ArticlePLoS genetics2014
Genome-wide associations between genetic and epigenetic variation influence mRNA expression and insulin secretion in human pancreatic islets.
Article in PLoS genetics, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 121 papers, 2 of them syntheses that pooled it.
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Who cites it
121 citing papers in PubMed, 2 syntheses or guidelines pooled it, 185 citations in OpenAlex.
- Multi-omics analysis identifies CpGs near G6PC2 mediating the effects of genetic variants on fasting glucose.Diabetologia · 2021Pooled it
- Pooled it
- Prenatal Chromium Exposure and Gestational Diabetes Mellitus: Integrating Genetic and Epigenetic Regulation of LPCAT1 from a Phospholipid Remodeling Perspective.Biological trace element research · 2026Article
- The role of DNA methylation in the regulation of HLA expression.Biomedical papers of the Medical Faculty of the University Palacky, Olomouc, Czechoslovakia · 2026Review
- Nanopore Electroporation: A New Delivery Method Within the Field of Epigenetic Editing.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Early blood DNA methylation patterns associated with glycemic progression in a prospective Indian cohort.Clinical epigenetics · 2026Article
- Cell-specific DNA methylation in human alpha and beta cells regulates gene expression in type 2 diabetes.Nature metabolism · 2026Article
- Systematic investigation of interindividual variation of DNA methylation in human whole blood.Genome biology · 2026Article
- Novel epigenetic marks of insulin resistance trajectories in a longitudinal study of childhood obesity.Cardiovascular diabetology · 2026Article
- Potentially causal associations between placental DNA methylation and schizophrenia and other neuropsychiatric disorders.Nature communications · 2025Article
- Exploring the Therapeutic Potential of the DOT1L Inhibitor EPZ004777 Using Bioinformatics and Molecular Docking Approaches in Acute Myeloid Leukemia.Current issues in molecular biology · 2025Article
- Understanding prokaryotic adaptation through advanced DNA methylation detection techniques.The ISME journal · 2025Review
- Linking epigenetic mechanisms of T cell dysfunction with pathophysiology of type 1 diabetes mellitus.Frontiers in immunology · 2025Review
- A genetic-epigenetic interplay at 1q21.1 locus underlies CHD1L-mediated vulnerability to primary progressive multiple sclerosis.Nature communications · 2024Article
- Predicting type 2 diabetes via machine learning integration of multiple omics from human pancreatic islets.Scientific reports · 2024Article
- Analyzing Gene Expression After Administration of Low-Intensity Therapeutic Ultrasound in Human Islet Cells.Journal of ultrasound in medicine : official journal of the American Institute of Ultrasound in Medicine · 2024Article
- Transgenerational Epigenetic Inheritance of Cardiovascular Diseases: A Network Medicine Perspective.Maternal and child health journal · 2024Review
- Genetic and Epigenetic Aspects of Type 1 Diabetes Mellitus: Modern View on the Problem.Biomedicines · 2024Review
- Epigenetic Regulation of Autophagy in Bone Metabolism.Function (Oxford, England) · 2024Review
- Variation within the non-coding genome influences genetic and epigenetic regulation of the human leukocyte antigen genes.Frontiers in immunology · 2024Review
61 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
9 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Genetic and epigenetic mechanisms may interact and together affect biological processes and disease development. However, most previous studies have investigated genetic and epigenetic mechanisms independently, and studies examining their interactions throughout the human genome are lacking. To identify genetic loci that interact with the epigenome, we performed the first genome-wide DNA methylation quantitative trait locus (mQTL) analysis in human pancreatic islets. We related 574,553 single nucleotide polymorphisms (SNPs) with genome-wide DNA methylation data of 468,787 CpG sites targeting 99% of RefSeq genes in islets from 89 donors. We identified 67,438 SNP-CpG pairs in cis, corresponding to 36,783 SNPs (6.4% of tested SNPs) and 11,735 CpG sites (2.5% of tested CpGs), and 2,562 significant SNP-CpG pairs in trans, corresponding to 1,465 SNPs (0.3% of tested SNPs) and 383 CpG sites (0.08% of tested CpGs), showing significant associations after correction for multiple testing. These include reported diabetes loci, e.g. ADCY5, KCNJ11, HLA-DQA1, INS, PDX1 and GRB10. CpGs of significant cis-mQTLs were overrepresented in the gene body and outside of CpG islands. Follow-up analyses further identified mQTLs associated with gene expression and insulin secretion in human islets. Causal inference test (CIT) identified SNP-CpG pairs where DNA methylation in human islets is the potential mediator of the genetic association with gene expression or insulin secretion. Functional analyses further demonstrated that identified candidate genes (GPX7, GSTT1 and SNX19) directly affect key biological processes such as proliferation and apoptosis in pancreatic β-cells. Finally, we found direct correlations between DNA methylation of 22,773 (4.9%) CpGs with mRNA expression of 4,876 genes, where 90% of the correlations were negative when CpGs were located in the region surrounding transcription start site. Our study demonstrates for the first time how genome-wide genetic and epigenetic variation interacts to influence gene expression, islet function and potential diabetes risk in humans.
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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 OpenQuestion graph.