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Modelling the effects of glucagon during glucose tolerance testing

BACKGROUND: Glucose tolerance testing is a tool used to estimate glucose effectiveness and insulin sensitivity in diabetic patients. The importance of such tests has prompted the development and utilisation of mathematical models that describe glucose kinetics as a function of insulin activity. The...

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Autores principales: Kelly, Ross A., Fitches, Molly J., Webb, Steven D., Pop, S. R., Chidlow, Stewart J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6907263/
https://www.ncbi.nlm.nih.gov/pubmed/31829209
http://dx.doi.org/10.1186/s12976-019-0115-3
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author Kelly, Ross A.
Fitches, Molly J.
Webb, Steven D.
Pop, S. R.
Chidlow, Stewart J.
author_facet Kelly, Ross A.
Fitches, Molly J.
Webb, Steven D.
Pop, S. R.
Chidlow, Stewart J.
author_sort Kelly, Ross A.
collection PubMed
description BACKGROUND: Glucose tolerance testing is a tool used to estimate glucose effectiveness and insulin sensitivity in diabetic patients. The importance of such tests has prompted the development and utilisation of mathematical models that describe glucose kinetics as a function of insulin activity. The hormone glucagon, also plays a fundamental role in systemic plasma glucose regulation and is secreted reciprocally to insulin, stimulating catabolic glucose utilisation. However, regulation of glucagon secretion by α-cells is impaired in type-1 and type-2 diabetes through pancreatic islet dysfunction. Despite this, inclusion of glucagon activity when modelling the glucose kinetics during glucose tolerance testing is often overlooked. This study presents two mathematical models of a glucose tolerance test that incorporate glucose-insulin-glucagon dynamics. The first model describes a non-linear relationship between glucagon and glucose, whereas the second model assumes a linear relationship. RESULTS: Both models are validated against insulin-modified and glucose infusion intravenous glucose tolerance test (IVGTT) data, as well as insulin infusion data, and are capable of estimating patient glucose effectiveness (s(G)) and insulin sensitivity (s(I)). Inclusion of glucagon dynamics proves to provide a more detailed representation of the metabolic portrait, enabling estimation of two new diagnostic parameters: glucagon effectiveness (s(E)) and glucagon sensitivity (δ). CONCLUSIONS: The models are used to investigate how different degrees of pax‘tient glucagon sensitivity and effectiveness affect the concentration of blood glucose and plasma glucagon during IVGTT and insulin infusion tests, providing a platform from which the role of glucagon dynamics during a glucose tolerance test may be investigated and predicted.
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spelling pubmed-69072632019-12-20 Modelling the effects of glucagon during glucose tolerance testing Kelly, Ross A. Fitches, Molly J. Webb, Steven D. Pop, S. R. Chidlow, Stewart J. Theor Biol Med Model Research BACKGROUND: Glucose tolerance testing is a tool used to estimate glucose effectiveness and insulin sensitivity in diabetic patients. The importance of such tests has prompted the development and utilisation of mathematical models that describe glucose kinetics as a function of insulin activity. The hormone glucagon, also plays a fundamental role in systemic plasma glucose regulation and is secreted reciprocally to insulin, stimulating catabolic glucose utilisation. However, regulation of glucagon secretion by α-cells is impaired in type-1 and type-2 diabetes through pancreatic islet dysfunction. Despite this, inclusion of glucagon activity when modelling the glucose kinetics during glucose tolerance testing is often overlooked. This study presents two mathematical models of a glucose tolerance test that incorporate glucose-insulin-glucagon dynamics. The first model describes a non-linear relationship between glucagon and glucose, whereas the second model assumes a linear relationship. RESULTS: Both models are validated against insulin-modified and glucose infusion intravenous glucose tolerance test (IVGTT) data, as well as insulin infusion data, and are capable of estimating patient glucose effectiveness (s(G)) and insulin sensitivity (s(I)). Inclusion of glucagon dynamics proves to provide a more detailed representation of the metabolic portrait, enabling estimation of two new diagnostic parameters: glucagon effectiveness (s(E)) and glucagon sensitivity (δ). CONCLUSIONS: The models are used to investigate how different degrees of pax‘tient glucagon sensitivity and effectiveness affect the concentration of blood glucose and plasma glucagon during IVGTT and insulin infusion tests, providing a platform from which the role of glucagon dynamics during a glucose tolerance test may be investigated and predicted. BioMed Central 2019-12-12 /pmc/articles/PMC6907263/ /pubmed/31829209 http://dx.doi.org/10.1186/s12976-019-0115-3 Text en © The Author(s) 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Kelly, Ross A.
Fitches, Molly J.
Webb, Steven D.
Pop, S. R.
Chidlow, Stewart J.
Modelling the effects of glucagon during glucose tolerance testing
title Modelling the effects of glucagon during glucose tolerance testing
title_full Modelling the effects of glucagon during glucose tolerance testing
title_fullStr Modelling the effects of glucagon during glucose tolerance testing
title_full_unstemmed Modelling the effects of glucagon during glucose tolerance testing
title_short Modelling the effects of glucagon during glucose tolerance testing
title_sort modelling the effects of glucagon during glucose tolerance testing
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6907263/
https://www.ncbi.nlm.nih.gov/pubmed/31829209
http://dx.doi.org/10.1186/s12976-019-0115-3
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