首页> 外文会议>Annual conference of the International Society of Exposure Science >Global Screening of Environmental Contaminants and Reproductive Function in Greenlandic and European Men Using Partial Least Squares Regression
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Global Screening of Environmental Contaminants and Reproductive Function in Greenlandic and European Men Using Partial Least Squares Regression

机译:使用偏最小二乘回归对全球格陵兰和欧洲男性的环境污染物和生殖功能进行筛查

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Background: Numerous environmental contaminants have been suggested to adversely affect reproductive health. However, the complex correlation structure of contaminants and multiple testing issues limit interpretation of existing evidence. Aims: We evaluated exposure-response relationships (ERRs) for a large set of biomarkers of exposure and biomarkers of male reproductive health using a multivariate partial least squares (PLS) regression approach to account for correlation among exposures and multiple testing. Methods: Male partners of pregnant women were recruited from 2002 to 2004 during routine antenatal care visits from 3 locations: Greenland; Warsaw, Poland; and Kharkiv, Ukraine (n=602). Fifteen contaminants were measured in blood, including metabolites of diethylhexyl and diisononyl phthalates, perfluorinated compounds, 3 metals and 3 organochlorines. Over 20 biomarkers of reproductive function were assessed, including serum levels of reproductive hormones, markers of semen quality, sperm chromatin integrity, epididymal and accessory sex gland function, and X:Y chromosome ratio. We tested ERRs using PLS regression and applied a permutation procedure to derive a suitable significance threshold. Results: Of the 330 ERRs examined in 22 PLS regression models, we detected 6 significant ERRs. The most robust associations were a negative association between phthalates and testosterone, and a positive association between cadmium and testosterone. Conclusions: The extended-PLS regression appropriately accounted for correlated exposures and multiple testing. Results provide further epidemiologic support for a negative effect of phthalates on male reproductive function.
机译:背景:已提出许多环境污染物会对生殖健康产生不利影响。但是,污染物的复杂关联结构和多重测试问题限制了对现有证据的解释。目的:我们使用多元偏最小二乘(PLS)回归方法评估了暴露的生物标志物和男性生殖健康的生物标志物的暴露-反应关系(ERRs),以说明暴露和多次测试之间的相关性。方法:从2002年至2004年,在格陵兰3个地方的例行产前检查期间招募孕妇的男性伴侣。波兰华沙;和乌克兰哈尔科夫(n = 602)。在血液中测量了15种污染物,包括邻苯二甲酸二乙己基和二异壬酯的代谢产物,全氟化化合物,3种金属和3种有机氯。评估了20多个生殖功能生物标志物,包括血清生殖激素水平,精液质量标志物,精子染色质完整性,附睾和性腺功能以及X:Y染色体比率。我们使用PLS回归测试了ERR,并应用了置换程序以得出合适的显着性阈值。结果:在22个PLS回归模型中检查的330个ERR中,我们检测到6个重要的ERR。最强的关联是邻苯二甲酸酯和睾丸激素之间的负相关,以及镉和睾丸激素之间的正相关。结论:扩展PLS回归适当地解释了相关的暴露和多重测试。结果为邻苯二甲酸盐对男性生殖功能的负面影响提供了进一步的流行病学支持。

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