Literature DB >> 27259518

Calcium dependent plasticity applied to repetitive transcranial magnetic stimulation with a neural field model.

M T Wilson1, P K Fung2, P A Robinson3,4,5, J Shemmell6, J N J Reynolds7.   

Abstract

The calcium dependent plasticity (CaDP) approach to the modeling of synaptic weight change is applied using a neural field approach to realistic repetitive transcranial magnetic stimulation (rTMS) protocols. A spatially-symmetric nonlinear neural field model consisting of populations of excitatory and inhibitory neurons is used. The plasticity between excitatory cell populations is then evaluated using a CaDP approach that incorporates metaplasticity. The direction and size of the plasticity (potentiation or depression) depends on both the amplitude of stimulation and duration of the protocol. The breaks in the inhibitory theta-burst stimulation protocol are crucial to ensuring that the stimulation bursts are potentiating in nature. Tuning the parameters of a spike-timing dependent plasticity (STDP) window with a Monte Carlo approach to maximize agreement between STDP predictions and the CaDP results reproduces a realistically-shaped window with two regions of depression in agreement with the existing literature. Developing understanding of how TMS interacts with cells at a network level may be important for future investigation.

Entities:  

Keywords:  Calcium dependent plasticity; Modeling; Neural field theory; Theta burst stimulation; Transcranial magnetic stimulation

Mesh:

Substances:

Year:  2016        PMID: 27259518     DOI: 10.1007/s10827-016-0607-7

Source DB:  PubMed          Journal:  J Comput Neurosci        ISSN: 0929-5313            Impact factor:   1.621


  56 in total

1.  Prediction of electroencephalographic spectra from neurophysiology.

Authors:  P A Robinson; C J Rennie; J J Wright; H Bahramali; E Gordon; D L Rowe
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2001-01-18

2.  A biophysical model of bidirectional synaptic plasticity: dependence on AMPA and NMDA receptors.

Authors:  G C Castellani; E M Quinlan; L N Cooper; H Z Shouval
Journal:  Proc Natl Acad Sci U S A       Date:  2001-10-23       Impact factor: 11.205

3.  Relating STDP to BCM.

Authors:  Eugene M Izhikevich; Niraj S Desai
Journal:  Neural Comput       Date:  2003-07       Impact factor: 2.026

4.  The GABAB1b isoform mediates long-lasting inhibition of dendritic Ca2+ spikes in layer 5 somatosensory pyramidal neurons.

Authors:  Enrique Pérez-Garci; Martin Gassmann; Bernhard Bettler; Matthew E Larkum
Journal:  Neuron       Date:  2006-05-18       Impact factor: 17.173

5.  A biophysical basis for the inter-spike interaction of spike-timing-dependent plasticity.

Authors:  Neel T Shah; Luk Chong Yeung; Leon N Cooper; Yidao Cai; Harel Z Shouval
Journal:  Biol Cybern       Date:  2006-05-12       Impact factor: 2.086

Review 6.  Transcranial magnetic stimulation: a primer.

Authors:  Mark Hallett
Journal:  Neuron       Date:  2007-07-19       Impact factor: 17.173

Review 7.  Is there a future for therapeutic use of transcranial magnetic stimulation?

Authors:  Michael C Ridding; John C Rothwell
Journal:  Nat Rev Neurosci       Date:  2007-07       Impact factor: 34.870

8.  Calcium stores regulate the polarity and input specificity of synaptic modification.

Authors:  M Nishiyama; K Hong; K Mikoshiba; M M Poo; K Kato
Journal:  Nature       Date:  2000-11-30       Impact factor: 49.962

9.  Calcium time course as a signal for spike-timing-dependent plasticity.

Authors:  Jonathan E Rubin; Richard C Gerkin; Guo-Qiang Bi; Carson C Chow
Journal:  J Neurophysiol       Date:  2004-12-29       Impact factor: 2.714

10.  Complementarity of spike- and rate-based dynamics of neural systems.

Authors:  M T Wilson; P A Robinson; B O'Neill; D A Steyn-Ross
Journal:  PLoS Comput Biol       Date:  2012-06-21       Impact factor: 4.475

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3.  Quantitative theory of deep brain stimulation of the subthalamic nucleus for the suppression of pathological rhythms in Parkinson's disease.

Authors:  Eli J Müller; Peter A Robinson
Journal:  PLoS Comput Biol       Date:  2018-05-29       Impact factor: 4.475

4.  Less Might Be More: Conduction Failure as a Factor Possibly Limiting the Efficacy of Higher Frequencies in rTMS Protocols.

Authors:  Islam Halawa; Amir Goldental; Yuichiro Shirota; Ido Kanter; Walter Paulus
Journal:  Front Neurosci       Date:  2018-05-28       Impact factor: 4.677

5.  Understanding the Effects of Repetitive Transcranial Magnetic Stimulation on Neuronal Circuits.

Authors:  Natalie A Matheson; Jon B H Shemmell; Dirk De Ridder; John N J Reynolds
Journal:  Front Neural Circuits       Date:  2016-08-23       Impact factor: 3.492

6.  The Dynamics of Neural Fields on Bounded Domains: An Interface Approach for Dirichlet Boundary Conditions.

Authors:  Aytül Gökçe; Daniele Avitabile; Stephen Coombes
Journal:  J Math Neurosci       Date:  2017-10-26       Impact factor: 1.300

  6 in total

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