Bellinger D, Leviton A, Waternaux C, Allred E
Environ Res. 1985 Oct;38(1):119-29. doi: 10.1016/0013-9351(85)90077-5.
This paper addresses several methodological issues relevant to an assessment of the association between low-level lead exposure and early development. In particular, we discuss methods for choosing, from a large pool of candidates, the covariates to control when estimating this association. We examine the issue of confounding and explain why adjusting increased, rather than decreased, the estimate of the association between blood lead level and development at 6 months of age in our sample. A step-by-step description of our strategy for model building is presented. Finally, we demonstrate the robustness of the findings by showing that the magnitude and standard error of the estimated lead effect is not affected appreciably by the method of selecting covariates to be controlled for or by the characterization of lead as a continuous, ordinal, or dichotomous variable. Although these issues arose in the course of analyses of data collected by the Boston lead study (D. Bellinger, H. Needleman, A. Leviton, C. Waternaux, M. Rabinowitz, and M. Nichols (1984), Neurobehav. Tox. Teratol., 6, 387-402), they apply to other current prospective lead studies as well.
本文探讨了与评估低水平铅暴露和早期发育之间的关联相关的几个方法学问题。特别是,我们讨论了从大量候选变量中选择在估计这种关联时要控制的协变量的方法。我们研究了混杂问题,并解释了为什么在我们的样本中,调整反而增加了而非降低了6个月龄时血铅水平与发育之间关联的估计值。文中给出了我们模型构建策略的逐步描述。最后,我们通过表明估计的铅效应的大小和标准误差不受选择要控制的协变量的方法或铅作为连续、有序或二分变量的特征的显著影响,来证明研究结果的稳健性。尽管这些问题是在对波士顿铅研究(D. 贝林格、H. 尼德曼、A. 莱维顿、C. 沃特诺克斯、M. 拉宾诺维茨和M. 尼科尔斯(1984年),《神经行为毒理学与致畸学》,第6卷,第387 - 402页)收集的数据进行分析的过程中出现的,但它们也适用于其他当前的前瞻性铅研究。