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Optimal regulation of blood glucose level in Type I diabetes using insulin and glucagon
The Glucose-Insulin-Glucagon nonlinear model accurately describes how the body responds to exogenously supplied insulin and glucagon in patients affected by Type I diabetes. Based on this model, we design infusion rates of either insulin (monotherapy) or insulin and glucagon (dual therapy) that can...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6426249/ https://www.ncbi.nlm.nih.gov/pubmed/30893335 http://dx.doi.org/10.1371/journal.pone.0213665 |
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author | Shirin, Afroza Della Rossa, Fabio Klickstein, Isaac Russell, John Sorrentino, Francesco |
author_facet | Shirin, Afroza Della Rossa, Fabio Klickstein, Isaac Russell, John Sorrentino, Francesco |
author_sort | Shirin, Afroza |
collection | PubMed |
description | The Glucose-Insulin-Glucagon nonlinear model accurately describes how the body responds to exogenously supplied insulin and glucagon in patients affected by Type I diabetes. Based on this model, we design infusion rates of either insulin (monotherapy) or insulin and glucagon (dual therapy) that can optimally maintain the blood glucose level within desired limits after consumption of a meal and prevent the onset of both hypoglycemia and hyperglycemia. This problem is formulated as a nonlinear optimal control problem, which we solve using the numerical optimal control package [Image: see text] . Interestingly, in the case of monotherapy, we find the optimal solution is close to the standard method of insulin based glucose regulation, which is to assume a variable amount of insulin half an hour before each meal. We also find that the optimal dual therapy (that uses both insulin and glucagon) is better able to regulate glucose as compared to using insulin alone. We also propose an ad-hoc rule for both the dosage and the time of delivery of insulin and glucagon. |
format | Online Article Text |
id | pubmed-6426249 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-64262492019-04-02 Optimal regulation of blood glucose level in Type I diabetes using insulin and glucagon Shirin, Afroza Della Rossa, Fabio Klickstein, Isaac Russell, John Sorrentino, Francesco PLoS One Research Article The Glucose-Insulin-Glucagon nonlinear model accurately describes how the body responds to exogenously supplied insulin and glucagon in patients affected by Type I diabetes. Based on this model, we design infusion rates of either insulin (monotherapy) or insulin and glucagon (dual therapy) that can optimally maintain the blood glucose level within desired limits after consumption of a meal and prevent the onset of both hypoglycemia and hyperglycemia. This problem is formulated as a nonlinear optimal control problem, which we solve using the numerical optimal control package [Image: see text] . Interestingly, in the case of monotherapy, we find the optimal solution is close to the standard method of insulin based glucose regulation, which is to assume a variable amount of insulin half an hour before each meal. We also find that the optimal dual therapy (that uses both insulin and glucagon) is better able to regulate glucose as compared to using insulin alone. We also propose an ad-hoc rule for both the dosage and the time of delivery of insulin and glucagon. Public Library of Science 2019-03-20 /pmc/articles/PMC6426249/ /pubmed/30893335 http://dx.doi.org/10.1371/journal.pone.0213665 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication. |
spellingShingle | Research Article Shirin, Afroza Della Rossa, Fabio Klickstein, Isaac Russell, John Sorrentino, Francesco Optimal regulation of blood glucose level in Type I diabetes using insulin and glucagon |
title | Optimal regulation of blood glucose level in Type I diabetes using insulin and glucagon |
title_full | Optimal regulation of blood glucose level in Type I diabetes using insulin and glucagon |
title_fullStr | Optimal regulation of blood glucose level in Type I diabetes using insulin and glucagon |
title_full_unstemmed | Optimal regulation of blood glucose level in Type I diabetes using insulin and glucagon |
title_short | Optimal regulation of blood glucose level in Type I diabetes using insulin and glucagon |
title_sort | optimal regulation of blood glucose level in type i diabetes using insulin and glucagon |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6426249/ https://www.ncbi.nlm.nih.gov/pubmed/30893335 http://dx.doi.org/10.1371/journal.pone.0213665 |
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