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The Combination of a Human Biomimetic Liver Microphysiology System with BIOLOGXsym, a Quantitative Systems Toxicology (QST) Modeling Platform for Macromolecules, Provides Mechanistic Understanding of Tocilizumab- and GGF2-Induced Liver Injury
Biologics address a range of unmet clinical needs, but the occurrence of biologics-induced liver injury remains a major challenge. Development of cimaglermin alfa (GGF2) was terminated due to transient elevations in serum aminotransferases and total bilirubin. Tocilizumab has been reported to induce...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10253699/ https://www.ncbi.nlm.nih.gov/pubmed/37298645 http://dx.doi.org/10.3390/ijms24119692 |
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author | Beaudoin, James J. Clemens, Lara Miedel, Mark T. Gough, Albert Zaidi, Fatima Ramamoorthy, Priya Wong, Kari E. Sarangarajan, Rangaprasad Battista, Christina Shoda, Lisl K. M. Siler, Scott Q. Taylor, D. Lansing Howell, Brett A. Vernetti, Lawrence A. Yang, Kyunghee |
author_facet | Beaudoin, James J. Clemens, Lara Miedel, Mark T. Gough, Albert Zaidi, Fatima Ramamoorthy, Priya Wong, Kari E. Sarangarajan, Rangaprasad Battista, Christina Shoda, Lisl K. M. Siler, Scott Q. Taylor, D. Lansing Howell, Brett A. Vernetti, Lawrence A. Yang, Kyunghee |
author_sort | Beaudoin, James J. |
collection | PubMed |
description | Biologics address a range of unmet clinical needs, but the occurrence of biologics-induced liver injury remains a major challenge. Development of cimaglermin alfa (GGF2) was terminated due to transient elevations in serum aminotransferases and total bilirubin. Tocilizumab has been reported to induce transient aminotransferase elevations, requiring frequent monitoring. To evaluate the clinical risk of biologics-induced liver injury, a novel quantitative systems toxicology modeling platform, BIOLOGXsym™, representing relevant liver biochemistry and the mechanistic effects of biologics on liver pathophysiology, was developed in conjunction with clinically relevant data from a human biomimetic liver microphysiology system. Phenotypic and mechanistic toxicity data and metabolomics analysis from the Liver Acinus Microphysiology System showed that tocilizumab and GGF2 increased high mobility group box 1, indicating hepatic injury and stress. Tocilizumab exposure was associated with increased oxidative stress and extracellular/tissue remodeling, and GGF2 decreased bile acid secretion. BIOLOGXsym simulations, leveraging the in vivo exposure predicted by physiologically-based pharmacokinetic modeling and mechanistic toxicity data from the Liver Acinus Microphysiology System, reproduced the clinically observed liver signals of tocilizumab and GGF2, demonstrating that mechanistic toxicity data from microphysiology systems can be successfully integrated into a quantitative systems toxicology model to identify liabilities of biologics-induced liver injury and provide mechanistic insights into observed liver safety signals. |
format | Online Article Text |
id | pubmed-10253699 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102536992023-06-10 The Combination of a Human Biomimetic Liver Microphysiology System with BIOLOGXsym, a Quantitative Systems Toxicology (QST) Modeling Platform for Macromolecules, Provides Mechanistic Understanding of Tocilizumab- and GGF2-Induced Liver Injury Beaudoin, James J. Clemens, Lara Miedel, Mark T. Gough, Albert Zaidi, Fatima Ramamoorthy, Priya Wong, Kari E. Sarangarajan, Rangaprasad Battista, Christina Shoda, Lisl K. M. Siler, Scott Q. Taylor, D. Lansing Howell, Brett A. Vernetti, Lawrence A. Yang, Kyunghee Int J Mol Sci Article Biologics address a range of unmet clinical needs, but the occurrence of biologics-induced liver injury remains a major challenge. Development of cimaglermin alfa (GGF2) was