ArticleInternational journal of epidemiology2019
An integrative approach to detect epigenetic mechanisms that putatively mediate the influence of lifestyle exposures on disease susceptibility.
Article in International journal of epidemiology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 2 of them syntheses that pooled it.
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Who cites it
11 citing papers in PubMed, 2 syntheses or guidelines pooled it, 19 citations in OpenAlex.
- DNA methylation signatures of aggression and closely related constructs: A meta-analysis of epigenome-wide studies across the lifespan.Molecular psychiatry · 2021Pooled it
- DNA methylation of blood cells is associated with prevalent type 2 diabetes in a meta-analysis of four European cohorts.Clinical epigenetics · 2021Pooled it
- Non-small Cell Lung Cancer Epigenomes Exhibit Altered DNA Methylation in Smokers and Never-smokers.Genomics, proteomics & bioinformatics · 2023Article
- Transgenerational epigenetic inheritance: Perspectives and challenges.The Journal of allergy and clinical immunology · 2023Article
- On optimal two-stage testing of multiple mediators.Biometrical journal. Biometrische Zeitschrift · 2022Article
- Applying Mendelian randomization to appraise causality in relationships between nutrition and cancer.Cancer causes & control : CCC · 2022Article
- Association between night shift work and methylation of a subset of immune-related genes.Frontiers in public health · 2022Article
- Perinatal exposure to maternal smoking and adulthood smoking behaviors in predicting cardiovascular diseases: A prospective cohort study.Atherosclerosis · 2021Article
- Computational Tools for Causal Inference in Genetics.Cold Spring Harbor perspectives in medicine · 2021Review
- Smoking, DNA Methylation, and Lung Function: a Mendelian Randomization Analysis to Investigate Causal Pathways.American journal of human genetics · 2020Article
- DNA Methylation and Type 2 Diabetes: the Use of Mendelian Randomization to Assess Causality.Current genetic medicine reports · 2019Article
Corrections and comments
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Authors and funding
7 authors at 1 institution in 1 country.
Funding
Abstract
backgroundThere is mounting evidence that our environment and lifestyle has an impact on epigenetic regulatory mechanisms, such as DNA methylation. It has been suggested that these molecular processes may mediate the effect of risk factors on disease susceptibility, although evidence in this regard has been challenging to uncover. Using genetic variants as surrogate variables, we have used two-sample Mendelian randomization (2SMR) to investigate the potential implications of putative changes to DNA methylation levels on disease susceptibility.
methodsTo illustrate our approach, we identified 412 CpG sites where DNA methylation was associated with prenatal smoking. We then applied 2SMR to investigate potential downstream effects of these putative changes on 643 complex traits using findings from large-scale genome-wide association studies. To strengthen evidence of mediatory mechanisms, we used multiple-trait colocalization to assess whether DNA methylation, nearby gene expression and complex trait variation were all influenced by the same causal genetic variant.
resultsWe identified 22 associations that survived multiple testing (P < 1.89 × 10-7). In-depth follow-up analyses of particular note suggested that the associations between DNA methylation at the ASPSCR1 and REST/POL2RB gene regions, both linked with reduced lung function, may be mediated by changes in gene expression. We validated associations between DNA methylation and traits using independent samples from different stages across the life course.
conclusionOur approach should prove valuable in prioritizing CpG sites that may mediate the effect of causal risk factors on disease. In-depth evaluations of findings are necessary to robustly disentangle causality from alternative explanations such as horizontal pleiotropy.
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