U.S. Environmental Protection Agency, Mailstop 8623P, 1200 Pennsylvania Avenue NW, Washington, DC 20460, USA.
Int J Hyg Environ Health. 2013 Nov;216(6):703-9. doi: 10.1016/j.ijheh.2013.01.005. Epub 2013 Mar 9.
Biomonitoring studies show that humans carry a body burden of multiple classes of contaminants which are not often studied together. Many of these chemicals may be hepatotoxic. We used the 2003-2004 National Health and Nutrition Examination Survey to evaluate the relationship between alanine aminotransferase (ALT) and 37 environmental contaminants, comprising heavy metals, non-dioxin-like polychlorinated biphenyls (PCBs), and dioxin-like compounds, using a novel method. Linear regression models were constructed for each chemical separately, then as a class, using quartiles to represent exposure and adjusting for age, sex, race, income, and BMI. We then used an optimization approach to compile a weighted sum of the quartile scores, both within and across chemical classes. Using the optimization approach to construct weighted quartile scores, the dioxin like PCB, the non-dioxin like PCB and metal class-level scores were significantly associated with elevated ALT. A significant interaction was detected between the class-level score for metals, and the score for non-dioxin-like PCBs. When including all chemicals in one model, 3 chemicals accounted for 78% of the weight (mercury, PCB 180, 3,3',4,4',5-PNCB) with the remaining 22% associated with 4 chemicals (a dioxin and 3 PCBs). Validation with a holdout dataset indicated that the weighted quartile sum estimator efficiently identifies reproducible significant associations.
生物监测研究表明,人类体内携带着多种类别的污染物,而这些污染物通常不会被一起研究。其中许多化学物质可能具有肝毒性。我们使用了 2003-2004 年全国健康和营养调查的数据,采用一种新的方法来评估丙氨酸氨基转移酶(ALT)与 37 种环境污染物(包括重金属、非二恶英类多氯联苯(PCBs)和二恶英类化合物)之间的关系。我们分别为每种化学物质构建了线性回归模型,然后作为一个整体,使用四分位数来代表暴露情况,并调整年龄、性别、种族、收入和 BMI。然后,我们使用一种优化方法来编制四分位数得分的加权总和,既包括化学物质内部的,也包括化学物质之间的。使用优化方法构建加权四分位数得分,发现类水平的二恶英样 PCB、非二恶英样 PCB 和金属类水平得分与 ALT 升高显著相关。检测到金属类水平得分与非二恶英样 PCB 得分之间存在显著的交互作用。当将所有化学物质纳入一个模型中时,有 3 种化学物质占了 78%的权重(汞、PCB 180、3,3',4,4',5-PNCB),其余 22%与 4 种化学物质相关(一种二恶英和 3 种 PCB)。使用保留数据集进行验证表明,加权四分位数总和估计值有效地识别了可重复的显著关联。