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环境风险评估中基准剂量的非参数估计。

Nonparametric estimation of benchmark doses in environmental risk assessment.

作者信息

Piegorsch Walter W, Xiong Hui, Bhattacharya Rabi N, Lin Lizhen

机构信息

Program in Statistics, University of Arizona, Tucson, AZ, 85721 USA ; Department of Mathematics, University of Arizona, Tucson, AZ, 85721 USA.

出版信息

Environmetrics. 2012 Dec 1;23(8):717-728. doi: 10.1002/env.2175.

Abstract

An important statistical objective in environmental risk analysis is estimation of minimum exposure levels, called benchmark doses (BMDs), that induce a pre-specified benchmark response in a dose-response experiment. In such settings, representations of the risk are traditionally based on a parametric dose-response model. It is a well-known concern, however, that if the chosen parametric form is misspecified, inaccurate and possibly unsafe low-dose inferences can result. We apply a nonparametric approach for calculating benchmark doses, based on an isotonic regression method for dose-response estimation with quantal-response data (Bhattacharya and Kong, 2007). We determine the large-sample properties of the estimator, develop bootstrap-based confidence limits on the BMDs, and explore the confidence limits' small-sample properties via a short simulation study. An example from cancer risk assessment illustrates the calculations.

摘要

环境风险分析中的一个重要统计目标是估计最低暴露水平,即所谓的基准剂量(BMDs),它在剂量反应实验中引发预先指定的基准反应。在这种情况下,风险的表示传统上基于参数剂量反应模型。然而,一个众所周知的问题是,如果所选的参数形式指定错误,可能会导致不准确且可能不安全的低剂量推断。我们应用一种非参数方法来计算基准剂量,该方法基于用于定量反应数据的剂量反应估计的等渗回归方法(Bhattacharya和Kong,2007年)。我们确定估计量的大样本性质,开发基于自助法的BMDs置信限,并通过简短的模拟研究探索置信限的小样本性质。癌症风险评估的一个例子说明了这些计算。

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