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Algorithmic multiscale analysis for the FcRn mediated regulation of antibody PK in human
A demonstration is provided on how algorithmic asymptotic analysis of multi-scale pharmacokinetics (PK) systems can provide (1) system level understanding and (2) predictions on the response of the model when parameters vary. Being algorithmic, this type of analysis is not hindered by the size or co...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9008124/ https://www.ncbi.nlm.nih.gov/pubmed/35418134 http://dx.doi.org/10.1038/s41598-022-09846-x |
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author | Patsatzis, Dimitris G. Wu, Shengjia Shah, Dhaval K. Goussis, Dimitris A. |
author_facet | Patsatzis, Dimitris G. Wu, Shengjia Shah, Dhaval K. Goussis, Dimitris A. |
author_sort | Patsatzis, Dimitris G. |
collection | PubMed |
description | A demonstration is provided on how algorithmic asymptotic analysis of multi-scale pharmacokinetics (PK) systems can provide (1) system level understanding and (2) predictions on the response of the model when parameters vary. Being algorithmic, this type of analysis is not hindered by the size or complexity of the model and requires no input from the investigator. The algorithm identifies the constraints that are generated by the fast part of the model and the components of the slow part of the model that drive the system within these constraints. The demonstration is based on a typical monoclonal antibody PK model. It is shown that the findings produced by the traditional methodologies, which require significant input by the investigator, can be produced algorithmically and more accurately. Moreover, additional insights are provided by the algorithm, which cannot be obtained by the traditional methodologies; notably, the dual influence of certain reactions depending on whether their fast or slow component dominates. The analysis reveals that the importance of physiological processes in determining the systemic exposure of monoclonal antibodies (mAb) varies with time. The analysis also confirms that the rate of mAb uptake by the cells, the binding affinity of mAb to neonatal Fc receptor (FcRn), and the intracellular degradation rate of mAb are the most sensitive parameters in determining systemic exposure of mAbs. The algorithmic framework for analysis introduced and the resulting novel insights can be used to engineer antibodies with desired PK properties. |
format | Online Article Text |
id | pubmed-9008124 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-90081242022-04-15 Algorithmic multiscale analysis for the FcRn mediated regulation of antibody PK in human Patsatzis, Dimitris G. Wu, Shengjia Shah, Dhaval K. Goussis, Dimitris A. Sci Rep Article A demonstration is provided on how algorithmic asymptotic analysis of multi-scale pharmacokinetics (PK) systems can provide (1) system level understanding and (2) predictions on the response of the model when parameters vary. Being algorithmic, this type of analysis is not hindered by the size or complexity of the model and requires no input from the investigator. The algorithm identifies the constraints that are generated by the fast part of the model and the components of the slow part of the model that drive the system within these constraints. The demonstration is based on a typical monoclonal antibody PK model. It is shown that the findings produced by the traditional methodologies, which require significant input by the investigator, can be produced algorithmically and more accurately. Moreover, additional insights are provided by the algorithm, which cannot be obtained by the traditional methodologies; notably, the dual influence of certain reactions depending on whether their fast or slow component dominates. The analysis reveals that the importance of physiological processes in determining the systemic exposure of monoclonal antibodies (mAb) varies with time. The analysis also confirms that the rate of mAb uptake by the cells, the binding affinity of mAb to neonatal Fc receptor (FcRn), and the intracellular degradation rate of mAb are the most sensitive parameters in determining systemic exposure of mAbs. The algorithmic framework for analysis introduced and the resulting novel insights can be used to engineer antibodies with desired PK properties. Nature Publishing Group UK 2022-04-13 /pmc/articles/PMC9008124/ /pubmed/35418134 http://dx.doi.org/10.1038/s41598-022-09846-x Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Patsatzis, Dimitris G. Wu, Shengjia Shah, Dhaval K. Goussis, Dimitris A. Algorithmic multiscale analysis for the FcRn mediated regulation of antibody PK in human |
title | Algorithmic multiscale analysis for the FcRn mediated regulation of antibody PK in human |
title_full | Algorithmic multiscale analysis for the FcRn mediated regulation of antibody PK in human |
title_fullStr | Algorithmic multiscale analysis for the FcRn mediated regulation of antibody PK in human |
title_full_unstemmed | Algorithmic multiscale analysis for the FcRn mediated regulation of antibody PK in human |
title_short | Algorithmic multiscale analysis for the FcRn mediated regulation of antibody PK in human |
title_sort | algorithmic multiscale analysis for the fcrn mediated regulation of antibody pk in human |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9008124/ https://www.ncbi.nlm.nih.gov/pubmed/35418134 http://dx.doi.org/10.1038/s41598-022-09846-x |
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