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A system model of the effects of exercise on plasma Interleukin-6 dynamics in healthy individuals: Role of skeletal muscle and adipose tissue
Interleukin-6 (IL-6) has been recently shown to play a central role in glucose homeostasis, since it stimulates the production and secretion of Glucagon-like Peptide-1 (GLP-1) from intestinal L-cells and pancreas, leading to an enhanced insulin response. In resting conditions, IL-6 is mainly produce...
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Published in: | PloS one 2017-07, Vol.12 (7), p.e0181224-e0181224 |
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description | Interleukin-6 (IL-6) has been recently shown to play a central role in glucose homeostasis, since it stimulates the production and secretion of Glucagon-like Peptide-1 (GLP-1) from intestinal L-cells and pancreas, leading to an enhanced insulin response. In resting conditions, IL-6 is mainly produced by the adipose tissue whereas, during exercise, skeletal muscle contractions stimulate a marked IL-6 secretion as well. Available mathematical models describing the effects of exercise on glucose homeostasis, however, do not account for this IL-6 contribution. This study aimed at developing and validating a system model of exercise's effects on plasma IL-6 dynamics in healthy humans, combining the contributions of both adipose tissue and skeletal muscle. A two-compartment description was adopted to model plasma IL-6 changes in response to oxygen uptake's variation during an exercise bout. The free parameters of the model were estimated by means of a cross-validation procedure performed on four different datasets. A low coefficient of variation ( |
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In resting conditions, IL-6 is mainly produced by the adipose tissue whereas, during exercise, skeletal muscle contractions stimulate a marked IL-6 secretion as well. Available mathematical models describing the effects of exercise on glucose homeostasis, however, do not account for this IL-6 contribution. This study aimed at developing and validating a system model of exercise's effects on plasma IL-6 dynamics in healthy humans, combining the contributions of both adipose tissue and skeletal muscle. A two-compartment description was adopted to model plasma IL-6 changes in response to oxygen uptake's variation during an exercise bout. The free parameters of the model were estimated by means of a cross-validation procedure performed on four different datasets. A low coefficient of variation (<10%) was found for each parameter and the physiologically meaningful parameters were all consistent with literature data. Moreover, plasma IL-6 dynamics during exercise and post-exercise were consistent with literature data from exercise protocols differing in intensity, duration and modality. The model successfully emulated the physiological effects of exercise on plasma IL-6 levels and provided a reliable description of the role of skeletal muscle and adipose tissue on the dynamics of plasma IL-6. The system model here proposed is suitable to simulate IL-6 response to different exercise modalities. Its future integration with existing models of GLP-1-induced insulin secretion might provide a more reliable description of exercise's effects on glucose homeostasis and hence support the definition of more tailored interventions for the treatment of type 2 diabetes.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0181224</identifier><identifier>PMID: 28704555</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Adipose tissue ; Adipose Tissue - metabolism ; Biology and Life Sciences ; Body fat ; Calculus ; Coefficient of variation ; Computer simulation ; Councils ; Cytokines ; Diabetes ; Diabetes mellitus ; Dynamics ; Exercise ; Exercise intensity ; Glucagon ; Glucagon-like peptide 1 ; Glucose ; Health aspects ; Homeostasis ; Humans ; Inflammation ; Insulin ; Insulin resistance ; Insulin secretion ; Integration ; Interleukin ; Interleukin 6 ; Interleukin-6 - blood ; Intestine ; Mathematical models ; Medicine and Health Sciences ; Metabolism ; Metabolites ; Models, Biological ; Muscle, Skeletal - metabolism ; Muscle, Skeletal - physiology ; Musculoskeletal system ; Ordinary differential equations ; Oxygen ; Oxygen Consumption ; Oxygen uptake ; Pancreas ; Parameter estimation ; Physical Sciences ; Physiological effects ; Plasmas (physics) ; Skeletal muscle</subject><ispartof>PloS one, 2017-07, Vol.12 (7), p.e0181224-e0181224</ispartof><rights>COPYRIGHT 2017 Public Library of Science</rights><rights>2017 Morettini et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. 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Its future integration with existing models of GLP-1-induced insulin secretion might provide a more reliable description of exercise's effects on glucose homeostasis and hence support the definition of more tailored interventions for the treatment of type 2 diabetes.