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The CD4+ T cell regulatory network mediates inflammatory responses during acute hyperinsulinemia: a simulation study
BACKGROUND: Obesity is frequently linked to insulin resistance, high insulin levels, chronic inflammation, and alterations in the behaviour of CD4+ T cells. Despite the biomedical importance of this condition, the system-level mechanisms that alter CD4+ T cell differentiation and plasticity are not...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5485658/ https://www.ncbi.nlm.nih.gov/pubmed/28651594 http://dx.doi.org/10.1186/s12918-017-0436-y |
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author | Martinez-Sanchez, Mariana E. Hiriart, Marcia Alvarez-Buylla, Elena R. |
author_facet | Martinez-Sanchez, Mariana E. Hiriart, Marcia Alvarez-Buylla, Elena R. |
author_sort | Martinez-Sanchez, Mariana E. |
collection | PubMed |
description | BACKGROUND: Obesity is frequently linked to insulin resistance, high insulin levels, chronic inflammation, and alterations in the behaviour of CD4+ T cells. Despite the biomedical importance of this condition, the system-level mechanisms that alter CD4+ T cell differentiation and plasticity are not well understood. RESULTS: We model how hyperinsulinemia alters the dynamics of the CD4+ T regulatory network, and this, in turn, modulates cell differentiation and plasticity. Different polarizing microenvironments are simulated under basal and high levels of insulin to assess impacts on cell-fate attainment and robustness in response to transient perturbations. In the presence of high levels of insulin Th1 and Th17 become more stable to transient perturbations, and their basin sizes are augmented, Tr1 cells become less stable or disappear, while TGFβ producing cells remain unaltered. Hence, the model provides a dynamic system-level framework and explanation to further understand the documented and apparently paradoxical role of TGFβ in both inflammation and regulation of immune responses, as well as the emergence of the adipose Treg phenotype. Furthermore, our simulations provide new predictions on the impact of the microenvironment in the coexistence of the different cell types, suggesting that in pro-Th1, pro-Th2 and pro-Th17 environments effector and regulatory cells can coexist, but that high levels of insulin severely diminish regulatory cells, especially in a pro-Th17 environment. CONCLUSIONS: This work provides a first step towards a system-level formal and dynamic framework to integrate further experimental data in the study of complex inflammatory diseases. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12918-017-0436-y) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5485658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-54856582017-06-30 The CD4+ T cell regulatory network mediates inflammatory responses during acute hyperinsulinemia: a simulation study Martinez-Sanchez, Mariana E. Hiriart, Marcia Alvarez-Buylla, Elena R. BMC Syst Biol Research Article BACKGROUND: Obesity is frequently linked to insulin resistance, high insulin levels, chronic inflammation, and alterations in the behaviour of CD4+ T cells. Despite the biomedical importance of this condition, the system-level mechanisms that alter CD4+ T cell differentiation and plasticity are not well understood. RESULTS: We model how hyperinsulinemia alters the dynamics of the CD4+ T regulatory network, and this, in turn, modulates cell differentiation and plasticity. Different polarizing microenvironments are simulated under basal and high levels of insulin to assess impacts on cell-fate attainment and robustness in response to transient perturbations. In the presence of high levels of insulin Th1 and Th17 become more stable to transient perturbations, and their basin sizes are augmented, Tr1 cells become less stable or disappear, while TGFβ producing cells remain unaltered. Hence, the model provides a dynamic system-level framework and explanation to further understand the documented and apparently paradoxical role of TGFβ in both inflammation and regulation of immune responses, as well as the emergence of the adipose Treg phenotype. Furthermore, our simulations provide new predictions on the impact of the microenvironment in the coexistence of the different cell types, suggesting that in pro-Th1, pro-Th2 and pro-Th17 environments effector and regulatory cells can coexist, but that high levels of insulin severely diminish regulatory cells, especially in a pro-Th17 environment. CONCLUSIONS: This work provides a first step towards a system-level formal and dynamic framework to integrate further experimental data in the study of complex inflammatory diseases. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12918-017-0436-y) contains supplementary material, which is available to authorized users. BioMed Central 2017-06-26 /pmc/articles/PMC5485658/ /pubmed/28651594 http://dx.doi.org/10.1186/s12918-017-0436-y Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Martinez-Sanchez, Mariana E. Hiriart, Marcia Alvarez-Buylla, Elena R. The CD4+ T cell regulatory network mediates inflammatory responses during acute hyperinsulinemia: a simulation study |
title | The CD4+ T cell regulatory network mediates inflammatory responses during acute hyperinsulinemia: a simulation study |
title_full | The CD4+ T cell regulatory network mediates inflammatory responses during acute hyperinsulinemia: a simulation study |
title_fullStr | The CD4+ T cell regulatory network mediates inflammatory responses during acute hyperinsulinemia: a simulation study |
title_full_unstemmed | The CD4+ T cell regulatory network mediates inflammatory responses during acute hyperinsulinemia: a simulation study |
title_short | The CD4+ T cell regulatory network mediates inflammatory responses during acute hyperinsulinemia: a simulation study |
title_sort | cd4+ t cell regulatory network mediates inflammatory responses during acute hyperinsulinemia: a simulation study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5485658/ https://www.ncbi.nlm.nih.gov/pubmed/28651594 http://dx.doi.org/10.1186/s12918-017-0436-y |
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