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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8508736 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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