University of Michigan School of Public Health, Department of Environmental Health Sciences, Ann Arbor, MI, United States.
University of Michigan School of Public Health, Department of Biostatistics, Ann Arbor, MI, United States.
Environ Int. 2020 May;138:105606. doi: 10.1016/j.envint.2020.105606. Epub 2020 Mar 13.
In previous studies, exposures to heavy metals such as Pb and Cd have been associated with adverse birth outcomes; however, knowledge on effects at low levels of exposure and of other elements remain limited.
We examined individual and mixture effects of metals and metalloids on birth outcomes among 812 pregnant women in the Puerto Rico Testsite for Exploring Contamination Threats (PROTECT) cohort. We measured 16 essential and non-essential metal(loid)s in maternal blood collected at 16-20 and 24-28 weeks gestation. We used linear and logistic regression to independently examine associations between geometric mean (GM) concentrations of each metal across visits and gestational age, birthweight z-scores, preterm birth, small for gestational age (SGA), and large for gestational age (LGA). We evaluated effect modification with infant sex*metal interaction terms. To identify critical windows of susceptibility, birth outcomes were regressed on visit-specific metal concentrations. Furthermore, average metal concentrations were divided into tertiles to examine the potential for non-linear relationships. We used elastic net (ENET) regularization to construct Environmental Risk Score (ERS) as a metal risk score and Bayesian Kernel Machine Regression (BKMR) to identify individual metals most critical to each outcome, accounting for correlated exposures.
In adjusted models, an interquartile range (IQR) increase in GM lead (Pb) was associated with 1.63 higher odds of preterm birth (95%CI = 1.17, 2.28) and 2 days shorter gestational age (95% CI = -3.1, -0.5). Manganese (Mn) and zinc (Zn) were also associated with higher odds of preterm birth and shorter gestational age; the associations were strongest among the highest tertile for Mn and among females for Zn. Mercury (Hg) was associated with higher risk of preterm birth at the later window of pregnancy. Ni measured later in pregnancy was associated with lower odds of SGA. ENET and BKMR models selected similar metals as "important" predictors of birth outcomes. The association between ERS and preterm birth was assessed and the third tertile of ERS was significantly associated with an elevated odds ratio of 2.13 (95% CI = 1.12, 5.49) for preterm birth compared to the first tertile.
As the PROTECT cohort has lower Pb concentrations (GM = 0.33 μg/dL) compared to the mainland US, our findings suggest that low-level prenatal lead exposure, as well as elevated Mn and Zn exposure, may adversely affect birth outcomes. Improved understanding on environmental factors contributing to preterm birth, together with sustainable technologies to remove contamination, will have a direct impact in Puerto Rico and elsewhere.
在之前的研究中,铅(Pb)和镉(Cd)等重金属的暴露与不良出生结局有关;然而,关于低水平暴露和其他元素的知识仍然有限。
我们在波多黎各探索污染威胁测试点(PROTECT)队列中的 812 名孕妇中检查了金属和类金属对出生结局的个体和混合效应。我们在妊娠 16-20 周和 24-28 周时测量了母亲血液中的 16 种必需和非必需金属(类金属)的浓度。我们使用线性和逻辑回归分别检查了各次访问和妊娠龄、出生体重 z 评分、早产、小于胎龄儿(SGA)和大于胎龄儿(LGA)的 GM 浓度之间的关系。我们用婴儿性别*金属相互作用项评估了效应修饰。为了确定易感性的关键窗口,我们将出生结局与特定访问的金属浓度进行回归。此外,我们将平均金属浓度分为三分位数,以检查潜在的非线性关系。我们使用弹性网络(ENET)正则化构建环境风险评分(ERS)作为金属风险评分,并使用贝叶斯核机器回归(BKMR)识别对每个结局最重要的单个金属,同时考虑到相关暴露。
在调整后的模型中,GM 铅(Pb)升高一个四分位距(IQR)与早产的几率增加 1.63 倍(95%CI = 1.17,2.28)和妊娠龄缩短 2 天(95%CI = -3.1,-0.5)相关。锰(Mn)和锌(Zn)也与早产和妊娠龄缩短的几率增加有关;在最高三分位数的 Mn 和女性的 Zn 中,这种关联最强。妊娠后期测量的汞(Hg)与早产的风险增加有关。妊娠后期测量的 Ni 与 SGA 的几率降低有关。ENET 和 BKMR 模型选择了相似的金属作为出生结局的“重要”预测因子。评估了 ERS 与早产之间的关系,与第一三分位数相比,ERS 的第三三分位数与早产的比值比显著升高 2.13(95%CI = 1.12,5.49)。
由于 PROTECT 队列的 Pb 浓度(GM = 0.33μg/dL)低于美国大陆,我们的研究结果表明,产前低水平铅暴露以及 Mn 和 Zn 暴露升高可能对出生结局产生不利影响。更好地了解导致早产的环境因素,以及可持续的去除污染技术,将直接影响波多黎各和其他地区。