMID: 31787885 PMC: 6856010. DOI: 10.3389/fnsys.2019.00066.