Literature DB >> 24453113

Concurrent stable and unstable cortical correlates of human wrist movements.

Matthias Witte1, Ferran Galán, Stephan Waldert, Christoph Braun, Carsten Mehring.   

Abstract

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.
Copyright © 2014 Wiley Periodicals, Inc.

Entities:  

Keywords:  brain-machine interface; classification; magnetoencephalography; movement decoding; stability

Mesh:

Year:  2014        PMID: 24453113      PMCID: PMC6869553          DOI: 10.1002/hbm.22443

Source DB:  PubMed          Journal:  Hum Brain Mapp        ISSN: 1065-9471            Impact factor:   5.038


  52 in total

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9.  Prediction of arm movement trajectories from ECoG-recordings in humans.

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10.  Human theta oscillations related to sensorimotor integration and spatial learning.

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  1 in total

1.  Degraded EEG decoding of wrist movements in absence of kinaesthetic feedback.

Authors:  Ferran Galán; Mark R Baker; Kai Alter; Stuart N Baker
Journal:  Hum Brain Mapp       Date:  2014-10-12       Impact factor: 5.038

  1 in total

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