Multiple forms of neural processing when repeating voluntary thumb flexions
Kock, R. M. D.; Ghosh, A.
Show abstract
There is considerable trial-to-trial variability in single cortical neurons when performing the same action repeatedly. One possibility is that neural populations are more stable in representing actions; alternatively, they too may be distinctly engaged from trial-to-trial. To address the nature of variability in large neural populations, we captured the EEG signals time-locked to repeated voluntary thumb flexion movements ([~]500 repetitions, 23 subjects). By using non-negative matrix factorization on the low-frequency sensorimotor cortical signals, we quantified the trial-to-trial motor-related potentials (MRPs) in terms of prototypical signals (meta-MRPs) and their corresponding prominence at each trial (meta-trials). Clustering the meta-MRPs across the sampled population revealed 5 distinct signal patterns. There were brain-wide correlates of these meta-MRP clusters. Cortical hemispheres were distinctly recruited from trial-to-trial as certain clusters were accompanied by bilateral motor negativity while others were characterized by ipsilateral motor negativity. The sensory feedback too was distinctly processed from trial-to-trial as the central post-movement positivity was present only for certain clusters. A poorly understood pre-motor positivity accompanied all clusters albeit varying in their timing from trial-to-trial. These patterns - including the time-varying positivity preceding the movement - were rendered invisible by the traditional averaging of the signals. We suggest that the variability in EEG signals is not just noise but a consequence of distinct activation patterns deployed by the cortex. We support the idea that the cortex flexibly switches between distinct forms of neural processing to achieve the same behavioral goals.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
- Electrocorticographic dissociation of alpha and beta rhythmic activity in the human sensorimotor system 96%
- Neural excitability and sensory input determine intensity perception with opposing directions in initial cortical responses 96%
- Cortical encoding of melodic expectations in human temporal cortex 95%
Similar papers in this journal
- Brain encoding of naturalistic, continuous, and unpredictable tactile events 96%
- The bodily appearance of a virtual partner affects the activity of the action observation and action monitoring systems in a minimally interactive task 95%
- Detection of threshold-level stimuli modulated by temporal predictions of the cerebellum 95%
Similar papers in this journal
- Extracting Reproducible Components from Electroencephalographic Responses to Transcranial Magnetic Stimulation with Group Task-Related Component Analysis 96%
- Surfing beta burst waveforms to improve motor imagery-based BCI 96%
- Validating genuine changes in Heartbeat Evoked Potentials using Pseudotrials and Surrogate Procedures 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.