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A Comparative Analysis of Drug-Induced Hepatotoxicity in Clinically Relevant Situations

Drug-induced toxicity is a significant problem in clinical care. A key problem here is a general understanding of the molecular mechanisms accompanying the transition from desired drug effects to adverse events following administration of either therapeutic or toxic doses, in particular within a pat...

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Autores principales: Thiel, Christoph, Cordes, Henrik, Fabbri, Lorenzo, Aschmann, Hélène Eloise, Baier, Vanessa, Smit, Ines, Atkinson, Francis, Blank, Lars Mathias, Kuepfer, Lars
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5289425/
https://www.ncbi.nlm.nih.gov/pubmed/28151932
http://dx.doi.org/10.1371/journal.pcbi.1005280
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author Thiel, Christoph
Cordes, Henrik
Fabbri, Lorenzo
Aschmann, Hélène Eloise
Baier, Vanessa
Smit, Ines
Atkinson, Francis
Blank, Lars Mathias
Kuepfer, Lars
author_facet Thiel, Christoph
Cordes, Henrik
Fabbri, Lorenzo
Aschmann, Hélène Eloise
Baier, Vanessa
Smit, Ines
Atkinson, Francis
Blank, Lars Mathias
Kuepfer, Lars
author_sort Thiel, Christoph
collection PubMed
description Drug-induced toxicity is a significant problem in clinical care. A key problem here is a general understanding of the molecular mechanisms accompanying the transition from desired drug effects to adverse events following administration of either therapeutic or toxic doses, in particular within a patient context. Here, a comparative toxicity analysis was performed for fifteen hepatotoxic drugs by evaluating toxic changes reflecting the transition from therapeutic drug responses to toxic reactions at the cellular level. By use of physiologically-based pharmacokinetic modeling, in vitro toxicity data were first contextualized to quantitatively describe time-resolved drug responses within a patient context. Comparatively studying toxic changes across the considered hepatotoxicants allowed the identification of subsets of drugs sharing similar perturbations on key cellular processes, functional classes of genes, and individual genes. The identified subsets of drugs were next analyzed with regard to drug-related characteristics and their physicochemical properties. Toxic changes were finally evaluated to predict both molecular biomarkers and potential drug-drug interactions. The results may facilitate the early diagnosis of adverse drug events in clinical application.
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spelling pubmed-52894252017-02-17 A Comparative Analysis of Drug-Induced Hepatotoxicity in Clinically Relevant Situations Thiel, Christoph Cordes, Henrik Fabbri, Lorenzo Aschmann, Hélène Eloise Baier, Vanessa Smit, Ines Atkinson, Francis Blank, Lars Mathias Kuepfer, Lars PLoS Comput Biol Research Article Drug-induced toxicity is a significant problem in clinical care. A key problem here is a general understanding of the molecular mechanisms accompanying the transition from desired drug effects to adverse events following administration of either therapeutic or toxic doses, in particular within a patient context. Here, a comparative toxicity analysis was performed for fifteen hepatotoxic drugs by evaluating toxic changes reflecting the transition from therapeutic drug responses to toxic reactions at the cellular level. By use of physiologically-based pharmacokinetic modeling, in vitro toxicity data were first contextualized to quantitatively describe time-resolved drug responses within a patient context. Comparatively studying toxic changes across the considered hepatotoxicants allowed the identification of subsets of drugs sharing similar perturbations on key cellular processes, functional classes of genes, and individual genes. The identified subsets of drugs were next analyzed with regard to drug-related characteristics and their physicochemical properties. Toxic changes were finally evaluated to predict both molecular biomarkers and potential drug-drug interactions. The results may facilitate the early diagnosis of adverse drug events in clinical application. Public Library of Science 2017-02-02 /pmc/articles/PMC5289425/ /pubmed/28151932 http://dx.doi.org/10.1371/journal.pcbi.1005280 Text en © 2017 Thiel et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Thiel, Christoph
Cordes, Henrik
Fabbri, Lorenzo
Aschmann, Hélène Eloise
Baier, Vanessa
Smit, Ines
Atkinson, Francis
Blank, Lars Mathias
Kuepfer, Lars
A Comparative Analysis of Drug-Induced Hepatotoxicity in Clinically Relevant Situations
title A Comparative Analysis of Drug-Induced Hepatotoxicity in Clinically Relevant Situations
title_full A Comparative Analysis of Drug-Induced Hepatotoxicity in Clinically Relevant Situations
title_fullStr A Comparative Analysis of Drug-Induced Hepatotoxicity in Clinically Relevant Situations
title_full_unstemmed A Comparative Analysis of Drug-Induced Hepatotoxicity in Clinically Relevant Situations
title_short A Comparative Analysis of Drug-Induced Hepatotoxicity in Clinically Relevant Situations
title_sort comparative analysis of drug-induced hepatotoxicity in clinically relevant situations
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5289425/
https://www.ncbi.nlm.nih.gov/pubmed/28151932
http://dx.doi.org/10.1371/journal.pcbi.1005280
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