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Model Based Targeting of IL-6-Induced Inflammatory Responses in Cultured Primary Hepatocytes to Improve Application of the JAK Inhibitor Ruxolitinib
IL-6 is a central mediator of the immediate induction of hepatic acute phase proteins (APP) in the liver during infection and after injury, but increased IL-6 activity has been associated with multiple pathological conditions. In hepatocytes, IL-6 activates JAK1-STAT3 signaling that induces the nega...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5640784/ https://www.ncbi.nlm.nih.gov/pubmed/29062282 http://dx.doi.org/10.3389/fphys.2017.00775 |
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author | Sobotta, Svantje Raue, Andreas Huang, Xiaoyun Vanlier, Joep Jünger, Anja Bohl, Sebastian Albrecht, Ute Hahnel, Maximilian J. Wolf, Stephanie Mueller, Nikola S. D'Alessandro, Lorenza A. Mueller-Bohl, Stephanie Boehm, Martin E. Lucarelli, Philippe Bonefas, Sandra Damm, Georg Seehofer, Daniel Lehmann, Wolf D. Rose-John, Stefan van der Hoeven, Frank Gretz, Norbert Theis, Fabian J. Ehlting, Christian Bode, Johannes G. Timmer, Jens Schilling, Marcel Klingmüller, Ursula |
author_facet | Sobotta, Svantje Raue, Andreas Huang, Xiaoyun Vanlier, Joep Jünger, Anja Bohl, Sebastian Albrecht, Ute Hahnel, Maximilian J. Wolf, Stephanie Mueller, Nikola S. D'Alessandro, Lorenza A. Mueller-Bohl, Stephanie Boehm, Martin E. Lucarelli, Philippe Bonefas, Sandra Damm, Georg Seehofer, Daniel Lehmann, Wolf D. Rose-John, Stefan van der Hoeven, Frank Gretz, Norbert Theis, Fabian J. Ehlting, Christian Bode, Johannes G. Timmer, Jens Schilling, Marcel Klingmüller, Ursula |
author_sort | Sobotta, Svantje |
collection | PubMed |
description | IL-6 is a central mediator of the immediate induction of hepatic acute phase proteins (APP) in the liver during infection and after injury, but increased IL-6 activity has been associated with multiple pathological conditions. In hepatocytes, IL-6 activates JAK1-STAT3 signaling that induces the negative feedback regulator SOCS3 and expression of APPs. While different inhibitors of IL-6-induced JAK1-STAT3-signaling have been developed, understanding their precise impact on signaling dynamics requires a systems biology approach. Here we present a mathematical model of IL-6-induced JAK1-STAT3 signaling that quantitatively links physiological IL-6 concentrations to the dynamics of IL-6-induced signal transduction and expression of target genes in hepatocytes. The mathematical model consists of coupled ordinary differential equations (ODE) and the model parameters were estimated by a maximum likelihood approach, whereas identifiability of the dynamic model parameters was ensured by the Profile Likelihood. Using model simulations coupled with experimental validation we could optimize the long-term impact of the JAK-inhibitor Ruxolitinib, a therapeutic compound that is quickly metabolized. Model-predicted doses and timing of treatments helps to improve the reduction of inflammatory APP gene expression in primary mouse hepatocytes close to levels observed during regenerative conditions. The concept of improved efficacy of the inhibitor through multiple treatments at optimized time intervals was confirmed in primary human hepatocytes. Thus, combining quantitative data generation with mathematical modeling suggests that repetitive treatment with Ruxolitinib is required to effectively target excessive inflammatory responses without exceeding doses recommended by the clinical guidelines. |
format | Online Article Text |
