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DOI10.1289/EHP2207
Statistical Methodology in Studies of Prenatal Exposure to Mixtures of Endocrine Disrupting Chemicals: A Review of Existing Approaches and New Alternatives
Lazarevic, Nina1; Barnett, Adrian G.2; Sly, Peter D.3; Knibbs, Luked.1,4
2019-02-01
发表期刊ENVIRONMENTAL HEALTH PERSPECTIVES
ISSN0091-6765
EISSN1552-9924
出版年2019
卷号127期号:2
文章类型Review
语种英语
国家Australia
英文摘要

BACKGROUND: Prenatal exposures to endocrine-disrupting chemicals (EDCs) during critical developmental windows have been implicated in the etiologies of a wide array of adverse perinatal and pediatric outcomes. Epidemiological studies have concentrated on the health effects of individual Chemicals, despite the understanding that EDCs act together via common mechanisms, that pregnant women are exposed to multiple EDCs simultaneously, and that substantial toxicological evidence of adverse developmental effects has been documented. There is a move toward multipollutant models in environmental epidemiology; however, there is no current consensus on appropriate statistical methods.


OBJECTIVES: We aimed to review the statistical methods used in these studies, to identify additional applicable methods, and to determine the strengths and weaknesses of each method for addressing the salient statistical and epidemiological challenges.


METHODS: We searched Embase, MEDLINE, and Web of Science for epidemiological studies of endocrine sensitive outcomes in the children of mothers exposed to EDC mixtures during pregnancy and identified alternative statistical methods from the wider literature.


DISCUSSION: We identified 74 studies and analyzed the methods used to estimate mixture, health effects, identify important mixture, components, account for nonmonotonicity in exposure-response relationships, assess interactions, and identify windows of exposure susceptibility. We identified both frequentist and Bayesian methods that are robust to multicollincarity, performing shrinkage, variable selection, dimension reduction, statistical learning, or smoothing, including methods that were not used by the studies included in our review.


CONCLUSIONS: Compelling motivation exists for analyzing EDCs as mixtures, yet many studies make simplifying assumptions about EDC additivity, relative potency, and linearity, or overlook the potential for bias due to asymmetries in chemical persistence. We discuss the potential impacts of these choices and suggest alternative methods to improve analyses of prenatal exposure to EDC mixtures.


领域资源环境
收录类别SCI-E
WOS记录号WOS:000460125600002
WOS关键词PERSISTENT ORGANIC POLLUTANTS ; STRUCTURAL EQUATION MODELS ; BISPHENOL-A CONCENTRATIONS ; MOTHER-CHILD COHORT ; FOR-GESTATIONAL-AGE ; IN-UTERO EXPOSURE ; MEASUREMENT-ERROR ; POLYCHLORINATED-BIPHENYLS ; PHTHALATE EXPOSURES ; VARIABLE SELECTION
WOS类目Environmental Sciences ; Public, Environmental & Occupational Health ; Toxicology
WOS研究方向Environmental Sciences & Ecology ; Public, Environmental & Occupational Health ; Toxicology
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/23230
专题资源环境科学
作者单位1.Univ Queensland, Fac Med, Sch Publ Hlth, Brisbane, Qld, Australia;
2.Queensland Univ Technol, Fac Hlth, Sch Publ Hlth & Social Work, Brisbane, Qld, Australia;
3.Univ Queensland, Child Hlth Res Ctr, Brisbane, Qld, Australia;
4.Ctr Air Qual & Hlth Res & Evaluat, Glebe, NSW, Australia
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GB/T 7714
Lazarevic, Nina,Barnett, Adrian G.,Sly, Peter D.,et al. Statistical Methodology in Studies of Prenatal Exposure to Mixtures of Endocrine Disrupting Chemicals: A Review of Existing Approaches and New Alternatives[J]. ENVIRONMENTAL HEALTH PERSPECTIVES,2019,127(2).
APA Lazarevic, Nina,Barnett, Adrian G.,Sly, Peter D.,&Knibbs, Luked..(2019).Statistical Methodology in Studies of Prenatal Exposure to Mixtures of Endocrine Disrupting Chemicals: A Review of Existing Approaches and New Alternatives.ENVIRONMENTAL HEALTH PERSPECTIVES,127(2).
MLA Lazarevic, Nina,et al."Statistical Methodology in Studies of Prenatal Exposure to Mixtures of Endocrine Disrupting Chemicals: A Review of Existing Approaches and New Alternatives".ENVIRONMENTAL HEALTH PERSPECTIVES 127.2(2019).
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