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Bayesian Analysis of a Lipid-Based Physiologically Based Toxicokinetic Model for a Mixture of PCBs in Rats

A lipid-based physiologically based toxicokinetic (PBTK) model has been developed for a mixture of six polychlorinated biphenyls (PCBs) in rats. The aim of this study was to apply population Bayesian analysis to a lipid PBTK model, while incorporating an internal exposure-response model linking enzy...

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Detalles Bibliográficos
Autores principales: Sasso, Alan F., Georgopoulos, Panos G., Isukapalli, Sastry S., Krishnan, Kannan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3270437/
https://www.ncbi.nlm.nih.gov/pubmed/22315591
http://dx.doi.org/10.1155/2012/895391
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author Sasso, Alan F.
Georgopoulos, Panos G.
Isukapalli, Sastry S.
Krishnan, Kannan
author_facet Sasso, Alan F.
Georgopoulos, Panos G.
Isukapalli, Sastry S.
Krishnan, Kannan
author_sort Sasso, Alan F.
collection PubMed
description A lipid-based physiologically based toxicokinetic (PBTK) model has been developed for a mixture of six polychlorinated biphenyls (PCBs) in rats. The aim of this study was to apply population Bayesian analysis to a lipid PBTK model, while incorporating an internal exposure-response model linking enzyme induction and metabolic rate. Lipid-based physiologically based toxicokinetic models are a subset of PBTK models that can simulate concentrations of highly lipophilic compounds in tissue lipids, without the need for partition coefficients. A hierarchical treatment of population metabolic parameters and a CYP450 induction model were incorporated into the lipid-based PBTK framework, and Markov-Chain Monte Carlo was applied to in vivo data. A mass balance of CYP1A and CYP2B in the liver was necessary to model PCB metabolism at high doses. The linked PBTK/induction model remained on a lipid basis and was capable of modeling PCB concentrations in multiple tissues for all dose levels and dose profiles.
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spelling pubmed-32704372012-02-07 Bayesian Analysis of a Lipid-Based Physiologically Based Toxicokinetic Model for a Mixture of PCBs in Rats Sasso, Alan F. Georgopoulos, Panos G. Isukapalli, Sastry S. Krishnan, Kannan J Toxicol Research Article A lipid-based physiologically based toxicokinetic (PBTK) model has been developed for a mixture of six polychlorinated biphenyls (PCBs) in rats. The aim of this study was to apply population Bayesian analysis to a lipid PBTK model, while incorporating an internal exposure-response model linking enzyme induction and metabolic rate. Lipid-based physiologically based toxicokinetic models are a subset of PBTK models that can simulate concentrations of highly lipophilic compounds in tissue lipids, without the need for partition coefficients. A hierarchical treatment of population metabolic parameters and a CYP450 induction model were incorporated into the lipid-based PBTK framework, and Markov-Chain Monte Carlo was applied to in vivo data. A mass balance of CYP1A and CYP2B in the liver was necessary to model PCB metabolism at high doses. The linked PBTK/induction model remained on a lipid basis and was capable of modeling PCB concentrations in multiple tissues for all dose levels and dose profiles. Hindawi Publishing Corporation 2012 2012-01-19 /pmc/articles/PMC3270437/ /pubmed/22315591 http://dx.doi.org/10.1155/2012/895391 Text en Copyright © 2012 Alan F. Sasso et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Sasso, Alan F.
Georgopoulos, Panos G.
Isukapalli, Sastry S.
Krishnan, Kannan
Bayesian Analysis of a Lipid-Based Physiologically Based Toxicokinetic Model for a Mixture of PCBs in Rats
title Bayesian Analysis of a Lipid-Based Physiologically Based Toxicokinetic Model for a Mixture of PCBs in Rats
title_full Bayesian Analysis of a Lipid-Based Physiologically Based Toxicokinetic Model for a Mixture of PCBs in Rats
title_fullStr Bayesian Analysis of a Lipid-Based Physiologically Based Toxicokinetic Model for a Mixture of PCBs in Rats
title_full_unstemmed Bayesian Analysis of a Lipid-Based Physiologically Based Toxicokinetic Model for a Mixture of PCBs in Rats
title_short Bayesian Analysis of a Lipid-Based Physiologically Based Toxicokinetic Model for a Mixture of PCBs in Rats
title_sort bayesian analysis of a lipid-based physiologically based toxicokinetic model for a mixture of pcbs in rats
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3270437/
https://www.ncbi.nlm.nih.gov/pubmed/22315591
http://dx.doi.org/10.1155/2012/895391
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