Coordinated reset stimulation in a large-scale model of the STN-GPe circuit

Synchronization of populations of neurons is a hallmark of several brain diseases. Coordinated reset (CR) stimulation is a model-based stimulation technique which specifically counteracts abnormal synchrony by desynchronization. Electrical CR stimulation, e.g. for the treatment of Parkinson’s diseas...

Full description

Bibliographic Details
Main Authors: Martin eEbert, Christian eHauptmann, Peter eTass
Format: Article
Language:English
Published: Frontiers Media S.A. 2014-11-01
Series:Frontiers in Computational Neuroscience
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fncom.2014.00154/full
id doaj-13948506d0474e128036c71bf5916516
record_format Article
spelling doaj-13948506d0474e128036c71bf59165162020-11-25T00:14:23ZengFrontiers Media S.A.Frontiers in Computational Neuroscience1662-51882014-11-01810.3389/fncom.2014.00154104380Coordinated reset stimulation in a large-scale model of the STN-GPe circuitMartin eEbert0Christian eHauptmann1Peter eTass2Forschungszentrum Jülich GmbHForschungszentrum Jülich GmbHForschungszentrum Jülich GmbHSynchronization of populations of neurons is a hallmark of several brain diseases. Coordinated reset (CR) stimulation is a model-based stimulation technique which specifically counteracts abnormal synchrony by desynchronization. Electrical CR stimulation, e.g. for the treatment of Parkinson’s disease (PD), is administered via depth electrodes. In order to get a deeper understanding of this technique, we extended the top-down approach of previous studies and constructed a large-scale computational model of the respective brain areas. Furthermore, we took into account the spatial anatomical properties of the simulated brain structures and incor- porated a detailed numerical representation of 2·104 simulated neurons. We simulated the subthalamic nucleus (STN) and the globus pallidus externus (GPe). Connections within the STN were governed by spike-timing dependent plasticity (STDP). In this way, we modeled the physiological and pathological activity of the considered brain structures. In particular, we investigated how plasticity could be exploited and how the model could be shifted from strongly synchronized (pathological) activity to strongly desynchronized (healthy) activity of the neuronal populations via CR stimulation of the STN neurons. Furthermore, we investigated the impact of specific stimulation parameters especially the electrode position on the stimulation outcome. Our model provides a step forward towards a biophysically realistic model of the brain areas relevant to the emergence of pathological neuronal activity in PD. Furthermore, our model constitutes a test bench for the optimization of both stimulation parameters and novel electrode geometries for efficient CR stimulation.http://journal.frontiersin.org/Journal/10.3389/fncom.2014.00154/fullDeep Brain StimulationNeuromodulationElectrode designhigh-performance computingcoordinated reset stimulation
collection DOAJ
language English
format Article
sources DOAJ
author Martin eEbert
Christian eHauptmann
Peter eTass
spellingShingle Martin eEbert
Christian eHauptmann
Peter eTass
Coordinated reset stimulation in a large-scale model of the STN-GPe circuit
Frontiers in Computational Neuroscience
Deep Brain Stimulation
Neuromodulation
Electrode design
high-performance computing
coordinated reset stimulation
author_facet Martin eEbert
Christian eHauptmann
Peter eTass
author_sort Martin eEbert
title Coordinated reset stimulation in a large-scale model of the STN-GPe circuit
title_short Coordinated reset stimulation in a large-scale model of the STN-GPe circuit
title_full Coordinated reset stimulation in a large-scale model of the STN-GPe circuit
title_fullStr Coordinated reset stimulation in a large-scale model of the STN-GPe circuit
title_full_unstemmed Coordinated reset stimulation in a large-scale model of the STN-GPe circuit
title_sort coordinated reset stimulation in a large-scale model of the stn-gpe circuit
publisher Frontiers Media S.A.
series Frontiers in Computational Neuroscience
issn 1662-5188
publishDate 2014-11-01
description Synchronization of populations of neurons is a hallmark of several brain diseases. Coordinated reset (CR) stimulation is a model-based stimulation technique which specifically counteracts abnormal synchrony by desynchronization. Electrical CR stimulation, e.g. for the treatment of Parkinson’s disease (PD), is administered via depth electrodes. In order to get a deeper understanding of this technique, we extended the top-down approach of previous studies and constructed a large-scale computational model of the respective brain areas. Furthermore, we took into account the spatial anatomical properties of the simulated brain structures and incor- porated a detailed numerical representation of 2·104 simulated neurons. We simulated the subthalamic nucleus (STN) and the globus pallidus externus (GPe). Connections within the STN were governed by spike-timing dependent plasticity (STDP). In this way, we modeled the physiological and pathological activity of the considered brain structures. In particular, we investigated how plasticity could be exploited and how the model could be shifted from strongly synchronized (pathological) activity to strongly desynchronized (healthy) activity of the neuronal populations via CR stimulation of the STN neurons. Furthermore, we investigated the impact of specific stimulation parameters especially the electrode position on the stimulation outcome. Our model provides a step forward towards a biophysically realistic model of the brain areas relevant to the emergence of pathological neuronal activity in PD. Furthermore, our model constitutes a test bench for the optimization of both stimulation parameters and novel electrode geometries for efficient CR stimulation.
topic Deep Brain Stimulation
Neuromodulation
Electrode design
high-performance computing
coordinated reset stimulation
url http://journal.frontiersin.org/Journal/10.3389/fncom.2014.00154/full
work_keys_str_mv AT martineebert coordinatedresetstimulationinalargescalemodelofthestngpecircuit
AT christianehauptmann coordinatedresetstimulationinalargescalemodelofthestngpecircuit
AT peteretass coordinatedresetstimulationinalargescalemodelofthestngpecircuit
_version_ 1725390859418992640