A Computational Model of Loss of Dopaminergic Cells in Parkinson's Disease Due to Glutamate-Induced Excitotoxicity

Parkinson's disease (PD) is a neurodegenerative disease associated with progressive and inexorable loss of dopaminergic cells in Substantia Nigra pars compacta (SNc). Although many mechanisms have been suggested, a decisive root cause of this cell loss is unknown. A couple of the proposed mecha...

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Main Authors: Vignayanandam Ravindernath Muddapu, Alekhya Mandali, V. Srinivasa Chakravarthy, Srikanth Ramaswamy
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-02-01
Series:Frontiers in Neural Circuits
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fncir.2019.00011/full
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spelling doaj-5a7615fcb9ce4e82802dcb1e533edda32020-11-24T22:08:56ZengFrontiers Media S.A.Frontiers in Neural Circuits1662-51102019-02-011310.3389/fncir.2019.00011424911A Computational Model of Loss of Dopaminergic Cells in Parkinson's Disease Due to Glutamate-Induced ExcitotoxicityVignayanandam Ravindernath Muddapu0Alekhya Mandali1V. Srinivasa Chakravarthy2Srikanth Ramaswamy3Computational Neuroscience Lab, Department of Biotechnology, Bhupat and Jyoti Mehta School of Biosciences, IIT-Madras, Chennai, IndiaDepartment of Psychiatry, Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, United KingdomComputational Neuroscience Lab, Department of Biotechnology, Bhupat and Jyoti Mehta School of Biosciences, IIT-Madras, Chennai, IndiaBlue Brain Project, Brain and Mind Institute, EPFL, Geneva, SwitzerlandParkinson's disease (PD) is a neurodegenerative disease associated with progressive and inexorable loss of dopaminergic cells in Substantia Nigra pars compacta (SNc). Although many mechanisms have been suggested, a decisive root cause of this cell loss is unknown. A couple of the proposed mechanisms, however, show potential for the development of a novel line of PD therapeutics. One of these mechanisms is the peculiar metabolic vulnerability of SNc cells compared to other dopaminergic clusters; the other is the SubThalamic Nucleus (STN)-induced excitotoxicity in SNc. To investigate the latter hypothesis computationally, we developed a spiking neuron network-model of SNc-STN-GPe system. In the model, prolonged stimulation of SNc cells by an overactive STN leads to an increase in ‘stress' variable; when the stress in a SNc neuron exceeds a stress threshold, the neuron dies. The model shows that the interaction between SNc and STN involves a positive-feedback due to which, an initial loss of SNc cells that crosses a threshold causes a runaway-effect, leading to an inexorable loss of SNc cells, strongly resembling the process of neurodegeneration. The model further suggests a link between the two aforementioned mechanisms of SNc cell loss. Our simulation results show that the excitotoxic cause of SNc cell loss might initiate by weak-excitotoxicity mediated by energy deficit, followed by strong-excitotoxicity, mediated by a disinhibited STN. A variety of conventional therapies were simulated to test their efficacy in slowing down SNc cell loss. Among them, glutamate inhibition, dopamine restoration, subthalamotomy and deep brain stimulation showed superior neuroprotective-effects in the proposed model.https://www.frontiersin.org/article/10.3389/fncir.2019.00011/fullParkinson's diseaseexcitotoxicitydeep brain stimulationIzhikevich neuron modelSubstantia Nigra pars compactaSubThalamic Nucleus
collection DOAJ
language English
format Article
sources DOAJ
author Vignayanandam Ravindernath Muddapu
Alekhya Mandali
V. Srinivasa Chakravarthy
Srikanth Ramaswamy
spellingShingle Vignayanandam Ravindernath Muddapu
Alekhya Mandali
V. Srinivasa Chakravarthy
Srikanth Ramaswamy
A Computational Model of Loss of Dopaminergic Cells in Parkinson's Disease Due to Glutamate-Induced Excitotoxicity
Frontiers in Neural Circuits
Parkinson's disease
excitotoxicity
deep brain stimulation
Izhikevich neuron model
Substantia Nigra pars compacta
SubThalamic Nucleus
author_facet Vignayanandam Ravindernath Muddapu
Alekhya Mandali
V. Srinivasa Chakravarthy
Srikanth Ramaswamy
author_sort Vignayanandam Ravindernath Muddapu
title A Computational Model of Loss of Dopaminergic Cells in Parkinson's Disease Due to Glutamate-Induced Excitotoxicity
title_short A Computational Model of Loss of Dopaminergic Cells in Parkinson's Disease Due to Glutamate-Induced Excitotoxicity
title_full A Computational Model of Loss of Dopaminergic Cells in Parkinson's Disease Due to Glutamate-Induced Excitotoxicity
title_fullStr A Computational Model of Loss of Dopaminergic Cells in Parkinson's Disease Due to Glutamate-Induced Excitotoxicity
title_full_unstemmed A Computational Model of Loss of Dopaminergic Cells in Parkinson's Disease Due to Glutamate-Induced Excitotoxicity
title_sort computational model of loss of dopaminergic cells in parkinson's disease due to glutamate-induced excitotoxicity
publisher Frontiers Media S.A.
series Frontiers in Neural Circuits
issn 1662-5110
publishDate 2019-02-01
description Parkinson's disease (PD) is a neurodegenerative disease associated with progressive and inexorable loss of dopaminergic cells in Substantia Nigra pars compacta (SNc). Although many mechanisms have been suggested, a decisive root cause of this cell loss is unknown. A couple of the proposed mechanisms, however, show potential for the development of a novel line of PD therapeutics. One of these mechanisms is the peculiar metabolic vulnerability of SNc cells compared to other dopaminergic clusters; the other is the SubThalamic Nucleus (STN)-induced excitotoxicity in SNc. To investigate the latter hypothesis computationally, we developed a spiking neuron network-model of SNc-STN-GPe system. In the model, prolonged stimulation of SNc cells by an overactive STN leads to an increase in ‘stress' variable; when the stress in a SNc neuron exceeds a stress threshold, the neuron dies. The model shows that the interaction between SNc and STN involves a positive-feedback due to which, an initial loss of SNc cells that crosses a threshold causes a runaway-effect, leading to an inexorable loss of SNc cells, strongly resembling the process of neurodegeneration. The model further suggests a link between the two aforementioned mechanisms of SNc cell loss. Our simulation results show that the excitotoxic cause of SNc cell loss might initiate by weak-excitotoxicity mediated by energy deficit, followed by strong-excitotoxicity, mediated by a disinhibited STN. A variety of conventional therapies were simulated to test their efficacy in slowing down SNc cell loss. Among them, glutamate inhibition, dopamine restoration, subthalamotomy and deep brain stimulation showed superior neuroprotective-effects in the proposed model.
topic Parkinson's disease
excitotoxicity
deep brain stimulation
Izhikevich neuron model
Substantia Nigra pars compacta
SubThalamic Nucleus
url https://www.frontiersin.org/article/10.3389/fncir.2019.00011/full
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