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Modelling System of Two Insulin-Glucose Delays to Achieve the Dynamics of Glucose Changes

BACKGROUND: Due to the increased prevalence of diabetes and the irreparable complications of this disease, it is important to measure and monitor the blood glucose levels of diabetic patients. The only way to treat type 1 diabetes is monitoring insulin, and in this type of diabetes, insulin should b...

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Autores principales: Vosoughi, Reza, Sadeghi Goghari, Zohreh, Jafari, Amir Homayoun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Shiraz University of Medical Sciences 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8995762/
https://www.ncbi.nlm.nih.gov/pubmed/35433515
http://dx.doi.org/10.31661/jbpe.v0i0.1207
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author Vosoughi, Reza
Sadeghi Goghari, Zohreh
Jafari, Amir Homayoun
author_facet Vosoughi, Reza
Sadeghi Goghari, Zohreh
Jafari, Amir Homayoun
author_sort Vosoughi, Reza
collection PubMed
description BACKGROUND: Due to the increased prevalence of diabetes and the irreparable complications of this disease, it is important to measure and monitor the blood glucose levels of diabetic patients. The only way to treat type 1 diabetes is monitoring insulin, and in this type of diabetes, insulin should be injected into the body in order to reduce the patient’s blood glucose as prescribed by the physician at certain times. In addition, the only way to treat type 2 diabetes is through diet and exercise daily. OBJECTIVE: We aim to use an ordinary differential equation model with two-delays to control the rate of changes in blood glucose levels throughout the day, based on the amount of food that the person consumes. MATERIAL AND METHODS: In this analytical study, we extended an ODE model which is parameterized by data collected in this study to capture dynamics of glucose and insulin. We used global sensitivity analysis method to assess model robustness with respect to parameter perturbations. RESULTS: Our results have shown that utilizing the dynamics of changes in blood glucose levels throughout the day can be used to prevent hypoglycemia and hyperglycemic in the diabetic patients. CONCLUSION: Dynamic modeling can help us to prevent hypoglycemia and hyperglycemia in the diabetic patients.
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spelling pubmed-89957622022-04-15 Modelling System of Two Insulin-Glucose Delays to Achieve the Dynamics of Glucose Changes Vosoughi, Reza Sadeghi Goghari, Zohreh Jafari, Amir Homayoun J Biomed Phys Eng Original Article BACKGROUND: Due to the increased prevalence of diabetes and the irreparable complications of this disease, it is important to measure and monitor the blood glucose levels of diabetic patients. The only way to treat type 1 diabetes is monitoring insulin, and in this type of diabetes, insulin should be injected into the body in order to reduce the patient’s blood glucose as prescribed by the physician at certain times. In addition, the only way to treat type 2 diabetes is through diet and exercise daily. OBJECTIVE: We aim to use an ordinary differential equation model with two-delays to control the rate of changes in blood glucose levels throughout the day, based on the amount of food that the person consumes. MATERIAL AND METHODS: In this analytical study, we extended an ODE model which is parameterized by data collected in this study to capture dynamics of glucose and insulin. We used global sensitivity analysis method to assess model robustness with respect to parameter perturbations. RESULTS: Our results have shown that utilizing the dynamics of changes in blood glucose levels throughout the day can be used to prevent hypoglycemia and hyperglycemic in the diabetic patients. CONCLUSION: Dynamic modeling can help us to prevent hypoglycemia and hyperglycemia in the diabetic patients. Shiraz University of Medical Sciences 2022-04-01 /pmc/articles/PMC8995762/ /pubmed/35433515 http://dx.doi.org/10.31661/jbpe.v0i0.1207 Text en Copyright: © Journal of Biomedical Physics and Engineering https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 Unported License, ( http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ) which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Vosoughi, Reza
Sadeghi Goghari, Zohreh
Jafari, Amir Homayoun
Modelling System of Two Insulin-Glucose Delays to Achieve the Dynamics of Glucose Changes
title Modelling System of Two Insulin-Glucose Delays to Achieve the Dynamics of Glucose Changes
title_full Modelling System of Two Insulin-Glucose Delays to Achieve the Dynamics of Glucose Changes
title_fullStr Modelling System of Two Insulin-Glucose Delays to Achieve the Dynamics of Glucose Changes
title_full_unstemmed Modelling System of Two Insulin-Glucose Delays to Achieve the Dynamics of Glucose Changes
title_short Modelling System of Two Insulin-Glucose Delays to Achieve the Dynamics of Glucose Changes
title_sort modelling system of two insulin-glucose delays to achieve the dynamics of glucose changes
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8995762/
https://www.ncbi.nlm.nih.gov/pubmed/35433515
http://dx.doi.org/10.31661/jbpe.v0i0.1207
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