Literature DB >> 19525091

Exploiting multiple sensory modalities in brain-machine interfaces.

Aaron J Suminski1, Dennis C Tkach, Nicholas G Hatsopoulos.   

Abstract

Recent improvements in cortically-controlled brain-machine interfaces (BMIs) have raised hopes that such technologies may improve the quality of life of severely motor-disabled patients. However, current generation BMIs do not perform up to their potential due to the neglect of the full range of sensory feedback in their strategies for training and control. Here we confirm that neurons in the primary motor cortex (MI) encode sensory information and demonstrate a significant heterogeneity in their responses with respect to the type of sensory modality available to the subject about a reaching task. We further show using mutual information and directional tuning analyses that the presence of multi-sensory feedback (i.e. vision and proprioception) during replay of movements evokes neural responses in MI that are almost indistinguishable from those responses measured during overt movement. Finally, we suggest how these playback-evoked responses may be used to improve BMI performance.

Entities:  

Mesh:

Year:  2009        PMID: 19525091      PMCID: PMC2783491          DOI: 10.1016/j.neunet.2009.05.006

Source DB:  PubMed          Journal:  Neural Netw        ISSN: 0893-6080


  31 in total

1.  Motor cortical representation of speed and direction during reaching.

Authors:  D W Moran; A B Schwartz
Journal:  J Neurophysiol       Date:  1999-11       Impact factor: 2.714

2.  Prediction of muscle activity by populations of sequentially recorded primary motor cortex neurons.

Authors:  M M Morrow; L E Miller
Journal:  J Neurophysiol       Date:  2002-12-18       Impact factor: 2.714

3.  I feel my hand moving: a new role of the primary motor cortex in somatic perception of limb movement.

Authors:  Eiichi Naito; Per E Roland; H Henrik Ehrsson
Journal:  Neuron       Date:  2002-12-05       Impact factor: 17.173

Review 4.  The role of primary motor cortex in goal-directed movements: insights from neurophysiological studies on non-human primates.

Authors:  Stephen H Scott
Journal:  Curr Opin Neurobiol       Date:  2003-12       Impact factor: 6.627

5.  Spatiotemporal tuning of motor cortical neurons for hand position and velocity.

Authors:  Liam Paninski; Matthew R Fellows; Nicholas G Hatsopoulos; John P Donoghue
Journal:  J Neurophysiol       Date:  2003-09-17       Impact factor: 2.714

6.  Fine modulation in network activation during motor execution and motor imagery.

Authors:  Ana Solodkin; Petr Hlustik; E Elinor Chen; Steven L Small
Journal:  Cereb Cortex       Date:  2004-05-27       Impact factor: 5.357

7.  Relation of pyramidal tract activity to force exerted during voluntary movement.

Authors:  E V Evarts
Journal:  J Neurophysiol       Date:  1968-01       Impact factor: 2.714

8.  Reflex and intended responses in motor cortex pyramidal tract neurons of monkey.

Authors:  E V Evarts; J Tanji
Journal:  J Neurophysiol       Date:  1976-09       Impact factor: 2.714

Review 9.  The science of neural interface systems.

Authors:  Nicholas G Hatsopoulos; John P Donoghue
Journal:  Annu Rev Neurosci       Date:  2009       Impact factor: 12.449

10.  Multisensory integration during motor planning.

Authors:  Samuel J Sober; Philip N Sabes
Journal:  J Neurosci       Date:  2003-08-06       Impact factor: 6.167

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  21 in total

1.  Sensing with the motor cortex.

Authors:  Nicholas G Hatsopoulos; Aaron J Suminski
Journal:  Neuron       Date:  2011-11-03       Impact factor: 17.173

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

Authors:  Maryam Saleh; Kazutaka Takahashi; Nicholas G Hatsopoulos
Journal:  J Neurosci       Date:  2012-01-25       Impact factor: 6.167

3.  Adaptation to a cortex-controlled robot attached at the pelvis and engaged during locomotion in rats.

Authors:  Weiguo Song; Simon F Giszter
Journal:  J Neurosci       Date:  2011-02-23       Impact factor: 6.167

4.  Single-unit activity, threshold crossings, and local field potentials in motor cortex differentially encode reach kinematics.

Authors:  Sagi Perel; Patrick T Sadtler; Emily R Oby; Stephen I Ryu; Elizabeth C Tyler-Kabara; Aaron P Batista; Steven M Chase
Journal:  J Neurophysiol       Date:  2015-07-01       Impact factor: 2.714

5.  Robust tactile sensory responses in finger area of primate motor cortex relevant to prosthetic control.

Authors:  Karen E Schroeder; Zachary T Irwin; Autumn J Bullard; David E Thompson; J Nicole Bentley; William C Stacey; Parag G Patil; Cynthia A Chestek
Journal:  J Neural Eng       Date:  2017-08       Impact factor: 5.379

Review 6.  Progress and prospects in neurorehabilitation: clinical applications of stem cells and brain-computer interface for spinal cord lesions.

Authors:  Mariana Gongora; Caroline Peressutti; Sergio Machado; Silmar Teixeira; Bruna Velasques; Pedro Ribeiro
Journal:  Neurol Sci       Date:  2012-11-17       Impact factor: 3.307

Review 7.  Neuroplasticity subserving the operation of brain-machine interfaces.

Authors:  Karim G Oweiss; Islam S Badreldin
Journal:  Neurobiol Dis       Date:  2015-05-09       Impact factor: 5.996

8.  Incorporating feedback from multiple sensory modalities enhances brain-machine interface control.

Authors:  Aaron J Suminski; Dennis C Tkach; Andrew H Fagg; Nicholas G Hatsopoulos
Journal:  J Neurosci       Date:  2010-12-15       Impact factor: 6.167

Review 9.  Cortical neuroprosthetics from a clinical perspective.

Authors:  Adelyn P Tsu; Mark J Burish; Jason GodLove; Karunesh Ganguly
Journal:  Neurobiol Dis       Date:  2015-08-05       Impact factor: 5.996

10.  Recent advances in brain-machine interfaces.

Authors:  Tadashi Isa; Eberhard E Fetz; Klaus-Robert Müller
Journal:  Neural Netw       Date:  2009-10-17
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