Statistics and Information Analysis, Battelle Memorial Institute, 505 King Ave., Columbus, OH 43201, USA.
Int J Environ Res Public Health. 2011 Oct;8(10):4082-101. doi: 10.3390/ijerph8104082. Epub 2011 Oct 24.
In complex mixture toxicology, there is growing emphasis on testing environmentally representative doses that improve the relevance of results for health risk assessment, but are typically much lower than those used in traditional toxicology studies. Traditional experimental designs with typical sample sizes may have insufficient statistical power to detect effects caused by environmentally relevant doses. Proper study design, with adequate statistical power, is critical to ensuring that experimental results are useful for environmental health risk assessment. Studies with environmentally realistic complex mixtures have practical constraints on sample concentration factor and sample volume as well as the number of animals that can be accommodated. This article describes methodology for calculation of statistical power for non-independent observations for a multigenerational rodent reproductive/developmental bioassay. The use of the methodology is illustrated using the U.S. EPA's Four Lab study in which rodents were exposed to chlorinated water concentrates containing complex mixtures of drinking water disinfection by-products. Possible experimental designs included two single-block designs and a two-block design. Considering the possible study designs and constraints, a design of two blocks of 100 females with a 40:60 ratio of control:treated animals and a significance level of 0.05 yielded maximum prospective power (~90%) to detect pup weight decreases, while providing the most power to detect increased prenatal loss.
在复杂混合物毒理学中,越来越强调测试具有环境代表性的剂量,以提高对健康风险评估的相关性,但这些剂量通常比传统毒理学研究中使用的剂量低得多。具有典型样本量的传统实验设计可能没有足够的统计能力来检测出由环境相关剂量引起的影响。适当的研究设计和足够的统计能力对于确保实验结果对环境健康风险评估有用至关重要。具有实际环境复杂混合物的研究在样品浓度因子和样品体积以及能够容纳的动物数量方面存在实际限制。本文描述了一种用于计算多代啮齿动物生殖/发育生物测定中非独立观察的统计功效的方法。该方法的使用通过美国环保署的四个实验室研究进行了说明,其中啮齿动物暴露于含有饮用水消毒副产物的复杂混合物的氯化水浓缩物中。可能的实验设计包括两种单块设计和一种两块设计。考虑到可能的研究设计和限制,采用 100 只雌性的两块设计,对照:处理动物的比例为 40:60,显著性水平为 0.05,可获得最大的预期功效(~90%)来检测幼仔体重下降,同时为检测增加的产前损失提供最大的功效。