id | pubmed-5640784 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-56407842017-10-23 Model Based Targeting of IL-6-Induced Inflammatory Responses in Cultured Primary Hepatocytes to Improve Application of the JAK Inhibitor Ruxolitinib Sobotta, Svantje Raue, Andreas Huang, Xiaoyun Vanlier, Joep Jünger, Anja Bohl, Sebastian Albrecht, Ute Hahnel, Maximilian J. Wolf, Stephanie Mueller, Nikola S. D'Alessandro, Lorenza A. Mueller-Bohl, Stephanie Boehm, Martin E. Lucarelli, Philippe Bonefas, Sandra Damm, Georg Seehofer, Daniel Lehmann, Wolf D. Rose-John, Stefan van der Hoeven, Frank Gretz, Norbert Theis, Fabian J. Ehlting, Christian Bode, Johannes G. Timmer, Jens Schilling, Marcel Klingmüller, Ursula Front Physiol Physiology IL-6 is a central mediator of the immediate induction of hepatic acute phase proteins (APP) in the liver during infection and after injury, but increased IL-6 activity has been associated with multiple pathological conditions. In hepatocytes, IL-6 activates JAK1-STAT3 signaling that induces the negative feedback regulator SOCS3 and expression of APPs. While different inhibitors of IL-6-induced JAK1-STAT3-signaling have been developed, understanding their precise impact on signaling dynamics requires a systems biology approach. Here we present a mathematical model of IL-6-induced JAK1-STAT3 signaling that quantitatively links physiological IL-6 concentrations to the dynamics of IL-6-induced signal transduction and expression of target genes in hepatocytes. The mathematical model consists of coupled ordinary differential equations (ODE) and the model parameters were estimated by a maximum likelihood approach, whereas identifiability of the dynamic model parameters was ensured by the Profile Likelihood. Using model simulations coupled with experimental validation we could optimize the long-term impact of the JAK-inhibitor Ruxolitinib, a therapeutic compound that is quickly metabolized. Model-predicted doses and timing of treatments helps to improve the reduction of inflammatory APP gene expression in primary mouse hepatocytes close to levels observed during regenerative conditions. The concept of improved efficacy of the inhibitor through multiple treatments at optimized time intervals was confirmed in primary human hepatocytes. Thus, combining quantitative data generation with mathematical modeling suggests that repetitive treatment with Ruxolitinib is required to effectively target excessive inflammatory responses without exceeding doses recommended by the clinical guidelines. Frontiers Media S.A. 2017-10-09 /pmc/articles/PMC5640784/ /pubmed/29062282 http://dx.doi.org/10.3389/fphys.2017.00775 Text en Copyright © 2017 Sobotta, Raue, Huang, Vanlier, Jünger, Bohl, Albrecht, Hahnel, Wolf, Mueller, D'Alessandro, Mueller-Bohl, Boehm, Lucarelli, Bonefas, Damm, Seehofer, Lehmann, Rose-John, van der Hoeven, Gretz, Theis, Ehlting, Bode, Timmer, Schilling and Klingmüller. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Physiology Sobotta, Svantje Raue, Andreas Huang, Xiaoyun Vanlier, Joep Jünger, Anja Bohl, Sebastian Albrecht, Ute Hahnel, Maximilian J. Wolf, Stephanie Mueller, Nikola S. D'Alessandro, Lorenza A. Mueller-Bohl, Stephanie Boehm, Martin E. Lucarelli, Philippe Bonefas, Sandra Damm, Georg Seehofer, Daniel Lehmann, Wolf D. Rose-John, Stefan van der Hoeven, Frank Gretz, Norbert Theis, Fabian J. Ehlting, Christian Bode, Johannes G. Timmer, Jens Schilling, Marcel Klingmüller, Ursula Model Based Targeting of IL-6-Induced Inflammatory Responses in Cultured Primary Hepatocytes to Improve Application of the JAK Inhibitor Ruxolitinib |
title | Model Based Targeting of IL-6-Induced Inflammatory Responses in Cultured Primary Hepatocytes to Improve Application of the JAK Inhibitor Ruxolitinib |
title_full | Model Based Targeting of IL-6-Induced Inflammatory Responses in Cultured Primary Hepatocytes to Improve Application of the JAK Inhibitor Ruxolitinib |
title_fullStr | Model Based Targeting of IL-6-Induced Inflammatory Responses in Cultured Primary Hepatocytes to Improve Application of the JAK Inhibitor Ruxolitinib |
title_full_unstemmed | Model Based Targeting of IL-6-Induced Inflammatory Responses in Cultured Primary Hepatocytes to Improve Application of the JAK Inhibitor Ruxolitinib |
title_short | Model Based Targeting of IL-6-Induced Inflammatory Responses in Cultured Primary Hepatocytes to Improve Application of the JAK Inhibitor Ruxolitinib |
title_sort | model based targeting of il-6-induced inflammatory responses in cultured primary hepatocytes to improve application of the jak inhibitor ruxolitinib |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5640784/ https://www.ncbi.nlm.nih.gov/pubmed/29062282 http://dx.doi.org/10.3389/fphys.2017.00775 |
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