Statistical modeling of effective doses in hormetic dose-response relationships by reparameterization of a bilogistic model for inverted U-shaped curves

O. N. Christian, R. Oluchukwu, J. Chukwudi, N. O. Reuben
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引用次数: 2

Abstract

Hormesis is a biphasic dose (concentration)-response phenomenon characterized by low dose stimulatory and high dose inhibitory effects exerted by stressors on living organisms. Recently, there has been increased interest in the phenomenon and statistical models for its exploration in toxicological studies. The bilogistic model of Beckon et al. is one of such models for modeling biphasic dose-response relationships in toxicological studies. However, there is no explicit formula for the estimation of effective doses (EDK) with the model. In this study, a simple general approach was suggested to reparameterize the model, leading to a range of mathematical models for determination of effective doses at both stimulatory and inhibitory ranges in inverted U-shaped hormetic dose-response relationships. The reparameterized models were tested on experimental data from three different in vitro experimental systems obtained from literature and our experiment. They were successfully applied to test for significance of hormesis and estimate effective doses and their statistical properties. In addition, reparameterization of the model for a particular effective dose (EDK) did not affect estimation of other parameters (such as x1, x2, β1, β2 and M). The reparameterized models provided useful tools for adequate exploration of the tested hormetic dose-response relationships. The extended models could hopefully be versatile in characterization of variable hormetic dose response relationships in many toxicological disciplines.
利用倒u形曲线的生物学模型的重新参数化,对辐照剂量-反应关系中有效剂量的统计建模
激效效应是应激源对生物体产生低剂量刺激和高剂量抑制作用的双相剂量(浓度)反应现象。近年来,人们对这一现象及其在毒理学研究中探索的统计模型越来越感兴趣。Beckon等人的生物学模型是毒理学研究中用于模拟双相剂量-反应关系的模型之一。然而,没有明确的公式来估算该模型的有效剂量(EDK)。在这项研究中,提出了一种简单的通用方法来重新参数化模型,从而产生一系列数学模型,用于确定在倒u型辐照剂量-反应关系中刺激和抑制范围内的有效剂量。重新参数化的模型在三种不同体外实验系统的实验数据上进行了测试,这些实验数据来自文献和我们的实验。它们被成功地应用于激效的显著性检验和有效剂量的估计及其统计特性。此外,特定有效剂量(EDK)模型的重新参数化不会影响其他参数(如x1, x2, β1, β2和M)的估计。重新参数化的模型为充分探索已测试的辐照剂量-反应关系提供了有用的工具。扩展模型有望在许多毒理学学科的可变辐照剂量反应关系的表征中通用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
African Journal of Biotechnology
African Journal of Biotechnology 工程技术-生物工程与应用微生物
自引率
0.00%
发文量
15
审稿时长
4.7 months
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