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使用递归分区混合建模 (RPMM) 描述美国人群中七种环境化学物质的暴露概况。

Description of exposure profiles for seven environmental chemicals in a US population using recursive partition mixture modeling (RPMM).

机构信息

School of Biological and Population Health, College of Public Health and Human Sciences, Corvallis, OR, 97330, USA.

出版信息

J Expo Sci Environ Epidemiol. 2019 Jan;29(1):61-70. doi: 10.1038/s41370-017-0008-7. Epub 2017 Dec 21.

Abstract

Biomonitoring studies have shown that humans are exposed to numerous environmental chemicals. Previous work provides limited insights into the dynamic relationship between different chemicals within a population. The objective of this study is to develop an analytical method identifying exposure profiles of seven common environmental chemicals and determine how exposure profiles differ by sociodemographic groups and National Health and Nutrition Examination Survey (NHANES) 2003-2012 cycle year. We used recursive partition mixture modeling (RPMM) to define classes of the population with similar exposure profiles of lead, cadmium, 2,4-dichlorophenol, 2,5-dichlorophenol, bisphenol A (BPA), triclosan, and benzophenone-3 in individuals aged ≥6 years. Additionally, quasibinomial logistic regression was used to examine the association between each class and selected demographic characteristics. Eight exposure profiles were identified. Individuals who clustered together and had the highest chemical exposures were more likely to be older, to be Non-Hispanic Black (NHB) or Other Hispanic (OH), more likely to live below the poverty line, more likely to be male, and more likely to have participated in the earlier NHANES cycle (2003-2004). The developed method described the dynamic relationship between chemicals and shows that this relationship is different for subpopulations based on their sociodemographic characteristics.

摘要

生物监测研究表明,人类接触到许多环境化学物质。以前的工作对人群中不同化学物质之间的动态关系提供了有限的了解。本研究的目的是开发一种分析方法,确定七种常见环境化学物质的暴露特征,并确定暴露特征如何因社会人口统计学群体和国家健康和营养检查调查(NHANES)2003-2012 周期年而有所不同。我们使用递归分区混合建模(RPMM)来定义年龄≥6 岁的人群中具有相似的铅、镉、2,4-二氯苯酚、2,5-二氯苯酚、双酚 A(BPA)、三氯生和二苯甲酮-3 暴露特征的类别的人群。此外,还使用拟二项逻辑回归来检查每个类别的关联与选定的人口统计学特征。确定了八种暴露特征。聚集在一起且化学暴露最高的个体更有可能是老年人,是非西班牙裔黑人(NHB)或其他西班牙裔(OH),更有可能生活在贫困线以下,更有可能是男性,并且更有可能参加了早期的 NHANES 周期(2003-2004 年)。所开发的方法描述了化学物质之间的动态关系,并表明这种关系因亚人群的社会人口统计学特征而异。

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