Literature DB >> 22279207

Encoding of coordinated reach and grasp trajectories in primary motor cortex.

Maryam Saleh1, Kazutaka Takahashi, Nicholas G Hatsopoulos.   

Abstract

Though the joints of the arm and hand together comprise 27 degrees of freedom, an ethological movement like reaching and grasping coordinates many of these joints so as to operate in a reduced dimensional space. We used a generalized linear model to predict single neuron responses in primary motor cortex (MI) during a reach-to-grasp task based on 40 features that represent positions and velocities of the arm and hand in joint angle and Cartesian coordinates as well as the neurons' own spiking history. Two rhesus monkeys were trained to reach and grasp one of five objects, located at one of seven locations while we used an infrared camera motion-tracking system to track markers placed on their upper limb and recorded single-unit activity from a microelectrode array implanted in MI. The kinematic trajectories that described hand shaping and transport to the object depended on both the type of object and its location. Modeling the kinematics as temporally extensive trajectories consistently yielded significantly higher predictive power in most neurons. Furthermore, a model that included all feature trajectories yielded more predictive power than one that included any single feature trajectory in isolation, and neurons tended to encode feature velocities over positions. The predictive power of a majority of neurons reached a plateau for a model that included only the first five principal components of all the features' trajectories, suggesting that MI has evolved or adapted to encode the natural kinematic covariations associated with prehension described by a limited set of kinematic synergies.

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Year:  2012        PMID: 22279207      PMCID: PMC3711866          DOI: 10.1523/JNEUROSCI.2438-11.2012

Source DB:  PubMed          Journal:  J Neurosci        ISSN: 0270-6474            Impact factor:   6.167


  43 in total

1.  Consistent features in the forelimb representation of primary motor cortex in rhesus macaques.

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Journal:  J Neurosci       Date:  2001-04-15       Impact factor: 6.167

2.  Patterns of hand motion during grasping and the influence of sensory guidance.

Authors:  Marco Santello; Martha Flanders; John F Soechting
Journal:  J Neurosci       Date:  2002-02-15       Impact factor: 6.167

3.  A point process framework for relating neural spiking activity to spiking history, neural ensemble, and extrinsic covariate effects.

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4.  Maximum likelihood estimation of a stochastic integrate-and-fire neural encoding model.

Authors:  Liam Paninski; Jonathan W Pillow; Eero P Simoncelli
Journal:  Neural Comput       Date:  2004-12       Impact factor: 2.026

5.  A model of the upper extremity for simulating musculoskeletal surgery and analyzing neuromuscular control.

Authors:  Katherine R S Holzbaur; Wendy M Murray; Scott L Delp
Journal:  Ann Biomed Eng       Date:  2005-06       Impact factor: 3.934

6.  Characteristic membrane potential trajectories in primate sensorimotor cortex neurons recorded in vivo.

Authors:  Daofen Chen; Eberhard E Fetz
Journal:  J Neurophysiol       Date:  2005-06-29       Impact factor: 2.714

7.  Complex spatiotemporal tuning in human upper-limb muscles.

Authors:  J Andrew Pruszynski; Timothy P Lillicrap; Stephen H Scott
Journal:  J Neurophysiol       Date:  2009-11-18       Impact factor: 2.714

8.  Bistability in spinal motoneurons in vivo: systematic variations in persistent inward currents.

Authors:  R H Lee; C J Heckman
Journal:  J Neurophysiol       Date:  1998-08       Impact factor: 2.714

9.  Spatio-temporal correlations and visual signalling in a complete neuronal population.

Authors:  Jonathan W Pillow; Jonathon Shlens; Liam Paninski; Alexander Sher; Alan M Litke; E J Chichilnisky; Eero P Simoncelli
Journal:  Nature       Date:  2008-07-23       Impact factor: 49.962

10.  Exploiting multiple sensory modalities in brain-machine interfaces.

Authors:  Aaron J Suminski; Dennis C Tkach; Nicholas G Hatsopoulos
Journal:  Neural Netw       Date:  2009-05-22
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  34 in total

1.  Neural coordination during reach-to-grasp.

Authors:  Mukta Vaidya; Konrad Kording; Maryam Saleh; Kazutaka Takahashi; Nicholas G Hatsopoulos
Journal:  J Neurophysiol       Date:  2015-07-29       Impact factor: 2.714

2.  A MULTIVARIATE GAUSSIAN PROCESS FACTOR MODEL FOR HAND SHAPE DURING REACH-TO-GRASP MOVEMENTS.

Authors:  Lucia Castellanos; Vincent Q Vu; Sagi Perel; Andrew B Schwartz; Robert E Kass
Journal:  Stat Sin       Date:  2015-01       Impact factor: 1.261

3.  Decoding Native Cortical Representations for Flexion and Extension at Upper Limb Joints Using Electrocorticography.

Authors:  Tessy M Thomas; Daniel N Candrea; Matthew S Fifer; David P McMullen; William S Anderson; Nitish V Thakor; Nathan E Crone
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2019-01-07       Impact factor: 3.802

Review 4.  Perspectives on classical controversies about the motor cortex.

Authors:  Mohsen Omrani; Matthew T Kaufman; Nicholas G Hatsopoulos; Paul D Cheney
Journal:  J Neurophysiol       Date:  2017-06-14       Impact factor: 2.714

5.  Spatiotemporal Distribution of Location and Object Effects in Primary Motor Cortex Neurons during Reach-to-Grasp.

Authors:  Adam G Rouse; Marc H Schieber
Journal:  J Neurosci       Date:  2016-10-12       Impact factor: 6.167

6.  Sagittal Plane Kinematics of the Jaw and Hyolingual Apparatus During Swallowing in Macaca mulatta.

Authors:  Yuki Nakamura; Jose Iriarte-Diaz; Fritzie Arce-McShane; Courtney P Orsbon; Kevin A Brown; McKenna Eastment; Limor Avivi-Arber; Barry J Sessle; Makoto Inoue; Nicholas G Hatsopoulos; Callum F Ross; Kazutaka Takahashi
Journal:  Dysphagia       Date:  2017-05-20       Impact factor: 3.438

7.  Principal components of hand kinematics and neurophysiological signals in motor cortex during reach to grasp movements.

Authors:  Mohsen Mollazadeh; Vikram Aggarwal; Nitish V Thakor; Marc H Schieber
Journal:  J Neurophysiol       Date:  2014-07-02       Impact factor: 2.714

8.  Utilizing High-Density Electroencephalography and Motion Capture Technology to Characterize Sensorimotor Integration While Performing Complex Actions.

Authors:  Kevin A Mazurek; David Richardson; Nicholas Abraham; John J Foxe; Edward G Freedman
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2019-09-27       Impact factor: 3.802

9.  Encoding of Both Reaching and Grasping Kinematics in Dorsal and Ventral Premotor Cortices.

Authors:  Kazutaka Takahashi; Matthew D Best; Noah Huh; Kevin A Brown; Adil A Tobaa; Nicholas G Hatsopoulos
Journal:  J Neurosci       Date:  2017-01-11       Impact factor: 6.167

10.  An implantable wireless neural interface for recording cortical circuit dynamics in moving primates.

Authors:  David A Borton; Ming Yin; Juan Aceros; Arto Nurmikko
Journal:  J Neural Eng       Date:  2013-02-21       Impact factor: 5.379

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