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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
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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 |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-10196411 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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