Cargando…

Systems Analysis of Human Visuo-Myoelectric Control Facilitated by Anodal Transcranial Direct Current Stimulation in Healthy Humans

Induction of neuroplasticity by transcranial direct current stimulation (tDCS) applied to the primary motor cortex facilitates motor learning of the upper extremities in healthy humans. The impact of tDCS on lower limb functions has not been studied extensively so far. In this study, we applied a sy...

Descripción completa

Detalles Bibliográficos
Autores principales: Kha, Vinh, Foerster, Aguida S., Bennett, Susan, Nitsche, Michael A., Stefanovic, Filip, Dutta, Anirban
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5936985/
https://www.ncbi.nlm.nih.gov/pubmed/29760645
http://dx.doi.org/10.3389/fnins.2018.00278
_version_ 1783320554526212096
author Kha, Vinh
Foerster, Aguida S.
Bennett, Susan
Nitsche, Michael A.
Stefanovic, Filip
Dutta, Anirban
author_facet Kha, Vinh
Foerster, Aguida S.
Bennett, Susan
Nitsche, Michael A.
Stefanovic, Filip
Dutta, Anirban
author_sort Kha, Vinh
collection PubMed
description Induction of neuroplasticity by transcranial direct current stimulation (tDCS) applied to the primary motor cortex facilitates motor learning of the upper extremities in healthy humans. The impact of tDCS on lower limb functions has not been studied extensively so far. In this study, we applied a system identification approach to investigate the impact of anodal transcranial direct current stimulation of the leg area of the motor cortex via the human visuo-myoelectric controller. The visuo-myoelectric reaching task (VMT) involves ballistic muscle contraction after a visual cue. We applied a black box approach using a linear ARX (Auto-regressive with eXogenous input) model for a visuomotor myoelectric reaching task. We found that a 20th order finite impulse response (FIR) model captured the TARGET (single input)—CURSOR (single output) dynamics during a VMT. The 20th order FIR model was investigated based on gain/phase margin analysis, which showed a significant (p < 0.01) effect of anodal tDCS on the gain margin of the VMT system. Also, response latency and the corticomuscular coherence (CMC) time delay were affected (p < 0.05) by anodal tDCS when compared to sham tDCS. Furthermore, gray box simulation results from a Simplified Spinal-Like Controller (SSLC) model demonstrated that the input-output function for motor evoked potentials (MEP) played an essential role in increasing muscle activation levels and response time improvement post-tDCS when compared to pre-tDCS baseline performance. This computational approach can be used to simulate the behavior of the neuromuscular controller during VMT to elucidate the effects of adjuvant treatment with tDCS.
format Online
Article
Text
id pubmed-5936985
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-59369852018-05-14 Systems Analysis of Human Visuo-Myoelectric Control Facilitated by Anodal Transcranial Direct Current Stimulation in Healthy Humans Kha, Vinh Foerster, Aguida S. Bennett, Susan Nitsche, Michael A. Stefanovic, Filip Dutta, Anirban Front Neurosci Neuroscience Induction of neuroplasticity by transcranial direct current stimulation (tDCS) applied to the primary motor cortex facilitates motor learning of the upper extremities in healthy humans. The impact of tDCS on lower limb functions has not been studied extensively so far. In this study, we applied a system identification approach to investigate the impact of anodal transcranial direct current stimulation of the leg area of the motor cortex via the human visuo-myoelectric controller. The visuo-myoelectric reaching task (VMT) involves ballistic muscle contraction after a visual cue. We applied a black box approach using a linear ARX (Auto-regressive with eXogenous input) model for a visuomotor myoelectric reaching task. We found that a 20th order finite impulse response (FIR) model captured the TARGET (single input)—CURSOR (single output) dynamics during a VMT. The 20th order FIR model was investigated based on gain/phase margin analysis, which showed a significant (p < 0.01) effect of anodal tDCS on the gain margin of the VMT system. Also, response latency and the corticomuscular coherence (CMC) time delay were affected (p < 0.05) by anodal tDCS when compared to sham tDCS. Furthermore, gray box simulation results from a Simplified Spinal-Like Controller (SSLC) model demonstrated that the input-output function for motor evoked potentials (MEP) played an essential role in increasing muscle activation levels and response time improvement post-tDCS when compared to pre-tDCS baseline performance. This computational approach can be used to simulate the behavior of the neuromuscular controller during VMT to elucidate the effects of adjuvant treatment with tDCS. Frontiers Media S.A. 2018-04-30 /pmc/articles/PMC5936985/ /pubmed/29760645 http://dx.doi.org/10.3389/fnins.2018.00278 Text en Copyright © 2018 Kha, Foerster, Bennett, Nitsche, Stefanovic and Dutta. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Kha, Vinh
Foerster, Aguida S.
Bennett, Susan
Nitsche, Michael A.
Stefanovic, Filip
Dutta, Anirban
Systems Analysis of Human Visuo-Myoelectric Control Facilitated by Anodal Transcranial Direct Current Stimulation in Healthy Humans
title Systems Analysis of Human Visuo-Myoelectric Control Facilitated by Anodal Transcranial Direct Current Stimulation in Healthy Humans
title_full Systems Analysis of Human Visuo-Myoelectric Control Facilitated by Anodal Transcranial Direct Current Stimulation in Healthy Humans
title_fullStr Systems Analysis of Human Visuo-Myoelectric Control Facilitated by Anodal Transcranial Direct Current Stimulation in Healthy Humans
title_full_unstemmed Systems Analysis of Human Visuo-Myoelectric Control Facilitated by Anodal Transcranial Direct Current Stimulation in Healthy Humans
title_short Systems Analysis of Human Visuo-Myoelectric Control Facilitated by Anodal Transcranial Direct Current Stimulation in Healthy Humans
title_sort systems analysis of human visuo-myoelectric control facilitated by anodal transcranial direct current stimulation in healthy humans
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5936985/
https://www.ncbi.nlm.nih.gov/pubmed/29760645
http://dx.doi.org/10.3389/fnins.2018.00278
work_keys_str_mv AT khavinh systemsanalysisofhumanvisuomyoelectriccontrolfacilitatedbyanodaltranscranialdirectcurrentstimulationinhealthyhumans
AT foersteraguidas systemsanalysisofhumanvisuomyoelectriccontrolfacilitatedbyanodaltranscranialdirectcurrentstimulationinhealthyhumans
AT bennettsusan systemsanalysisofhumanvisuomyoelectriccontrolfacilitatedbyanodaltranscranialdirectcurrentstimulationinhealthyhumans
AT nitschemichaela systemsanalysisofhumanvisuomyoelectriccontrolfacilitatedbyanodaltranscranialdirectcurrentstimulationinhealthyhumans
AT stefanovicfilip systemsanalysisofhumanvisuomyoelectriccontrolfacilitatedbyanodaltranscranialdirectcurrentstimulationinhealthyhumans
AT duttaanirban systemsanalysisofhumanvisuomyoelectriccontrolfacilitatedbyanodaltranscranialdirectcurrentstimulationinhealthyhumans