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基于非参数算法列举的剂量-反应轮廓的毒理学应用中趋势检验效能的比较。

Comparison of Power of Trend Tests for Toxicological Application Based on Dose-Response Profiles Enumerated Using a Nonparametric Algorithm.

机构信息

Office of Research and Development, US Environmental Protection Agency, Cincinnati, Ohio, USA.

出版信息

Environ Toxicol Chem. 2022 Jul;41(7):1754-1764. doi: 10.1002/etc.5306. Epub 2022 Jun 9.

DOI:10.1002/etc.5306
PMID:35156237
Abstract

Tests for dose-response trend may be used to support conclusions on the toxicity of a substance in a range of doses evaluated in a comparative experiment. Criteria are proposed for evaluating and comparing alternative tests, and are applied in a comparison of certain tests applicable with continuous responses, namely, a multiplicity-adjusted pairwise comparison procedure, a trend test based on a single contrast, and four multiple-contrast trend tests. Methods considered treat dose as ordinal information. A particular focus was comparison of the simple test of a single contrast, with coefficients proportional to dose rank, with the multiple-contrast methods available with modern computing. To explore the role of the dose-response curve shape, regular dose-response shapes (or profiles), defined by the mean response for each dose level, using a simple grid-based algorithm were generated. Power for individual profiles may be used to illustrate the effect of curve shape on the power of alternative tests. To facilitate selection of tests, we report average power over profiles, averaging at different levels of granularity, first separately for each of several curve shape categories, and then over all profiles, weighting shape categories equally. Power results for the six tests evaluated at least provide clear distinctions between some procedures that are more-preferred, versus less-preferred. Our analyses expand the comparisons of tests available and contribute a methodology for choice of statistical methods for toxicological data analysis. Environ Toxicol Chem 2022;41:1754-1764. Published 2022. This article is a U.S. Government work and is in the public domain in the USA.

摘要

可采用剂量-反应趋势检验来支持对比较实验中评估的一系列剂量下物质毒性的结论。本文提出了用于评价和比较替代检验的标准,并应用于连续反应中某些适用检验的比较,即,多重调整的两两比较程序、基于单个对比的趋势检验以及四个多对比趋势检验。所考虑的方法将剂量视为有序信息。特别关注的是,剂量与秩成正比的单个对比的简单检验与现代计算中可用的多对比方法之间的比较。为了探索剂量-反应曲线形状的作用,使用基于简单网格算法的定义每个剂量水平的平均响应的规则剂量-反应形状(或轮廓)被生成。单个轮廓的功效可用于说明曲线形状对替代检验功效的影响。为了便于检验选择,我们报告了轮廓上的平均功效,在不同的粒度水平上进行平均,首先针对几个曲线形状类别中的每一个进行平均,然后在所有轮廓上进行平均,平等地加权形状类别。评估的六个检验的功效结果至少在一些更优选的检验与不太优选的检验之间提供了明显的区别。我们的分析扩展了可用检验的比较,并为毒理学数据分析中统计方法的选择提供了一种方法。环境毒物化学 2022;41:1754-1764. 2022 年出版。本文是美国政府的工作,在美国公共领域。

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