Cargando…

In Silico Model-driven Assessment of the Effects of Brain-derived Neurotrophic Factor Deficiency on Glutamate and Gamma-Aminobutyric Acid: Implications for Understanding Schizophrenia Pathophysiology

OBJECTIVE: Deficient brain-derived neurotrophic factor (BDNF) is one of the important mechanisms underlying the neuroplasticity abnormalities in schizophrenia. Aberration in BDNF signaling pathways directly or circuitously influences neurotransmitters like glutamate and gamma-aminobutyric acid (GABA...

Descripción completa

Detalles Bibliográficos
Autores principales: Agrawal, Rimjhim, Kalmady, Sunil Vasu, Venkatasubramanian, Ganesan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korean College of Neuropsychopharmacology 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5426484/
https://www.ncbi.nlm.nih.gov/pubmed/28449558
http://dx.doi.org/10.9758/cpn.2017.15.2.115
_version_ 1783235486938038272
author Agrawal, Rimjhim
Kalmady, Sunil Vasu
Venkatasubramanian, Ganesan
author_facet Agrawal, Rimjhim
Kalmady, Sunil Vasu
Venkatasubramanian, Ganesan
author_sort Agrawal, Rimjhim
collection PubMed
description OBJECTIVE: Deficient brain-derived neurotrophic factor (BDNF) is one of the important mechanisms underlying the neuroplasticity abnormalities in schizophrenia. Aberration in BDNF signaling pathways directly or circuitously influences neurotransmitters like glutamate and gamma-aminobutyric acid (GABA). For the first time, this study attempts to construct and simulate the BDNF-neurotransmitter network in order to assess the effects of BDNF deficiency on glutamate and GABA. METHODS: Using CellDesigner, we modeled BDNF interactions with calcium influx via N-methyl-D-aspartate receptor (NMDAR)-Calmodulin activation; synthesis of GABA via cell cycle regulators protein kinase B, glycogen synthase kinase and β-catenin; transportation of glutamate and GABA. Steady state stability, perturbation time-course simulation and sensitivity analysis were performed in COPASI after assigning the kinetic functions, optimizing the unknown parameters using random search and genetic algorithm. RESULTS: Study observations suggest that increased glutamate in hippocampus, similar to that seen in schizophrenia, could potentially be contributed by indirect pathway originated from BDNF. Deficient BDNF could suppress Glutamate decarboxylase 67-mediated GABA synthesis. Further, deficient BDNF corresponded to impaired transport via vesicular glutamate transporter, thereby further increasing the intracellular glutamate in GABAergic and glutamatergic cells. BDNF also altered calcium dependent neuroplasticity via NMDAR modulation. Sensitivity analysis showed that Calmodulin, cAMP response element-binding protein (CREB) and CREB regulated transcription coactivator-1 played significant role in this network. CONCLUSION: The study presents in silico quantitative model of biochemical network constituting the key signaling molecules implicated in schizophrenia pathogenesis. It provides mechanistic insights into putative contribution of deficient BNDF towards alterations in neurotransmitters and neuroplasticity that are consistent with current understanding of the disorder.
format Online
Article
Text
id pubmed-5426484
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Korean College of Neuropsychopharmacology
record_format MEDLINE/PubMed
spelling pubmed-54264842017-05-12 In Silico Model-driven Assessment of the Effects of Brain-derived Neurotrophic Factor Deficiency on Glutamate and Gamma-Aminobutyric Acid: Implications for Understanding Schizophrenia Pathophysiology Agrawal, Rimjhim Kalmady, Sunil Vasu Venkatasubramanian, Ganesan Clin Psychopharmacol Neurosci Original Article OBJECTIVE: Deficient brain-derived neurotrophic factor (BDNF) is one of the important mechanisms underlying the neuroplasticity abnormalities in schizophrenia. Aberration in BDNF signaling pathways directly or circuitously influences neurotransmitters like glutamate and gamma-aminobutyric acid (GABA). For the first time, this study attempts to construct and simulate the BDNF-neurotransmitter network in order to assess the effects of BDNF deficiency on