International Journal of Epidemiology · 2012 · 604 citations · 86 references
Public HealthBiostatisticsGeneticsCausal InferenceEpidemiologyEpigeneticsCausal Inference In GeneticsDisease CausationEnvironmental EpigeneticsEpigenetic BiomarkersEpigenetic EpidemiologyMendelian RandomizationCausal HypothesesCausal Inference In EpigeneticsDisease RiskEnvironmental Epigenetic ExposuresEnvironmental Exposure EpigeneticsEpigenetic Biomarkers Of ExposureMolecular Epidemiology Of EpigeneticsTwo-step Mendelian Randomization
The growing interest in epigenetics has highlighted the need for stronger causal inference methods, as epigenetic markers are prone to confounding and reverse causation. The study proposes a Mendelian randomization–based two‑step strategy to test causal links among environmental exposures, DNA methylation, and disease outcomes. The method first uses a genetic instrument for the exposure to assess its effect on methylation, then uses a genetic instrument for methylation to evaluate its impact on the outcome.
The burgeoning interest in the field of epigenetics has precipitated the need to develop approaches to strengthen causal inference when considering the role of epigenetic mediators of environmental exposures on disease risk. Epigenetic markers, like any other molecular biomarker, are vulnerable to confounding and reverse causation. Here, we present a strategy, based on the well-established framework of Mendelian randomization, to interrogate the causal relationships between exposure, DNA methylation and outcome. The two-step approach first uses a genetic proxy for the exposure of interest to assess the causal relationship between exposure and methylation. A second step then utilizes a genetic proxy for DNA methylation to interrogate the causal relationship between DNA methylation and outcome. The rationale, origins, methodology, advantages and limitations of this novel strategy are presented.
86
Integrated genomic analyses of ovarian carcinoma
Debra Bell, Andrew Berchuck, Narciso Olvera et al. · Nature · 2011 · 8.2K citations · Full text
Adrian Bird · Nature · 2007 · 2.9K citations · Full text