Hogan K, Marcus A, Smith R, White P
Office of Prevention, Pesticides and Toxic Substances, U.S. Environmental Protection Agency, Washington, DC 20460, USA.
Environ Health Perspect. 1998 Dec;106 Suppl 6(Suppl 6):1557-67. doi: 10.1289/ehp.98106s61557.
The concept of model validation is evolving in the scientific community. This paper addresses the comparison of observed and predicted estimates as one component of model validation as applied to the integrated exposure uptake biokinetic (IEUBK) model for lead in children. The IEUBK model is an exposure (dose)-response model that uses children's environmental lead exposures to estimate risk of elevated blood lead (typically > 10 micrograms/dl) through estimation of lead body burdens in a mass balance framework. We used residence-specific environmental lead measurements from three epidemiologic datasets as inputs for the IEUBK model to predict blood lead levels, and compared these predictions with blood lead levels of children living at these residences. When the IEUBK modeling focused on children with representative exposure measurements, that is, children who spent the bulk of their time near the locations sampled, there was reasonably close agreement between observed and predicted blood lead distributions in the three studies considered. Geometric mean observed and predicted blood lead levels were within 0.7 microgram/dl, and proportions of study populations expected to be above 10 micrograms/dl were within 4% of those observed.
模型验证的概念正在科学界不断演变。本文探讨了将观察值与预测值进行比较,作为模型验证的一个组成部分,应用于儿童铅暴露的综合暴露吸收生物动力学(IEUBK)模型。IEUBK模型是一种暴露(剂量)-反应模型,它利用儿童的环境铅暴露情况,通过在质量平衡框架内估计铅的体内负荷,来估计血铅水平升高(通常>10微克/分升)的风险。我们使用来自三个流行病学数据集的特定居住地环境铅测量值作为IEUBK模型的输入,以预测血铅水平,并将这些预测值与居住在这些居住地的儿童的血铅水平进行比较。当IEUBK模型关注具有代表性暴露测量值的儿童时,即大部分时间在采样地点附近度过的儿童,在考虑的三项研究中,观察到的和预测的血铅分布之间有相当接近的一致性。观察到的和预测的血铅几何平均水平相差在0.7微克/分升以内,预计血铅水平高于10微克/分升的研究人群比例与观察到的比例相差在4%以内。