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Integrated Model of Metabolism and Autoimmune Response in β-Cell Death and Progression to Type 1 Diabetes
Progression to type 1 diabetes is characterized by complex interactions of environmental, metabolic and immune system factors, involving both degenerative pathways leading to loss of pancreatic β-cells as well as protective pathways. The interplay between the degenerative and protective pathways may...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3522595/ https://www.ncbi.nlm.nih.gov/pubmed/23251651 http://dx.doi.org/10.1371/journal.pone.0051909 |
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author | Marinković, Tijana Sysi-Aho, Marko Orešič, Matej |
author_facet | Marinković, Tijana Sysi-Aho, Marko Orešič, Matej |
author_sort | Marinković, Tijana |
collection | PubMed |
description | Progression to type 1 diabetes is characterized by complex interactions of environmental, metabolic and immune system factors, involving both degenerative pathways leading to loss of pancreatic β-cells as well as protective pathways. The interplay between the degenerative and protective pathways may hold the key to disease outcomes, but no models have so far captured the two together. Here we propose a mathematical framework, an ordinary differential equation (ODE) model, which integrates metabolism and the immune system in early stages of disease process. We hypothesize that depending on the degree of regulation, autoimmunity may also play a protective role in the initial response to stressors. We assume that β-cell destruction follows two paths of loss: degenerative and autoimmune-induced loss. The two paths are mutually competing, leading to termination of the degenerative loss and further to elimination of the stress signal and the autoimmune response, and ultimately stopping the β-cell loss. The model describes well our observations from clinical and non-clinical studies and allows exploration of how the rate of β-cell loss depends on the amplitude and duration of autoimmune response. |
format | Online Article Text |
id | pubmed-3522595 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-35225952012-12-18 Integrated Model of Metabolism and Autoimmune Response in β-Cell Death and Progression to Type 1 Diabetes Marinković, Tijana Sysi-Aho, Marko Orešič, Matej PLoS One Research Article Progression to type 1 diabetes is characterized by complex interactions of environmental, metabolic and immune system factors, involving both degenerative pathways leading to loss of pancreatic β-cells as well as protective pathways. The interplay between the degenerative and protective pathways may hold the key to disease outcomes, but no models have so far captured the two together. Here we propose a mathematical framework, an ordinary differential equation (ODE) model, which integrates metabolism and the immune system in early stages of disease process. We hypothesize that depending on the degree of regulation, autoimmunity may also play a protective role in the initial response to stressors. We assume that β-cell destruction follows two paths of loss: degenerative and autoimmune-induced loss. The two paths are mutually competing, leading to termination of the degenerative loss and further to elimination of the stress signal and the autoimmune response, and ultimately stopping the β-cell loss. The model describes well our observations from clinical and non-clinical studies and allows exploration of how the rate of β-cell loss depends on the amplitude and duration of autoimmune response. Public Library of Science 2012-12-14 /pmc/articles/PMC3522595/ /pubmed/23251651 http://dx.doi.org/10.1371/journal.pone.0051909 Text en © 2012 Marinković et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Marinković, Tijana Sysi-Aho, Marko Orešič, Matej Integrated Model of Metabolism and Autoimmune Response in β-Cell Death and Progression to Type 1 Diabetes |
title | Integrated Model of Metabolism and Autoimmune Response in β-Cell Death and Progression to Type 1 Diabetes |
title_full | Integrated Model of Metabolism and Autoimmune Response in β-Cell Death and Progression to Type 1 Diabetes |
title_fullStr | Integrated Model of Metabolism and Autoimmune Response in β-Cell Death and Progression to Type 1 Diabetes |
title_full_unstemmed | Integrated Model of Metabolism and Autoimmune Response in β-Cell Death and Progression to Type 1 Diabetes |
title_short | Integrated Model of Metabolism and Autoimmune Response in β-Cell Death and Progression to Type 1 Diabetes |
title_sort | integrated model of metabolism and autoimmune response in β-cell death and progression to type 1 diabetes |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3522595/ https://www.ncbi.nlm.nih.gov/pubmed/23251651 http://dx.doi.org/10.1371/journal.pone.0051909 |
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