ArticleGenome biology2016
Blood lipids influence DNA methylation in circulating cells.
Article in Genome biology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 124 papers, 15 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
124 citing papers in PubMed, 15 syntheses or guidelines pooled it, 197 citations in OpenAlex.
- Epigenome-wide association study of circulating interleukin-6 connects DNA methylation to immunometabolic and inflammatory health.Communications biology · 2026Pooled it
- DNA methylation of genes involved in lipid metabolism drives adiponectin levels and metabolic disease.Diabetologia · 2026Pooled it
- A meta-analysis of immune-cell fractions at high resolution reveals novel associations with common phenotypes and health outcomes.Genome medicine · 2023Pooled it
- Investigating causality in the association between DNA methylation and type 2 diabetes using bidirectional two-sample Mendelian randomisation.Diabetologia · 2023Pooled it
- A systematic review of neuroimaging epigenetic research: calling for an increased focus on development.Molecular psychiatry · 2023Pooled it
- Epigenome-wide meta-analysis identifies DNA methylation biomarkers associated with diabetic kidney disease.Nature communications · 2022Pooled it
- A systematic review and metaanalysis of observational studies on the effects of epigenetic factors on serum triglycerides.Archives of endocrinology and metabolism · 2022Pooled it
- A multi-ethnic epigenome-wide association study of leukocyte DNA methylation and blood lipids.Nature communications · 2021Pooled it
- Epigenome-wide Association Study of Attention-Deficit/Hyperactivity Disorder Symptoms in Adults.Biological psychiatry · 2019Pooled it
- Targeting epigenetics and non-coding RNAs in atherosclerosis: from mechanisms to therapeutics.Pharmacology & therapeutics · 2019Pooled it
- Mendelian Randomization and the Environmental Epigenetics of Health: a Systematic Review.Current environmental health reports · 2019Pooled it
- DNA Methylation and Age-Independent Cardiovascular Risk, an Epigenome-Wide Approach: The REGICOR Study (REgistre GIroní del COR).Arteriosclerosis, thrombosis, and vascular biology · 2018Pooled it
- Pooled it
- DNA Methylation Analysis Identifies Loci for Blood Pressure Regulation.American journal of human genetics · 2017Pooled it
- Genetically defined elevated homocysteine levels do not result in widespread changes of DNA methylation in leukocytes.PloS one · 2017Pooled it
- Deconfounded-Debiased Estimation and Inference for High-Dimensional Mediation Analysis With Pervasive Hidden Confounders.Statistics in medicine · 2026Article
- Altered Lipid Profile and Oxidative Stress During Pregnancy: Impact on the Fetus and Risk of Metabolic Disorders in Adulthood.International journal of molecular sciences · 2026Review
- Article
- Expansion of bone marrow adipocytes in obese mice leads to PD-L1-driven bone marrow immunosuppression and osteoclastogenesis.Bone research · 2026Article
- Evolutionary Conservation of Lipid-Associated Epigenetic Signatures and Their Distinct Roles in Tissue Identity and Mammalian Aging.Biomedicines · 2026Article
64 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
35 authors at 6 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCells can be primed by external stimuli to obtain a long-term epigenetic memory. We hypothesize that long-term exposure to elevated blood lipids can prime circulating immune cells through changes in DNA methylation, a process that may contribute to the development of atherosclerosis. To interrogate the causal relationship between triglyceride, low-density lipoprotein (LDL) cholesterol, and high-density lipoprotein (HDL) cholesterol levels and genome-wide DNA methylation while excluding confounding and pleiotropy, we perform a stepwise Mendelian randomization analysis in whole blood of 3296 individuals.
resultsThis analysis shows that differential methylation is the consequence of inter-individual variation in blood lipid levels and not vice versa. Specifically, we observe an effect of triglycerides on DNA methylation at three CpGs, of LDL cholesterol at one CpG, and of HDL cholesterol at two CpGs using multivariable Mendelian randomization. Using RNA-seq data available for a large subset of individuals (N = 2044), DNA methylation of these six CpGs is associated with the expression of CPT1A and SREBF1 (for triglycerides), DHCR24 (for LDL cholesterol) and ABCG1 (for HDL cholesterol), which are all key regulators of lipid metabolism.
conclusionsOur analysis suggests a role for epigenetic priming in end-product feedback control of lipid metabolism and highlights Mendelian randomization as an effective tool to infer causal relationships in integrative genomics data.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.