Association between chemical pattern in breast milk and congenital cryptorchidism: modelling of complex human exposures

K. Krysiak-Baltyn, J. Toppari, N. E. Skakkebaek, T. S. Jensen, H. E. Virtanen, K.-W. Schramm, H. Shen, T. Vartiainen, H. Kiviranta, O. Taboureau, K. Audouze, S. Brunak, K. M. Main
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引用次数: 45

Abstract

During the past four decades, there has been an increase in the incidence rate of male reproductive disorders in some, but not all, Western countries. The observed increase in the prevalence of male reproductive disorders is suspected to be ascribable to environmental factors as the increase has been too rapid to be explained by genetics alone. To study the association between complex chemical exposures of humans and congenital cryptorchidism, the most common malformation of the male genitalia, we measured 121 environmental chemicals with suspected or known endocrine disrupting properties in 130 breast milk samples from Danish and Finnish mothers. Half the newborns were healthy controls, whereas the other half was boys with congenital cryptorchidism. The measured chemicals included polychlorinated biphenyls (PCBs), polybrominated diphenyl-ethers, dioxins (OCDD/PCDFs), phthalates, polybrominated biphenyls and organochlorine pesticides. Computational analysis of the data was performed using logistic regression and three multivariate machine learning classifiers. Furthermore, we performed systems biology analysis to explore the chemical influence on a molecular level. After correction for multiple testing, exposure to nine chemicals was significantly different between the cases and controls in the Danish cohort, but not in the Finnish cohort. The multivariate analysis indicated that Danish samples exhibited a stronger correlation between chemical exposure patterns in breast milk and cryptorchidism than Finnish samples. Moreover, PCBs were indicated as having a protective effect within the Danish cohort, which was supported by molecular data recovered through systems biology. Our results lend further support to the hypothesis that the mixture of environmental chemicals may contribute to observed adverse trends in male reproductive health.

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母乳中的化学模式与先天性隐睾之间的关系:复杂人体暴露的建模
在过去的四十年中,男性生殖障碍的发病率在一些西方国家有所增加,但不是全部。观察到的男性生殖障碍患病率的增加被怀疑是由环境因素造成的,因为这种增加速度太快,无法仅用遗传学来解释。为了研究人类接触复杂化学物质与先天性隐睾(男性生殖器最常见的畸形)之间的关系,我们在丹麦和芬兰母亲的130份母乳样本中测量了121种环境化学物质,这些化学物质疑似或已知具有内分泌干扰特性。一半的新生儿是健康的对照组,而另一半是患有先天性隐睾症的男孩。测量的化学物质包括多氯联苯(pcb)、多溴联苯醚、二恶英(OCDD/ pcdf)、邻苯二甲酸盐、多溴联苯和有机氯农药。使用逻辑回归和三个多元机器学习分类器对数据进行计算分析。此外,我们进行了系统生物学分析,以探索分子水平上的化学影响。在多次测试校正后,丹麦队列的病例和对照组暴露于9种化学物质有显著差异,但芬兰队列中没有。多变量分析表明,丹麦样本在母乳中的化学物质暴露模式与隐睾症之间的相关性强于芬兰样本。此外,通过系统生物学恢复的分子数据表明,多氯联苯在丹麦队列中具有保护作用。我们的研究结果进一步支持了一种假设,即环境化学物质的混合物可能有助于观察到的男性生殖健康的不利趋势。
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6-12 weeks
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Goodbye International Journal of Andrology, welcome Andrology! Progesterone and CatSper dependency Novel mutations in calcium/calmodulin-dependent protein kinase IV (CAMK4) gene in infertile men Variations in testosterone pathway genes and susceptibility to testicular cancer in Norwegian men Selective resection of dorsal nerves of penis for premature ejaculation
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