ArticlePloS one2012
Genome-wide analysis of DNA methylation differences in muscle and fat from monozygotic twins discordant for type 2 diabetes.
Article in PloS one, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 105 papers, 7 of them syntheses that pooled it.
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Who cites it
105 citing papers in PubMed, 7 syntheses or guidelines pooled it, 200 citations in OpenAlex.
- DNA methylation and type 2 diabetes: a systematic review.Clinical epigenetics · 2024Pooled it
- Meta-analysis of genome-wide DNA methylation and integrative omics of age in human skeletal muscle.Journal of cachexia, sarcopenia and muscle · 2021Pooled it
- Adipose Tissue Epigenetic Profile in Obesity-Related Dysglycemia - A Systematic Review.Frontiers in endocrinology · 2021Pooled it
- Pooled it
- The Role of DNA Methylation and Histone Modifications in Neurodegenerative Diseases: A Systematic Review.PloS one · 2016Pooled it
- Epigenetics and human obesity.International journal of obesity (2005) · 2015Pooled it
- Multiple nonglycemic genomic loci are newly associated with blood level of glycated hemoglobin in East Asians.Diabetes · 2014Pooled it
- Young men with low birthweight exhibit decreased plasticity of genome-wide muscle DNA methylation by high-fat overfeeding.Diabetologia · 2014Trial
- Epigenetic modifications in type 2 diabetes mellitus.Hormones (Athens, Greece) · 2026Review
- Epigenetic Aging of Critical Illness Survivors Assessed by the Muscle-Specific "Clock" and Its Relationship With Reduced Long-Term Muscle Strength.Aging cell · 2026Article
- The Impact of Maternal Obesity and Diabetes on the Development of Congenital Heart Defects (CHDs) in Offspring: A Narrative Review.Metabolites · 2026Review
- MethAgingDB: a comprehensive DNA methylation database for aging biology.Scientific data · 2025Article
- Association Between Proteasome 26S Subunit, Non-ATPase 3 Methylation and Insulin β Cell Apoptosis in Type 2 Diabetic Mellitus.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- Type-2 diabetes epigenetic biomarkers: present status and future directions for global and Indigenous health.Frontiers in molecular biosciences · 2025Review
- Article
- DNA methylation in human diseases.Heliyon · 2024Review
- Deciphering the complex interplay of risk factors in type 2 diabetes mellitus: A comprehensive review.Metabolism open · 2024Review
- Article
- Peroxisome proliferator-activated receptor gamma coactivator-1 (PGC-1) family in physiological and pathophysiological process and diseases.Signal transduction and targeted therapy · 2024Review
- Metabolic memory: mechanisms and diseases.Signal transduction and targeted therapy · 2024Review
45 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
14 authors at 7 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMonozygotic twins discordant for type 2 diabetes constitute an ideal model to study environmental contributions to type 2 diabetic traits. We aimed to examine whether global DNA methylation differences exist in major glucose metabolic tissues from these twins. METHODOLOGY/PRINCIPAL
findingsSkeletal muscle (n = 11 pairs) and subcutaneous adipose tissue (n = 5 pairs) biopsies were collected from 53-80 year-old monozygotic twin pairs discordant for type 2 diabetes. DNA methylation was measured by microarrays at 26,850 cytosine-guanine dinucleotide (CpG) sites in the promoters of 14,279 genes. Bisulfite sequencing was applied to validate array data and to quantify methylation of intergenic repetitive DNA sequences. The overall intra-pair variation in DNA methylation was large in repetitive (LINE1, D4Z4 and NBL2) regions compared to gene promoters (standard deviation of intra-pair differences: 10% points vs. 4% points, P<0.001). Increased variation of LINE1 sequence methylation was associated with more phenotypic dissimilarity measured as body mass index (r = 0.77, P = 0.007) and 2-hour plasma glucose (r = 0.66, P = 0.03) whereas the variation in promoter methylation did not associate with phenotypic differences. Validated methylation changes were identified in the promoters of known type 2 diabetes-related genes, including PPARGC1A in muscle (13.9±6.2% vs. 9.0±4.5%, P = 0.03) and HNF4A in adipose tissue (75.2±3.8% vs. 70.5±3.7%, P<0.001) which had increased methylation in type 2 diabetic individuals. A hypothesis-free genome-wide exploration of differential methylation without correction for multiple testing identified 789 and 1,458 CpG sites in skeletal muscle and adipose tissue, respectively. These methylation changes only reached some percentage points, and few sites passed correction for multiple testing. CONCLUSIONS/SIGNIFICANCE: Our study suggests that likely acquired DNA methylation changes in skeletal muscle or adipose tissue gene promoters are quantitatively small between type 2 diabetic and non-diabetic twins. The importance of methylation changes in candidate genes such as PPARGC1A and HNF4A should be examined further by replication in larger samples.
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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.