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Statistical approaches to evaluating the association between mother's exposure to perfluoroalkyl substances (PFASs) and birth outcome in North-Rhine Westphalia

机译:评价北莱茵-威斯特法伦州母亲全氟烷基物质(PFAS)暴露与出生结局之间关系的统计方法

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Background: Developmental toxicity of perfluoroalkyl substances (PFASs) has been proven in animal studies. This raises concern over the potential effects of PFAS on human reproductive health. However, results of epidemiologic studies of exposed populations are inconsistent.As reported earlier, more than 4 million residents in several areas of North-Rhine Westphalia (NRW), Germany, have been exposed to PFASs in drinking water. PFASs' concentrations in drinking water were used as a surrogate marker of exposure. Aim: Two statistical approaches (linear regression, spatial Bayesian method) are compared to evaluate the association between mother's exposure to PFASs via drinking water and birth outcome in NRW, Germany. Methods PFASs' drinking water concentrations were derived from an extensive monitoring programme of the North Rhine-Westphalia State Environment Agency. Birth outcome was assessed on the basis of the quality control datasets of the respective Medical Association. For a spatially correlated effect, Markov random field (MRF) priors were chosen, which reflect spatial neighborhood relationships. To estimate the posterior inference the Integrated Nested Laplace Approximation (INLA) was used. Results Drinking water analyses from 33892 measurements provided PFOA-concentrations for 260 water supply areas. PFOA-concentrations ranged from below LOQ to 650 ng/l (37 % > LOQ). Birth outcome, maternal smoking status, medication and other confounders were derived on postcode level for 1,176,488 newborns and their mothers between 2003 and 2010.Matching of birth outcome and PFASs' exposure data was successfully achieved by geoprocessing methods in 382 postcode areas, resulting in a total of 281,019 datasets. Strength of effects and potential confounders will be compared. Conclusion Spatial models might account better for the surrogate drinking water contamination, although MRFs only consider confounders on an aggregate basis. Data will be followed on a longitudinal basis.
机译:背景:全氟烷基物质(PFASs)的发育毒性已在动物研究中得到证实。这引起了人们对全氟辛烷磺酸对人类生殖健康的潜在影响的关注。然而,有关受感染人群的流行病学研究结果不一致。如前所述,德国北莱茵-威斯特法伦州(NRW)多个地区的超过400万居民已暴露于饮用水中的PFAS。饮用水中全氟辛烷磺酸的浓度被用作暴露的替代指标。目的:比较两种统计学方法(线性回归,空间贝叶斯方法),以评估德国西北地区母亲通过饮用水接触PFAS与出生结局之间的关系。方法全氟辛烷磺酸的饮用水浓度来自北莱茵-威斯特法伦州环境局的广泛监测计划。根据各个医学协会的质量控制数据对出生结局进行评估。为了获得空间相关的效果,选择了反映空间邻域关系的马尔可夫随机场(MRF)先验。为了估计后验推论,使用了集成嵌套拉普拉斯近似(INLA)。结果根据33892个测量值进行的饮用水分析提供了260个供水区域的PFOA浓度。全氟辛烷磺酸的浓度范围从低于最低定量限到650 ng / l(37%>最低定量)。在2003年至2010年之间,对1,176,488名新生儿及其母亲的邮政编码结果得出了出生结局,母亲吸烟状况,药物和其他混杂因素。通过地理处理方法在382个邮政编码区域中成功实现了出生结局和PFAS暴露数据的匹配。总共281,019个数据集。将比较效果的强度和潜在的混杂因素。结论尽管MRF仅综合考虑混杂因素,但空间模型可能更能解释替代性饮用水污染。将纵向跟踪数据。

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