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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...

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Detalles Bibliográficos
Autores principales: Marinković, Tijana, Sysi-Aho, Marko, Orešič, Matej
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
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.
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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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