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使用概率定量外推的计算工作流程,从ToxCast体外浓度响应数据推导双酚A的人体体内基准剂量。

Derivation of a Human In Vivo Benchmark Dose for Bisphenol A from ToxCast In Vitro Concentration Response Data Using a Computational Workflow for Probabilistic Quantitative to Extrapolation.

作者信息

Loizou George, McNally Kevin, Paini Alicia, Hogg Alex

机构信息

Health and Safety Executive, Harpur Hill, Buxton, United Kingdom.

European Commission Joint Research Centre, Ispra, Italy.

出版信息

Front Pharmacol. 2022 Feb 11;12:754408. doi: 10.3389/fphar.2021.754408. eCollection 2021.

Abstract

A computational workflow which integrates physiologically based kinetic (PBK) modelling; global sensitivity analysis (GSA), Approximate Bayesian Computation (ABC), Markov Chain Monte Carlo (MCMC) simulation and the Virtual Cell Based Assay (VCBA) for the estimation of the active, free concentration of chemical in the reaction medium was developed to facilitate quantitative to extrapolation (QIVIVE). The workflow was designed to estimate parameter and model uncertainty within a computationally efficient framework. The workflow was tested using a human PBK model for bisphenol A (BPA) and high throughput screening (HTS) concentration-response data, for estrogen and pregnane X receptor activation determined in human liver and kidney cell lines, from the ToxCast/Tox21 database. benchmark dose 10% lower confidence limits (BMDL) for oral uptake of BPA (ng/kg BW/day) were calculated from the dose-responses and compared to the human equivalent dose (HED) BMDL for relative kidney weight change in the mouse derived by European Food Safety Authority (EFSA). Three from four BMDL values calculated in this study were similar to the EFSA values whereas the fourth was much smaller. The derivation of an uncertainty factor (UF) to accommodate the uncertainties associated with measurements using human cell lines , extrapolated to , could be useful for the derivation of Health Based Guidance Values (HBGV).

摘要

开发了一种计算工作流程,该流程整合了基于生理学的动力学(PBK)建模、全局敏感性分析(GSA)、近似贝叶斯计算(ABC)、马尔可夫链蒙特卡罗(MCMC)模拟以及基于虚拟细胞的分析(VCBA),用于估计反应介质中化学物质的活性、游离浓度,以促进定量体外到体内外推(QIVIVE)。该工作流程旨在在计算效率高的框架内估计参数和模型不确定性。使用双酚A(BPA)的人体PBK模型以及来自ToxCast/Tox21数据库的、在人肝细胞系和肾细胞系中测定的雌激素和孕烷X受体激活的高通量筛选(HTS)浓度-反应数据对该工作流程进行了测试。根据剂量-反应计算了BPA经口摄入的基准剂量10%置信下限(BMDL,单位为ng/kg体重/天),并与欧洲食品安全局(EFSA)得出的小鼠相对肾重量变化的人体等效剂量(HED)BMDL进行了比较。本研究计算出的四个BMDL值中有三个与EFSA的值相似,而第四个则小得多。推导一个不确定性因子(UF)以适应与使用人类细胞系进行测量相关的不确定性,并外推到……,可能有助于推导基于健康的指导值(HBGV)。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/91e5/8874249/36b71e43b2fb/fphar-12-754408-g001.jpg

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