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Research ArticleNew Research, Sensory and Motor Systems

The Largest Response Component in the Motor Cortex Reflects Movement Timing but Not Movement Type

Matthew T. Kaufman, Jeffrey S. Seely, David Sussillo, Stephen I. Ryu, Krishna V. Shenoy and Mark M. Churchland
eNeuro 3 August 2016, 3 (4) ENEURO.0085-16.2016; DOI: https://doi.org/10.1523/ENEURO.0085-16.2016
Matthew T. Kaufman
1Neurosciences Program, Stanford University, Stanford, California 94305
2Department of Electrical Engineering, Stanford University, Stanford, California 94305
5Cold Spring Harbor Laboratory, Cold Spring Harbor, New York 11724
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Jeffrey S. Seely
6Department of Neuroscience
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David Sussillo
1Neurosciences Program, Stanford University, Stanford, California 94305
2Department of Electrical Engineering, Stanford University, Stanford, California 94305
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Stephen I. Ryu
2Department of Electrical Engineering, Stanford University, Stanford, California 94305
8Department of Neurosurgery, Palo Alto Medical Foundation, Palo Alto, California 94301
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Krishna V. Shenoy
1Neurosciences Program, Stanford University, Stanford, California 94305
2Department of Electrical Engineering, Stanford University, Stanford, California 94305
3Department of Bioengineering, Stanford University, Stanford, California 94305
4Department of Neurobiology, Stanford University, Stanford, California 94305
9Howard Hughes Medical Institute, Stanford University, Stanford, California 94305
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Mark M. Churchland
6Department of Neuroscience
7Grossman Center for the Statistics of Mind, David Mahoney Center for Brain and Behavior Research, Kavli Institute for Brain Science, Columbia University Medical Center, New York, NY 10032
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Abstract

Neural activity in monkey motor cortex (M1) and dorsal premotor cortex (PMd) can reflect a chosen movement well before that movement begins. The pattern of neural activity then changes profoundly just before movement onset. We considered the prediction, derived from formal considerations, that the transition from preparation to movement might be accompanied by a large overall change in the neural state that reflects when movement is made rather than which movement is made. Specifically, we examined “components” of the population response: time-varying patterns of activity from which each neuron’s response is approximately composed. Amid the response complexity of individual M1 and PMd neurons, we identified robust response components that were “condition-invariant”: their magnitude and time course were nearly identical regardless of reach direction or path. These condition-invariant response components occupied dimensions orthogonal to those occupied by the “tuned” response components. The largest condition-invariant component was much larger than any of the tuned components; i.e., it explained more of the structure in individual-neuron responses. This condition-invariant response component underwent a rapid change before movement onset. The timing of that change predicted most of the trial-by-trial variance in reaction time. Thus, although individual M1 and PMd neurons essentially always reflected which movement was made, the largest component of the population response reflected movement timing rather than movement type.

  • condition-invariant signal
  • dPCA
  • movement initiation
  • movement triggering
  • reaction time
  • state space

Footnotes

  • The authors report no conflict of interest.

This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International, which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.

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The Largest Response Component in the Motor Cortex Reflects Movement Timing but Not Movement Type
Matthew T. Kaufman, Jeffrey S. Seely, David Sussillo, Stephen I. Ryu, Krishna V. Shenoy, Mark M. Churchland
eNeuro 3 August 2016, 3 (4) ENEURO.0085-16.2016; DOI: 10.1523/ENEURO.0085-16.2016

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The Largest Response Component in the Motor Cortex Reflects Movement Timing but Not Movement Type
Matthew T. Kaufman, Jeffrey S. Seely, David Sussillo, Stephen I. Ryu, Krishna V. Shenoy, Mark M. Churchland
eNeuro 3 August 2016, 3 (4) ENEURO.0085-16.2016; DOI: 10.1523/ENEURO.0085-16.2016
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Keywords

  • condition-invariant signal
  • dPCA
  • Movement initiation
  • Movement triggering
  • Reaction time
  • State space

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