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Published on: August 8, 2019
PMv Neuronal Firing May Be Driven by a Movement Command Trajectory within Multidimensional Gaussian Fields
Rahul Agarwal1, Nitish V Thakor2, Sridevi V Sarma2
1Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland 21218, and rahul.jhu@gmail.com.
Abstract:
The premotor cortex (PM) is known to be a site of visuo-somatosensory integration for the production of movement. We sought to better understand the ventral PM (PMv) by modeling its signal encoding in greater detail. Neuronal firing data was obtained from 110 PMv neurons in two male rhesus macaques executing four reach-grasp-manipulate tasks. We found that in the large majority of neurons (∼90%) the firing patterns across the four tasks could be explained by assuming that a high-dimensional position/configuration trajectory-like signal evolving ∼250 ms before movement was encoded within a multidimensional Gaussian field (MGF). Our findings are consistent with the possibility that PMv neurons process a visually specified reference command for the intended arm/hand position trajectory with respect to a proprioceptively or visually sensed initial configuration. The estimated MGF were (hyper) disc-like, such that each neuron's firing modulated strongly only with commands that evolved along a single direction within position/configuration space. Thus, many neurons appeared to be tuned to slices of this input signal space that as a collection appeared to well cover the space. The MGF encoding models appear to be consistent with the arm-referent, bell-shaped, visual target tuning curves and target selectivity patterns observed in PMV visual-motor neurons. These findings suggest that PMv may implement a lookup table-like mechanism that helps translate intended movement trajectory into time-varying patterns of activation in motor cortex and spinal cord. MGFs provide an improved nonlinear framework for potentially decoding visually specified, intended multijoint arm/hand trajectories well in advance of movement.
Insights
The ventral premotor cortex (PMv) encodes movement intentions using multidimensional Gaussian fields (MGFs), processing visual trajectory commands approximately 250 ms before movement initiation.
Area of Science:
- Neuroscience
- Motor Control
- Computational Neuroscience
Background:
- The premotor cortex (PM) integrates visual and somatosensory information for movement production.
- The ventral premotor cortex (PMv) role in detailed signal encoding requires further elucidation.
Purpose of the Study:
- To model and understand the signal encoding mechanisms within the ventral premotor cortex (PMv).
- To investigate how PMv neurons process movement-related information.
Main Methods:
- Recorded neuronal firing data from 110 PMv neurons in two rhesus macaques during reach-grasp-manipulate tasks.
- Developed multidimensional Gaussian field (MGF) models to explain observed neural firing patterns.
Main Results:
- Approximately 90% of PMv neurons' firing patterns were explained by MGFs encoding high-dimensional trajectory-like signals.
- MGFs were characterized as (hyper) disc-like, with neurons tuned to specific directions in the signal space.
- Findings align with observed arm-referent tuning curves and target selectivity in PMv visual-motor neurons.
Conclusions:
- PMv neurons likely process visually specified reference commands for intended arm/hand trajectories.
- PMv may function as a lookup table, translating intended trajectories into motor commands.
- MGFs offer a novel nonlinear framework for decoding intended arm/hand trajectories well before movement.
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