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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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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