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The Use of Translational Modelling and Simulation to Develop Immunomodulatory Therapy as an Adjunct to Antibiotic Treatment in the Context of Pneumonia
The treatment of respiratory tract infections is threatened by the emergence of bacterial resistance. Immunomodulatory drugs, which enhance airway innate immune defenses, may improve therapeutic outcome. In this concept paper, we aim to highlight the utility of pharmacometrics and Bayesian inference...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8143524/ https://www.ncbi.nlm.nih.gov/pubmed/33922017 http://dx.doi.org/10.3390/pharmaceutics13050601 |
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author | Michelet, Robin Ursino, Moreno Boulet, Sandrine Franck, Sebastian Casilag, Fiordiligie Baldry, Mara Rolff, Jens van Dyk, Madelé Wicha, Sebastian G. Sirard, Jean-Claude Comets, Emmanuelle Zohar, Sarah Kloft, Charlotte |
author_facet | Michelet, Robin Ursino, Moreno Boulet, Sandrine Franck, Sebastian Casilag, Fiordiligie Baldry, Mara Rolff, Jens van Dyk, Madelé Wicha, Sebastian G. Sirard, Jean-Claude Comets, Emmanuelle Zohar, Sarah Kloft, Charlotte |
author_sort | Michelet, Robin |
collection | PubMed |
description | The treatment of respiratory tract infections is threatened by the emergence of bacterial resistance. Immunomodulatory drugs, which enhance airway innate immune defenses, may improve therapeutic outcome. In this concept paper, we aim to highlight the utility of pharmacometrics and Bayesian inference in the development of immunomodulatory therapeutic agents as an adjunct to antibiotics in the context of pneumonia. For this, two case studies of translational modelling and simulation frameworks are introduced for these types of drugs up to clinical use. First, we evaluate the pharmacokinetic/pharmacodynamic relationship of an experimental combination of amoxicillin and a TLR4 agonist, monophosphoryl lipid A, by developing a pharmacometric model accounting for interaction and potential translation to humans. Capitalizing on this knowledge and associating clinical trial extrapolation and statistical modelling approaches, we then investigate the TLR5 agonist flagellin. The resulting workflow combines expert and prior knowledge on the compound with the in vitro and in vivo data generated during exploratory studies in order to construct high-dimensional models considering the pharmacokinetics and pharmacodynamics of the compound. This workflow can be used to refine preclinical experiments, estimate the best doses for human studies, and create an adaptive knowledge-based design for the next phases of clinical development. |
format | Online Article Text |
id | pubmed-8143524 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-81435242021-05-25 The Use of Translational Modelling and Simulation to Develop Immunomodulatory Therapy as an Adjunct to Antibiotic Treatment in the Context of Pneumonia Michelet, Robin Ursino, Moreno Boulet, Sandrine Franck, Sebastian Casilag, Fiordiligie Baldry, Mara Rolff, Jens van Dyk, Madelé Wicha, Sebastian G. Sirard, Jean-Claude Comets, Emmanuelle Zohar, Sarah Kloft, Charlotte Pharmaceutics Article The treatment of respiratory tract infections is threatened by the emergence of bacterial resistance. Immunomodulatory drugs, which enhance airway innate immune defenses, may improve therapeutic outcome. In this concept paper, we aim to highlight the utility of pharmacometrics and Bayesian inference in the development of immunomodulatory therapeutic agents as an adjunct to antibiotics in the context of pneumonia. For this, two case studies of translational modelling and simulation frameworks are introduced for these types of drugs up to clinical use. First, we evaluate the pharmacokinetic/pharmacodynamic relationship of an experimental combination of amoxicillin and a TLR4 agonist, monophosphoryl lipid A, by developing a pharmacometric model accounting for interaction and potential translation to humans. Capitalizing on this knowledge and associating clinical trial extrapolation and statistical modelling approaches, we then investigate the TLR5 agonist flagellin. The resulting workflow combines expert and prior knowledge on the compound with the in vitro and in vivo data generated during exploratory studies in order to construct high-dimensional models considering the pharmacokinetics and pharmacodynamics of the compound. This workflow can be used to refine preclinical experiments, estimate the best doses for human studies, and create an adaptive knowledge-based design for the next phases of clinical development. MDPI 2021-04-22 /pmc/articles/PMC8143524/ /pubmed/33922017 http://dx.doi.org/10.3390/pharmaceutics13050601 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Michelet, Robin Ursino, Moreno Boulet, Sandrine Franck, Sebastian Casilag, Fiordiligie Baldry, Mara Rolff, Jens van Dyk, Madelé Wicha, Sebastian G. Sirard, Jean-Claude Comets, Emmanuelle Zohar, Sarah Kloft, Charlotte The Use of Translational Modelling and Simulation to Develop Immunomodulatory Therapy as an Adjunct to Antibiotic Treatment in the Context of Pneumonia |
title | The Use of Translational Modelling and Simulation to Develop Immunomodulatory Therapy as an Adjunct to Antibiotic Treatment in the Context of Pneumonia |
title_full | The Use of Translational Modelling and Simulation to Develop Immunomodulatory Therapy as an Adjunct to Antibiotic Treatment in the Context of Pneumonia |
title_fullStr | The Use of Translational Modelling and Simulation to Develop Immunomodulatory Therapy as an Adjunct to Antibiotic Treatment in the Context of Pneumonia |
title_full_unstemmed | The Use of Translational Modelling and Simulation to Develop Immunomodulatory Therapy as an Adjunct to Antibiotic Treatment in the Context of Pneumonia |
title_short | The Use of Translational Modelling and Simulation to Develop Immunomodulatory Therapy as an Adjunct to Antibiotic Treatment in the Context of Pneumonia |
title_sort | use of translational modelling and simulation to develop immunomodulatory therapy as an adjunct to antibiotic treatment in the context of pneumonia |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8143524/ https://www.ncbi.nlm.nih.gov/pubmed/33922017 http://dx.doi.org/10.3390/pharmaceutics13050601 |
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