Concurrent stable and unstable cortical correlates of human wrist movements.
Cortical activity has been shown to correlate with different parameters of movement. However, the dynamic properties of cortico-motor mappings still remain unexplored in humans. Here, we show that during the repetition of simple stereotyped wrist movements both stable and unstable correlates simultaneously emerge in human sensorimotor cortex. Using visual feedback of wrist movement target inferred online from MEG, we assessed the dynamics of the tuning properties of two neuronal signals: the MEG signal below 1.6 Hz and within the 4 to 6 Hz range. We found that both components are modulated by wrist movement allowing for closed-loop inference of movement targets. Interestingly, while tuning of 4 to 6 Hz signals remained stable over time leading to stable inference of movement target using a static classifier, the tuning of cortical signals below 1.6 Hz significantly changed resulting in steadily decreasing inference accuracy. Our findings demonstrate that non-invasive neuronal population signals in human sensorimotor cortex can reflect a stable correlate of voluntary movements. Hence, we provide first evidence for a stable control signal in non-invasive human brain-machine interface research. However, as not all neuronal signals initially tuned to movement were stable across days, a careful selection of features for real-life applications seems to be mandatory.
MEG Center, University of Tuebingen, Tuebingen, Germany; Department of Psychology, University of Graz, Graz, Austria.
Matthias
M
Witte
Ferran
F
Galán
Stephan
S
Waldert
Christoph
C
Braun
Carsten
C
Mehring
D062207:Brain-Computer Interfaces; D004585:Electrooculography; D056228:Feedback, Sensory / Q000502:physiology; D005260:Female; D006801:Humans; D015225:Magnetoencephalography; D008297:Male; D009043:Motor Activity / Q000502:physiology*; D010775:Photic Stimulation; D066191:Sensorimotor Cortex / Q000502:physiology*; D012815:Signal Processing, Computer-Assisted; D013997:Time Factors; D014796:Visual Perception / Q000502:physiology; D014953:Wrist / Q000502:physiology*; D055815:Young Adult
brain-machine interface; classification; magnetoencephalography; movement decoding; stability