</description><subject>Adipose tissue</subject><subject>Adipose Tissue - metabolism</subject><subject>Biology and Life Sciences</subject><subject>Body fat</subject><subject>Calculus</subject><subject>Coefficient of variation</subject><subject>Computer simulation</subject><subject>Councils</subject><subject>Cytokines</subject><subject>Diabetes</subject><subject>Diabetes mellitus</subject><subject>Dynamics</subject><subject>Exercise</subject><subject>Exercise intensity</subject><subject>Glucagon</subject><subject>Glucagon-like peptide 1</subject><subject>Glucose</subject><subject>Health aspects</subject><subject>Homeostasis</subject><subject>Humans</subject><subject>Inflammation</subject><subject>Insulin</subject><subject>Insulin resistance</subject><subject>Insulin secretion</subject><subject>Integration</subject><subject>Interleukin</subject><subject>Interleukin 6</subject><subject>Interleukin-6 - 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In resting conditions, IL-6 is mainly produced by the adipose tissue whereas, during exercise, skeletal muscle contractions stimulate a marked IL-6 secretion as well. Available mathematical models describing the effects of exercise on glucose homeostasis, however, do not account for this IL-6 contribution. This study aimed at developing and validating a system model of exercise's effects on plasma IL-6 dynamics in healthy humans, combining the contributions of both adipose tissue and skeletal muscle. A two-compartment description was adopted to model plasma IL-6 changes in response to oxygen uptake's variation during an exercise bout. The free parameters of the model were estimated by means of a cross-validation procedure performed on four different datasets. A low coefficient of variation (<10%) was found for each parameter and the physiologically meaningful parameters were all consistent with literature data. Moreover, plasma IL-6 dynamics during exercise and post-exercise were consistent with literature data from exercise protocols differing in intensity, duration and modality. The model successfully emulated the physiological effects of exercise on plasma IL-6 levels and provided a reliable description of the role of skeletal muscle and adipose tissue on the dynamics of plasma IL-6. The system model here proposed is suitable to simulate IL-6 response to different exercise modalities. Its future integration with existing models of GLP-1-induced insulin secretion might provide a more reliable description of exercise's effects on glucose homeostasis and hence support the definition of more tailored interventions for the treatment of type 2 diabetes.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>28704555</pmid><doi>10.1371/journal.pone.0181224</doi><tpages>e0181224</tpages><orcidid>https://orcid.org/0000-0002-8327-8379</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adipose tissue Adipose Tissue - metabolism Biology and Life Sciences Body fat Calculus Coefficient of variation Computer simulation Councils Cytokines Diabetes Diabetes mellitus Dynamics Exercise Exercise intensity Glucagon Glucagon-like peptide 1 Glucose Health aspects Homeostasis Humans Inflammation Insulin Insulin resistance Insulin secretion Integration Interleukin Interleukin 6 Interleukin-6 - blood Intestine Mathematical models Medicine and Health Sciences Metabolism Metabolites Models, Biological Muscle, Skeletal - metabolism Muscle, Skeletal - physiology Musculoskeletal system Ordinary differential equations Oxygen Oxygen Consumption Oxygen uptake Pancreas Parameter estimation Physical Sciences Physiological effects Plasmas (physics) Skeletal muscle |
title | A system model of the effects of exercise on plasma Interleukin-6 dynamics in healthy individuals: Role of skeletal muscle and adipose tissue |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-27T01%3A13%3A40IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-gale_plos_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=A%20system%20model%20of%20the%20effects%20of%20exercise%20on%20plasma%20Interleukin-6%20dynamics%20in%20healthy%20individuals:%20Role%20of%20skeletal%20muscle%20and%20adipose%20tissue&rft.jtitle=PloS%20one&rft.au=Morettini,%20Micaela&rft.date=2017-07-12&rft.volume=12&rft.issue=7&rft.spage=e0181224&rft.epage=e0181224&rft.pages=e0181224-e0181224&rft.issn=1932-6203&rft.eissn=1932-6203&rft_id=info:doi/10.1371/journal.pone.0181224&rft_dat=%3Cgale_plos_%3EA498361202%3C/gale_plos_%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c692t-de0cebacb6d64fa2699a0974b1dc340af3fbdf2c033b90fab898a2bed0cb60583%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=1919496310&rft_id=info:pmid/28704555&rft_galeid=A498361202&rfr_iscdi=true |