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Cell‐level systems biology model to study inflammatory bowel diseases and their treatment options

To help understand the complex and therapeutically challenging inflammatory bowel diseases (IBDs), we developed a systems biology model of the intestinal immune system that is able to describe main aspects of IBD and different treatment modalities thereof. The model, including key cell types and pro...

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Detalles Bibliográficos
Autores principales: Stübler, Sabine, Kloft, Charlotte, Huisinga, Wilhelm
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10196411/
https://www.ncbi.nlm.nih.gov/pubmed/36727252
http://dx.doi.org/10.1002/psp4.12932
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author Stübler, Sabine
Kloft, Charlotte
Huisinga, Wilhelm
author_facet Stübler, Sabine
Kloft, Charlotte
Huisinga, Wilhelm
author_sort Stübler, Sabine
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description To help understand the complex and therapeutically challenging inflammatory bowel diseases (IBDs), we developed a systems biology model of the intestinal immune system that is able to describe main aspects of IBD and different treatment modalities thereof. The model, including key cell types and processes of the mucosal immune response, compiles a large amount of isolated experimental findings from literature into a larger context and allows for simulations of different inflammation scenarios based on the underlying data and assumptions. In the context of a large and diverse virtual IBD population, we characterized the patients based on their phenotype (in contrast to healthy individuals, they developed persistent inflammation after a trigger event) rather than on a priori assumptions on parameter differences to a healthy individual. This allowed to reproduce the enormous diversity of predispositions known to lead to IBD. Analyzing different treatment effects, the model provides insight into characteristics of individual drug therapy. We illustrate for anti‐TNF‐α therapy, how the model can be used (i) to decide for alternative treatments with best prospects in the case of nonresponse, and (ii) to identify promising combination therapies with other available treatment options.
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spelling pubmed-101964112023-05-20 Cell‐level systems biology model to study inflammatory bowel diseases and their treatment options Stübler, Sabine Kloft, Charlotte Huisinga, Wilhelm CPT Pharmacometrics Syst Pharmacol Research To help understand the complex and therapeutically challenging inflammatory bowel diseases (IBDs), we developed a systems biology model of the intestinal immune system that is able to describe main aspects of IBD and different treatment modalities thereof. The model, including key cell types and processes of the mucosal immune response, compiles a large amount of isolated experimental findings from literature into a larger context and allows for simulations of different inflammation scenarios based on the underlying data and assumptions. In the context of a large and diverse virtual IBD population, we characterized the patients based on their phenotype (in contrast to healthy individuals, they developed persistent inflammation after a trigger event) rather than on a priori assumptions on parameter differences to a healthy individual. This allowed to reproduce the enormous diversity of predispositions known to lead to IBD. Analyzing different treatment effects, the model provides insight into characteristics of individual drug therapy. We illustrate for anti‐TNF‐α therapy, how the model can be used (i) to decide for alternative treatments with best prospects in the case of nonresponse, and (ii) to identify promising combination therapies with other available treatment options. John Wiley and Sons Inc. 2023-02-24 /pmc/articles/PMC10196411/ /pubmed/36727252 http://dx.doi.org/10.1002/psp4.12932 Text en © 2023 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research
Stübler, Sabine
Kloft, Charlotte
Huisinga, Wilhelm
Cell‐level systems biology model to study inflammatory bowel diseases and their treatment options
title Cell‐level systems biology model to study inflammatory bowel diseases and their treatment options
title_full Cell‐level systems biology model to study inflammatory bowel diseases and their treatment options
title_fullStr Cell‐level systems biology model to study inflammatory bowel diseases and their treatment options
title_full_unstemmed Cell‐level systems biology model to study inflammatory bowel diseases and their treatment options
title_short Cell‐level systems biology model to study inflammatory bowel diseases and their treatment options
title_sort cell‐level systems biology model to study inflammatory bowel diseases and their treatment options
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10196411/
https://www.ncbi.nlm.nih.gov/pubmed/36727252
http://dx.doi.org/10.1002/psp4.12932
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