Literature DB >> 31567096

Reconfiguring Motor Circuits for a Joint Manual and BCI Task.

Benjamin Lansdell, Ivana Milovanovic, Cooper Mellema, Eberhard E Fetz, Adrienne L Fairhall, Chet T Moritz.   

Abstract

Designing brain-computer interfaces (BCIs) that can be used in conjunction with ongoing motor behavior requires an understanding of how neural activity co-opted for brain control interacts with existing neural circuits. For example, BCIs may be used to regain lost motor function after stroke. This requires that neural activity controlling unaffected limbs is dissociated from activity controlling the BCI. In this study we investigated how primary motor cortex accomplishes simultaneous BCI control and motor control in a task that explicitly required both activities to be driven from the same brain region (i.e. a dual-control task). Single-unit activity was recorded from intracortical, multi-electrode arrays while a non-human primate performed this dual-control task. Compared to activity observed during naturalistic motor control, we found that both units used to drive the BCI directly (control units) and units that did not directly control the BCI (non-control units) significantly changed their tuning to wrist torque. Using a measure of effective connectivity, we observed that control units decrease their connectivity. Through an analysis of variance we found that the intrinsic variability of the control units has a significant effect on task proficiency. When this variance is accounted for, motor cortical activity is flexible enough to perform novel BCI tasks that require active decoupling of natural associations to wrist motion. This study provides insight into the neural activity that enables a dual-control brain-computer interface.

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Mesh:

Year:  2019        PMID: 31567096      PMCID: PMC7117797          DOI: 10.1109/TNSRE.2019.2944347

Source DB:  PubMed          Journal:  IEEE Trans Neural Syst Rehabil Eng        ISSN: 1534-4320            Impact factor:   3.802


  37 in total

1.  Behavioral and neural correlates of visuomotor adaptation observed through a brain-computer interface in primary motor cortex.

Authors:  Steven M Chase; Robert E Kass; Andrew B Schwartz
Journal:  J Neurophysiol       Date:  2012-04-11       Impact factor: 2.714

2.  Rapid changes in throughput from single motor cortex neurons to muscle activity.

Authors:  Adam G Davidson; Vanessa Chan; Ryan O'Dell; Marc H Schieber
Journal:  Science       Date:  2007-12-21       Impact factor: 47.728

3.  Functional network reorganization during learning in a brain-computer interface paradigm.

Authors:  Beata Jarosiewicz; Steven M Chase; George W Fraser; Meel Velliste; Robert E Kass; Andrew B Schwartz
Journal:  Proc Natl Acad Sci U S A       Date:  2008-12-01       Impact factor: 11.205

4.  Gaussian-process factor analysis for low-dimensional single-trial analysis of neural population activity.

Authors:  Byron M Yu; John P Cunningham; Gopal Santhanam; Stephen I Ryu; Krishna V Shenoy; Maneesh Sahani
Journal:  J Neurophysiol       Date:  2009-04-08       Impact factor: 2.714

5.  The MVGC multivariate Granger causality toolbox: a new approach to Granger-causal inference.

Authors:  Lionel Barnett; Anil K Seth
Journal:  J Neurosci Methods       Date:  2013-11-05       Impact factor: 2.390

6.  How advances in neural recording affect data analysis.

Authors:  Ian H Stevenson; Konrad P Kording
Journal:  Nat Neurosci       Date:  2011-02       Impact factor: 24.884

7.  Neurophysiology. Decoding motor imagery from the posterior parietal cortex of a tetraplegic human.

Authors:  Tyson Aflalo; Spencer Kellis; Christian Klaes; Brian Lee; Ying Shi; Kelsie Pejsa; Kathleen Shanfield; Stephanie Hayes-Jackson; Mindy Aisen; Christi Heck; Charles Liu; Richard A Andersen
Journal:  Science       Date:  2015-05-22       Impact factor: 47.728

8.  Reach and grasp by people with tetraplegia using a neurally controlled robotic arm.

Authors:  Leigh R Hochberg; Daniel Bacher; Beata Jarosiewicz; Nicolas Y Masse; John D Simeral; Joern Vogel; Sami Haddadin; Jie Liu; Sydney S Cash; Patrick van der Smagt; John P Donoghue
Journal:  Nature       Date:  2012-05-16       Impact factor: 49.962

9.  Extending transfer entropy improves identification of effective connectivity in a spiking cortical network model.

Authors:  Shinya Ito; Michael E Hansen; Randy Heiland; Andrew Lumsdaine; Alan M Litke; John M Beggs
Journal:  PLoS One       Date:  2011-11-15       Impact factor: 3.240

10.  Towards Rehabilitation Robotics: Off-the-Shelf BCI Control of Anthropomorphic Robotic Arms.

Authors:  Alkinoos Athanasiou; Ioannis Xygonakis; Niki Pandria; Panagiotis Kartsidis; George Arfaras; Kyriaki Rafailia Kavazidi; Nicolas Foroglou; Alexander Astaras; Panagiotis D Bamidis
Journal:  Biomed Res Int       Date:  2017-08-29       Impact factor: 3.411

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