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发育毒性研究中胎儿死亡、胎儿体重和畸形的统计模型。

Statistical model for fetal death, fetal weight, and malformation in developmental toxicity studies.

作者信息

Catalano P J, Scharfstein D O, Ryan L M, Kimmel C A, Kimmel G L

机构信息

Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts.

出版信息

Teratology. 1993 Apr;47(4):281-90. doi: 10.1002/tera.1420470405.

Abstract

The purpose of this paper is to present a statistical model for analyzing the joint effects of exposure on fetal death, fetal weight, and malformation in a developmental toxicity study. In addition to allowing for the usual litter effect, the model allows for correlations between different outcomes measured on the same fetus. Fitting the model requires first focusing on non-live outcomes by modeling the probability of fetal death or resorption as a function of dose. Then outcomes among live fetuses are modeled using a two-stage regression approach. The first stage models fetal weight as a function of dose and the second stage models fetal malformation as a function of dose, as well as residuals from the weight model. The regression coefficients from the malformation model have intuitive interpretations in terms of correlations between littermates and between different outcomes measured within the same fetus. Not only does the approach provide a useful way to investigate the relationship between adverse fetal outcomes, it also yields a natural framework for conducting quantitative risk assessment. A procedure is proposed for quantifying overall risk by incorporating the three outcomes in order to estimate safe dose levels and corresponding lower confidence limits. The method is illustrated using data from an experiment in mice conducted through the National Toxicology Program.

摘要

本文的目的是提出一个统计模型,用于分析发育毒性研究中暴露因素对胎儿死亡、胎儿体重和畸形的联合影响。该模型除了考虑常见的窝效应外,还考虑了在同一胎儿上测量的不同结局之间的相关性。拟合该模型首先需要通过将胎儿死亡或吸收的概率建模为剂量的函数,来关注非存活结局。然后,使用两阶段回归方法对存活胎儿的结局进行建模。第一阶段将胎儿体重建模为剂量的函数,第二阶段将胎儿畸形建模为剂量的函数以及体重模型的残差的函数。畸形模型的回归系数在同窝仔畜之间以及在同一胎儿内测量的不同结局之间的相关性方面具有直观的解释。该方法不仅为研究不良胎儿结局之间的关系提供了一种有用的方式,还为进行定量风险评估提供了一个自然的框架。提出了一种通过纳入这三个结局来量化总体风险的程序,以估计安全剂量水平和相应的较低置信限。使用通过国家毒理学计划进行的小鼠实验数据对该方法进行了说明。

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