glutamate and GABA. METHODS: Using CellDesigner, we modeled BDNF interactions with calcium influx via N-methyl-D-aspartate receptor (NMDAR)-Calmodulin activation; synthesis of GABA via cell cycle regulators protein kinase B, glycogen synthase kinase and β-catenin; transportation of glutamate and GABA. Steady state stability, perturbation time-course simulation and sensitivity analysis were performed in COPASI after assigning the kinetic functions, optimizing the unknown parameters using random search and genetic algorithm. RESULTS: Study observations suggest that increased glutamate in hippocampus, similar to that seen in schizophrenia, could potentially be contributed by indirect pathway originated from BDNF. Deficient BDNF could suppress Glutamate decarboxylase 67-mediated GABA synthesis. Further, deficient BDNF corresponded to impaired transport via vesicular glutamate transporter, thereby further increasing the intracellular glutamate in GABAergic and glutamatergic cells. BDNF also altered calcium dependent neuroplasticity via NMDAR modulation. Sensitivity analysis showed that Calmodulin, cAMP response element-binding protein (CREB) and CREB regulated transcription coactivator-1 played significant role in this network. CONCLUSION: The study presents in silico quantitative model of biochemical network constituting the key signaling molecules implicated in schizophrenia pathogenesis. It provides mechanistic insights into putative contribution of deficient BNDF towards alterations in neurotransmitters and neuroplasticity that are consistent with current understanding of the disorder. Korean College of Neuropsychopharmacology 2017-05 2017-05-31 /pmc/articles/PMC5426484/ /pubmed/28449558 http://dx.doi.org/10.9758/cpn.2017.15.2.115 Text en Copyright © 2017, Korean College of Neuropsychopharmacology This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Agrawal, Rimjhim
Kalmady, Sunil Vasu
Venkatasubramanian, Ganesan
In Silico Model-driven Assessment of the Effects of Brain-derived Neurotrophic Factor Deficiency on Glutamate and Gamma-Aminobutyric Acid: Implications for Understanding Schizophrenia Pathophysiology
title In Silico Model-driven Assessment of the Effects of Brain-derived Neurotrophic Factor Deficiency on Glutamate and Gamma-Aminobutyric Acid: Implications for Understanding Schizophrenia Pathophysiology
title_full In Silico Model-driven Assessment of the Effects of Brain-derived Neurotrophic Factor Deficiency on Glutamate and Gamma-Aminobutyric Acid: Implications for Understanding Schizophrenia Pathophysiology
title_fullStr In Silico Model-driven Assessment of the Effects of Brain-derived Neurotrophic Factor Deficiency on Glutamate and Gamma-Aminobutyric Acid: Implications for Understanding Schizophrenia Pathophysiology
title_full_unstemmed In Silico Model-driven Assessment of the Effects of Brain-derived Neurotrophic Factor Deficiency on Glutamate and Gamma-Aminobutyric Acid: Implications for Understanding Schizophrenia Pathophysiology
title_short In Silico Model-driven Assessment of the Effects of Brain-derived Neurotrophic Factor Deficiency on Glutamate and Gamma-Aminobutyric Acid: Implications for Understanding Schizophrenia Pathophysiology
title_sort in silico model-driven assessment of the effects of brain-derived neurotrophic factor deficiency on glutamate and gamma-aminobutyric acid: implications for understanding schizophrenia pathophysiology
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5426484/
https://www.ncbi.nlm.nih.gov/pubmed/28449558
http://dx.doi.org/10.9758/cpn.2017.15.2.115
work_keys_str_mv AT agrawalrimjhim insilicomodeldrivenassessmentoftheeffectsofbrainderivedneurotrophicfactordeficiencyonglutamateandgammaaminobutyricacidimplicationsforunderstandingschizophreniapathophysiology
AT kalmadysunilvasu insilicomodeldrivenassessmentoftheeffectsofbrainderivedneurotrophicfactordeficiencyonglutamateandgammaaminobutyricacidimplicationsforunderstandingschizophreniapathophysiology
AT venkatasubramanianganesan insilicomodeldrivenassessmentoftheeffectsofbrainderivedneurotrophicfactordeficiencyonglutamateandgammaaminobutyricacidimplicationsforunderstandingschizophreniapathophysiology