Misclassified exposure in epigenetic mediation analyses. Does DNA methylation mediate effects of smoking on birthweight?
- PMID: 28234025
- PMCID: PMC5331915
- DOI: 10.2217/epi-2016-0145
Misclassified exposure in epigenetic mediation analyses. Does DNA methylation mediate effects of smoking on birthweight?
Abstract
Aims: Assessing whether epigenetic alterations mediate associations between environmental exposures and health outcomes is increasingly popular. We investigate the impact of exposure misclassification in such investigations.
Materials & methods: We quantify bias and false-positive rates due to exposure misclassification in mediation analysis and assess the performance of the simulation extrapolation method (SIMEX). We evaluate whether DNA-methylation mediates smoking-birth weight relationship in the Norwegian Mother and Child Study birth cohort.
Results: Ignoring exposure misclassification increases type I error in mediation analysis. The direct effect is underestimated and, when the mediator is a biomarker of the exposure, as is true for smoking, the indirect effect is overestimated.
Conclusion: Misclassification correction plus cautious interpretation are recommended for mediation analyses in the presence of exposure misclassification.
Keywords: DNA methylation; mediation analysis; misclassification.
Conflict of interest statement
This work was supported in part by the Intramural Research Program of NIH, National Institute of Environmental Health Sciences (NIEHS). The Norwegian Mother and Child Cohort Study is supported by the Norwegian Ministry of Health and the Ministry of Education and Research, NIH/NIEHS (contract number N01-ES-75558 and ZO1 ES-49019), NIH/NINDS (grant number 1 UO1 NS 047537-01) and the Norwegian Research Council/FUGE (grant number 151918/S10), and the present project by the Norwegian Research Council/BIOBANK (grant no 221097). The authors have no other relevant affiliations or financial involvement with any organization or entity with a financial interest in or financial conflict with the subject matter or materials discussed in the manuscript apart from those disclosed.
No writing assistance was utilized in the production of this manuscript.
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References
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- Joubert BR, Felix JF, Yousefi P, et al. DNA methylation in newborns and maternal smoking in pregnancy: genome-wide consortium meta-analysis. Am. J. Hum Genet. 2016;98(4):680–696. - PMC - PubMed
-
• The large-scale meta-analysis across many birth cohorts identifies numerous replicable loci involved in response to maternal smoking in pregnancy with persistence into later childhood.
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- Reese SE, Zhao S, Wu MC, et al. DNA methylation score as a biomarker in newborns for sustained maternal smoking during pregnancy. Environ. Health Perspect. 2016 Epub ahead of print. - PMC - PubMed
-
•• Develops a biomarker in newborns of sustained maternal smoking during pregnancy using CpGs differentially methylated in relation to this exposure in the Norwegian Mother and Child Cohort Study.
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