Department of Biostatistics, School of Medicine, Virginia Commonwealth University, Richmond, VA, USA.
Environ Health. 2013 Aug 20;12(1):66. doi: 10.1186/1476-069X-12-66.
Polychlorinated biphenyls (PCBs) remain ubiquitous environmental contaminants. Developmental exposures are suspected to impact reproduction. Analysis of mixtures of PCBs may be problematic as components have a complex correlation structure, and along with limited sample sizes, standard regression strategies are problematic. We compared the results of a novel, empirical method to those based on categorization of PCB compounds by (1) hypothesized biological activity previously proposed and widely applied, and (2) degree of ortho- substitution (mono, di, tri), in a study of the relation of maternal serum PCBs and daughter's time to pregnancy.
We measured PCBs in maternal serum samples collected in the early postpartum in 289 daughters in the Child Health and Development Studies birth cohort. We queried time to pregnancy in these daughters 28-31 years later. We applied a novel weighted quantile sum approach to find the bad-actor compounds in the PCB mixture found in maternal serum. The approach includes empirical estimation of the weights through a bootstrap step which accounts for the variation in the estimated weights.
Bootstrap analyses indicated the dominant functionality groups associated with longer TTP were the dioxin-like, anti-estrogenic group (average weight, 22%) and PCBs not previously classified by biological activity (54%). In contrast, the unclassified PCBs were not important in the association with shorter TTP, where the anti-estrogenic groups and the PB-inducers group played a more important role (60% and 23%, respectively). The highly chlorinated PCBs (average weight, 89%) were mostly associated with longer TTP; in contrast, the degree of chlorination was less discriminating for shorter TTP. Finally, PCB 56 was associated with the strongest relationship with TTP with a weight of 47%.
Our empirical approach found some associations previously identified by two classification schemes, but also identified other bad actors. This empirical method can generate hypotheses about mixture effects and mechanisms and overcomes some of the limitations of standard regression techniques.
多氯联苯(PCBs)仍然是无处不在的环境污染物。发育暴露被怀疑会影响生殖。分析 PCB 混合物可能存在问题,因为成分具有复杂的相关结构,而且样本量有限,标准回归策略存在问题。我们比较了一种新的经验方法的结果与基于(1)先前提出并广泛应用的假设生物活性和(2)邻位取代程度(单、二、三)对 PCB 化合物进行分类的结果,研究了母体血清 PCBs 与女儿妊娠时间的关系。
我们测量了 289 名女儿在产后早期的母体血清样本中的 PCBs,这些女儿在 28-31 年后接受了妊娠时间的调查。我们应用了一种新的加权分位数总和方法来寻找母体血清中 PCB 混合物中的不良作用化合物。该方法通过自举步骤来估计权重,该步骤通过自举步骤来估计权重,该步骤考虑了估计权重的变化。
自举分析表明,与较长 TTP 相关的主要功能组是类二恶英、抗雌激素组(平均权重 22%)和未通过生物活性分类的 PCB(54%)。相比之下,未分类的 PCB 在与较短 TTP 的关联中并不重要,其中抗雌激素组和 PB 诱导组发挥了更重要的作用(分别为 60%和 23%)。高度氯化的 PCB(平均权重 89%)主要与较长的 TTP 相关;相反,氯化程度对较短的 TTP 不太具有区分性。最后,PCB 56 与 TTP 的关系最强,权重为 47%。
我们的经验方法发现了一些与两种分类方案先前确定的关联,但也发现了其他不良作用者。这种经验方法可以产生关于混合物效应和机制的假设,并克服了标准回归技术的一些限制。