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Modeling Intraperitoneal Insulin Absorption in Patients with Type 1 Diabetes
Standard insulin therapy to treat type 1 diabetes (T1D) consists of exogenous insulin administration through the subcutaneous (SC) tissue. Despite recent advances in insulin formulations, the SC route still suffers from delays and large inter/intra-subject variability that limiting optimal glucose c...
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/PMC8465342/ https://www.ncbi.nlm.nih.gov/pubmed/34564415 http://dx.doi.org/10.3390/metabo11090600 |
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author | Schiavon, Michele Cobelli, Claudio Dalla Man, Chiara |
author_facet | Schiavon, Michele Cobelli, Claudio Dalla Man, Chiara |
author_sort | Schiavon, Michele |
collection | PubMed |
description | Standard insulin therapy to treat type 1 diabetes (T1D) consists of exogenous insulin administration through the subcutaneous (SC) tissue. Despite recent advances in insulin formulations, the SC route still suffers from delays and large inter/intra-subject variability that limiting optimal glucose control. Intraperitoneal (IP) insulin administration, despite its higher invasiveness, was shown to represent a valid alternative to the SC one. To date, no mathematical model describing the absorption and distribution of insulin after IP administration is available. Here, we aim to fill this gap by using data from eight patients with T1D, treated by implanted IP pump, studied in a hospitalized setting, with frequent measurements of plasma insulin and glucose concentration. A battery of models describing insulin kinetics after IP administration were tested. Model comparison and selection were performed based on model ability to predict the data, precision of parameters and parsimony criteria. The selected model assumed that the insulin absorption from the IP space was described by a linear, two-compartment model, coupled with a two-compartment model of whole-body insulin kinetics with hepatic insulin extraction controlled by hepatic insulin. Future developments include model incorporation into the UVa/Padova T1D Simulator for testing open- and closed-loop therapies with IP insulin administration. |
format | Online Article Text |
id | pubmed-8465342 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-84653422021-09-27 Modeling Intraperitoneal Insulin Absorption in Patients with Type 1 Diabetes Schiavon, Michele Cobelli, Claudio Dalla Man, Chiara Metabolites Article Standard insulin therapy to treat type 1 diabetes (T1D) consists of exogenous insulin administration through the subcutaneous (SC) tissue. Despite recent advances in insulin formulations, the SC route still suffers from delays and large inter/intra-subject variability that limiting optimal glucose control. Intraperitoneal (IP) insulin administration, despite its higher invasiveness, was shown to represent a valid alternative to the SC one. To date, no mathematical model describing the absorption and distribution of insulin after IP administration is available. Here, we aim to fill this gap by using data from eight patients with T1D, treated by implanted IP pump, studied in a hospitalized setting, with frequent measurements of plasma insulin and glucose concentration. A battery of models describing insulin kinetics after IP administration were tested. Model comparison and selection were performed based on model ability to predict the data, precision of parameters and parsimony criteria. The selected model assumed that the insulin absorption from the IP space was described by a linear, two-compartment model, coupled with a two-compartment model of whole-body insulin kinetics with hepatic insulin extraction controlled by hepatic insulin. Future developments include model incorporation into the UVa/Padova T1D Simulator for testing open- and closed-loop therapies with IP insulin administration. MDPI 2021-09-03 /pmc/articles/PMC8465342/ /pubmed/34564415 http://dx.doi.org/10.3390/metabo11090600 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 Schiavon, Michele Cobelli, Claudio Dalla Man, Chiara Modeling Intraperitoneal Insulin Absorption in Patients with Type 1 Diabetes |
title | Modeling Intraperitoneal Insulin Absorption in Patients with Type 1 Diabetes |
title_full | Modeling Intraperitoneal Insulin Absorption in Patients with Type 1 Diabetes |
title_fullStr | Modeling Intraperitoneal Insulin Absorption in Patients with Type 1 Diabetes |
title_full_unstemmed | Modeling Intraperitoneal Insulin Absorption in Patients with Type 1 Diabetes |
title_short | Modeling Intraperitoneal Insulin Absorption in Patients with Type 1 Diabetes |
title_sort | modeling intraperitoneal insulin absorption in patients with type 1 diabetes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8465342/ https://www.ncbi.nlm.nih.gov/pubmed/34564415 http://dx.doi.org/10.3390/metabo11090600 |
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