terminated due to transient elevations in serum aminotransferases and total bilirubin. Tocilizumab has been reported to induce transient aminotransferase elevations, requiring frequent monitoring. To evaluate the clinical risk of biologics-induced liver injury, a novel quantitative systems toxicology modeling platform, BIOLOGXsym™, representing relevant liver biochemistry and the mechanistic effects of biologics on liver pathophysiology, was developed in conjunction with clinically relevant data from a human biomimetic liver microphysiology system. Phenotypic and mechanistic toxicity data and metabolomics analysis from the Liver Acinus Microphysiology System showed that tocilizumab and GGF2 increased high mobility group box 1, indicating hepatic injury and stress. Tocilizumab exposure was associated with increased oxidative stress and extracellular/tissue remodeling, and GGF2 decreased bile acid secretion. BIOLOGXsym simulations, leveraging the in vivo exposure predicted by physiologically-based pharmacokinetic modeling and mechanistic toxicity data from the Liver Acinus Microphysiology System, reproduced the clinically observed liver signals of tocilizumab and GGF2, demonstrating that mechanistic toxicity data from microphysiology systems can be successfully integrated into a quantitative systems toxicology model to identify liabilities of biologics-induced liver injury and provide mechanistic insights into observed liver safety signals. MDPI 2023-06-02 /pmc/articles/PMC10253699/ /pubmed/37298645 http://dx.doi.org/10.3390/ijms24119692 Text en © 2023 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 Beaudoin, James J. Clemens, Lara Miedel, Mark T. Gough, Albert Zaidi, Fatima Ramamoorthy, Priya Wong, Kari E. Sarangarajan, Rangaprasad Battista, Christina Shoda, Lisl K. M. Siler, Scott Q. Taylor, D. Lansing Howell, Brett A. Vernetti, Lawrence A. Yang, Kyunghee The Combination of a Human Biomimetic Liver Microphysiology System with BIOLOGXsym, a Quantitative Systems Toxicology (QST) Modeling Platform for Macromolecules, Provides Mechanistic Understanding of Tocilizumab- and GGF2-Induced Liver Injury |
title | The Combination of a Human Biomimetic Liver Microphysiology System with BIOLOGXsym, a Quantitative Systems Toxicology (QST) Modeling Platform for Macromolecules, Provides Mechanistic Understanding of Tocilizumab- and GGF2-Induced Liver Injury |
title_full | The Combination of a Human Biomimetic Liver Microphysiology System with BIOLOGXsym, a Quantitative Systems Toxicology (QST) Modeling Platform for Macromolecules, Provides Mechanistic Understanding of Tocilizumab- and GGF2-Induced Liver Injury |
title_fullStr | The Combination of a Human Biomimetic Liver Microphysiology System with BIOLOGXsym, a Quantitative Systems Toxicology (QST) Modeling Platform for Macromolecules, Provides Mechanistic Understanding of Tocilizumab- and GGF2-Induced Liver Injury |
title_full_unstemmed | The Combination of a Human Biomimetic Liver Microphysiology System with BIOLOGXsym, a Quantitative Systems Toxicology (QST) Modeling Platform for Macromolecules, Provides Mechanistic Understanding of Tocilizumab- and GGF2-Induced Liver Injury |
title_short | The Combination of a Human Biomimetic Liver Microphysiology System with BIOLOGXsym, a Quantitative Systems Toxicology (QST) Modeling Platform for Macromolecules, Provides Mechanistic Understanding of Tocilizumab- and GGF2-Induced Liver Injury |
title_sort | combination of a human biomimetic liver microphysiology system with biologxsym, a quantitative systems toxicology (qst) modeling platform for macromolecules, provides mechanistic understanding of tocilizumab- and ggf2-induced liver injury |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10253699/ https://www.ncbi.nlm.nih.gov/pubmed/37298645 http://dx.doi.org/10.3390/ijms24119692 |
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