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Computational singular perturbation analysis of brain lactate metabolism

Lactate in the brain is considered an important fuel and signalling molecule for neuronal activity, especially during neuronal activation. Whether lactate is shuttled from astrocytes to neurons or from neurons to astrocytes leads to the contradictory Astrocyte to Neuron Lactate Shuttle (ANLS) or Neu...

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Autores principales: Patsatzis, Dimitris G., Tingas, Efstathios-Al., Goussis, Dimitris A., Sarathy, S. Mani
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6917278/
https://www.ncbi.nlm.nih.gov/pubmed/31846455
http://dx.doi.org/10.1371/journal.pone.0226094
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author Patsatzis, Dimitris G.
Tingas, Efstathios-Al.
Goussis, Dimitris A.
Sarathy, S. Mani
author_facet Patsatzis, Dimitris G.
Tingas, Efstathios-Al.
Goussis, Dimitris A.
Sarathy, S. Mani
author_sort Patsatzis, Dimitris G.
collection PubMed
description Lactate in the brain is considered an important fuel and signalling molecule for neuronal activity, especially during neuronal activation. Whether lactate is shuttled from astrocytes to neurons or from neurons to astrocytes leads to the contradictory Astrocyte to Neuron Lactate Shuttle (ANLS) or Neuron to Astrocyte Lactate Shuttle (NALS) hypotheses, both of which are supported by extensive, but indirect, experimental evidence. This work explores the conditions favouring development of ANLS or NALS phenomenon on the basis of a model that can simulate both by employing the two parameter sets proposed by Simpson et al. (J Cereb. Blood Flow Metab., 27:1766, 2007) and Mangia et al. (J of Neurochemistry, 109:55, 2009). As most mathematical models governing brain metabolism processes, this model is multi-scale in character due to the wide range of time scales characterizing its dynamics. Therefore, we utilize the Computational Singular Perturbation (CSP) algorithm, which has been used extensively in multi-scale systems of reactive flows and biological systems, to identify components of the system that (i) generate the characteristic time scale and the fast/slow dynamics, (ii) participate to the expressions that approximate the surfaces of equilibria that develop in phase space and (iii) control the evolution of the process within the established surfaces of equilibria. It is shown that a decisive factor on whether the ANLS or NALS configuration will develop during neuronal activation is whether the lactate transport between astrocytes and interstitium contributes to the fast dynamics or not. When it does, lactate is mainly generated in astrocytes and the ANLS hypothesis is realised, while when it doesn’t, lactate is mainly generated in neurons and the NALS hypothesis is realised. This scenario was tested in exercise conditions.
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spelling pubmed-69172782019-12-27 Computational singular perturbation analysis of brain lactate metabolism Patsatzis, Dimitris G. Tingas, Efstathios-Al. Goussis, Dimitris A. Sarathy, S. Mani PLoS One Research Article Lactate in the brain is considered an important fuel and signalling molecule for neuronal activity, especially during neuronal activation. Whether lactate is shuttled from astrocytes to neurons or from neurons to astrocytes leads to the contradictory Astrocyte to Neuron Lactate Shuttle (ANLS) or Neuron to Astrocyte Lactate Shuttle (NALS) hypotheses, both of which are supported by extensive, but indirect, experimental evidence. This work explores the conditions favouring development of ANLS or NALS phenomenon on the basis of a model that can simulate both by employing the two parameter sets proposed by Simpson et al. (J Cereb. Blood Flow Metab., 27:1766, 2007) and Mangia et al. (J of Neurochemistry, 109:55, 2009). As most mathematical models governing brain metabolism processes, this model is multi-scale in character due to the wide range of time scales characterizing its dynamics. Therefore, we utilize the Computational Singular Perturbation (CSP) algorithm, which has been used extensively in multi-scale systems of reactive flows and biological systems, to identify components of the system that (i) generate the characteristic time scale and the fast/slow dynamics, (ii) participate to the expressions that approximate the surfaces of equilibria that develop in phase space and (iii) control the evolution of the process within the established surfaces of equilibria. It is shown that a decisive factor on whether the ANLS or NALS configuration will develop during neuronal activation is whether the lactate transport between astrocytes and interstitium contributes to the fast dynamics or not. When it does, lactate is mainly generated in astrocytes and the ANLS hypothesis is realised, while when it doesn’t, lactate is mainly generated in neurons and the NALS hypothesis is realised. This scenario was tested in exercise conditions. Public Library of Science 2019-12-17 /pmc/articles/PMC6917278/ /pubmed/31846455 http://dx.doi.org/10.1371/journal.pone.0226094 Text en © 2019 Patsatzis et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Patsatzis, Dimitris G.
Tingas, Efstathios-Al.
Goussis, Dimitris A.
Sarathy, S. Mani
Computational singular perturbation analysis of brain lactate metabolism
title Computational singular perturbation analysis of brain lactate metabolism
title_full Computational singular perturbation analysis of brain lactate metabolism
title_fullStr Computational singular perturbation analysis of brain lactate metabolism
title_full_unstemmed Computational singular perturbation analysis of brain lactate metabolism
title_short Computational singular perturbation analysis of brain lactate metabolism
title_sort computational singular perturbation analysis of brain lactate metabolism
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6917278/
https://www.ncbi.nlm.nih.gov/pubmed/31846455
http://dx.doi.org/10.1371/journal.pone.0226094
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