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A Modular Mathematical Model of Exercise-Induced Changes in Metabolism, Signaling, and Gene Expression in Human Skeletal Muscle

Skeletal muscle is the principal contributor to exercise-induced changes in human metabolism. Strikingly, although it has been demonstrated that a lot of metabolites accumulating in blood and human skeletal muscle during an exercise activate different signaling pathways and induce the expression of...

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Autores principales: Akberdin, Ilya R., Kiselev, Ilya N., Pintus, Sergey S., Sharipov, Ruslan N., Vertyshev, Alexander Yu, Vinogradova, Olga L., Popov, Daniil V., Kolpakov, Fedor A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8508736/
https://www.ncbi.nlm.nih.gov/pubmed/34638694
http://dx.doi.org/10.3390/ijms221910353
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author Akberdin, Ilya R.
Kiselev, Ilya N.
Pintus, Sergey S.
Sharipov, Ruslan N.
Vertyshev, Alexander Yu
Vinogradova, Olga L.
Popov, Daniil V.
Kolpakov, Fedor A.
author_facet Akberdin, Ilya R.
Kiselev, Ilya N.
Pintus, Sergey S.
Sharipov, Ruslan N.
Vertyshev, Alexander Yu
Vinogradova, Olga L.
Popov, Daniil V.
Kolpakov, Fedor A.
author_sort Akberdin, Ilya R.
collection PubMed
description Skeletal muscle is the principal contributor to exercise-induced changes in human metabolism. Strikingly, although it has been demonstrated that a lot of metabolites accumulating in blood and human skeletal muscle during an exercise activate different signaling pathways and induce the expression of many genes in working muscle fibres, the systematic understanding of signaling–metabolic pathway interrelations with downstream genetic regulation in the skeletal muscle is still elusive. Herein, a physiologically based computational model of skeletal muscle comprising energy metabolism, Ca(2+), and AMPK (AMP-dependent protein kinase) signaling pathways and the expression regulation of genes with early and delayed responses was developed based on a modular modeling approach and included 171 differential equations and more than 640 parameters. The integrated modular model validated on diverse including original experimental data and different exercise modes provides a comprehensive in silico platform in order to decipher and track cause–effect relationships between metabolic, signaling, and gene expression levels in skeletal muscle.
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spelling pubmed-85087362021-10-13 A Modular Mathematical Model of Exercise-Induced Changes in Metabolism, Signaling, and Gene Expression in Human Skeletal Muscle Akberdin, Ilya R. Kiselev, Ilya N. Pintus, Sergey S. Sharipov, Ruslan N. Vertyshev, Alexander Yu Vinogradova, Olga L. Popov, Daniil V. Kolpakov, Fedor A. Int J Mol Sci Article Skeletal muscle is the principal contributor to exercise-induced changes in human metabolism. Strikingly, although it has been demonstrated that a lot of metabolites accumulating in blood and human skeletal muscle during an exercise activate different signaling pathways and induce the expression of many genes in working muscle fibres, the systematic understanding of signaling–metabolic pathway interrelations with downstream genetic regulation in the skeletal muscle is still elusive. Herein, a physiologically based computational model of skeletal muscle comprising energy metabolism, Ca(2+), and AMPK (AMP-dependent protein kinase) signaling pathways and the expression regulation of genes with early and delayed responses was developed based on a modular modeling approach and included 171 differential equations and more than 640 parameters. The integrated modular model validated on diverse including original experimental data and different exercise modes provides a comprehensive in silico platform in order to decipher and track cause–effect relationships between metabolic, signaling, and gene expression levels in skeletal muscle. MDPI 2021-09-26 /pmc/articles/PMC8508736/ /pubmed/34638694 http://dx.doi.org/10.3390/ijms221910353 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Akberdin, Ilya R.
Kiselev, Ilya N.
Pintus, Sergey S.
Sharipov, Ruslan N.
Vertyshev, Alexander Yu
Vinogradova, Olga L.
Popov, Daniil V.
Kolpakov, Fedor A.
A Modular Mathematical Model of Exercise-Induced Changes in Metabolism, Signaling, and Gene Expression in Human Skeletal Muscle
title A Modular Mathematical Model of Exercise-Induced Changes in Metabolism, Signaling, and Gene Expression in Human Skeletal Muscle
title_full A Modular Mathematical Model of Exercise-Induced Changes in Metabolism, Signaling, and Gene Expression in Human Skeletal Muscle
title_fullStr A Modular Mathematical Model of Exercise-Induced Changes in Metabolism, Signaling, and Gene Expression in Human Skeletal Muscle
title_full_unstemmed A Modular Mathematical Model of Exercise-Induced Changes in Metabolism, Signaling, and Gene Expression in Human Skeletal Muscle
title_short A Modular Mathematical Model of Exercise-Induced Changes in Metabolism, Signaling, and Gene Expression in Human Skeletal Muscle
title_sort modular mathematical model of exercise-induced changes in metabolism, signaling, and gene expression in human skeletal muscle
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8508736/
https://www.ncbi.nlm.nih.gov/pubmed/34638694
http://dx.doi.org/10.3390/ijms221910353
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