Nature CommunicationsGenomicsPeer-reviewed journal article
Novel DNA methylation sites of glucose and insulin homeostasis: an integrative cross-omics analysis
Jun LiuiD, Elena Carnero‐MontoroiD, Jenny van DongeniD, Samantha LentiD, Ivana NedeljkoviciD, Symen Ligthart, Pei-Chien TsaiiD, Tiphaine C. MartiniD, Pooja R. MandaviyaiD, Rick JanseniD, Marjolein J. PetersiD, Liesbeth DuijtsiD, Vincent W. V. JaddoeiD, Henning W. TiemeieriD, Janine F. FelixiD, Gonneke A. H. M. WillemseniD, Eco J. C. de GeusiD, Audrey Y. ChuiD, Daniel A LevyiD, Shih‐Jen HwangiD, Jan BressleriD, Rahul GondaliaiD, Elias SalfatiiD, Christian HerderiD, Bertha HidalgoiD, , Cornelia M. van DuijniD
Abstract
Despite existing reports on differential DNA methylation in type 2 diabetes (T2D) and obesity, our understanding of the functional relevance of the phenomenon remains limited. Because obesity is the main risk factor for T2D and a driver of methylation from previous study, we aimed to explore the effect of DNA methylation in the early phases of T2D pathology while accounting for body mass index (BMI). We performed a blood-based epigenome-wide association study (EWAS) of fasting glucose and insulin among 4,808 non-diabetic European individuals and replicated the findings in an independent sample consisting of 11,750 non-diabetic subjects. We integrated blood-based in silico cross-omics databases comprising genomics, epigenomics and transcriptomics collected by BIOS project of the Biobanking and BioMolecular resources Research Infrastructure of the Netherlands (BBMRI-NL), the Meta-Analyses of Glucose and Insulin-related traits Consortium (MAGIC), the DIAbetes Genetics Replication And Meta-analysis (DIAGRAM) consortium, and the tissue-specific Genotype-Tissue Expression (GTEx) project. We identified and replicated nine novel differentially methylated sites in whole blood (P-value < 1.27 x 10-7): sites in LETM1, RBM20, IRS2, MAN2A2 genes and 1q25.3 region were associated with fasting insulin; sites in FCRL6, SLAMF1, APOBEC3H genes and 15q26.1 region were associated with fasting glucose. The association between SLAMF1, APOBEC3H and 15q26.1 methylation sites and glucose emerged only when accounted for BMI. Follow-up in silico cross-omics analyses indicate that the cis-acting meQTLs near SLAMF1 and SLAMF1 expression are involved in glucose level regulation. Moreover, our data suggest that differential methylation in FCRL6 may affect glucose level and the risk of T2D by regulating FCLR6 expression in the liver. In conclusion, the present study provided nine new DNA methylation sites associated with glycemia homeostasis and also provided new insights of glycemia related loci into the genetics, epigenetics and transcriptomics pathways based on the integration of cross-omics data in silico.
- organism: human
- assay: DNA methylation
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: statistical model
- approach: matrix factorization
- Citations
- 91
- FWCI
- 3.89
- Field percentile
- top 5%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Epigenetic changes associated with hyperglycaemia exposure in the longitudinal D.E.S.I.R. cohort.
Amna Khamis, Lijiao Ning, … Philippe Froguel·Diabetes & MetabolismPeer-reviewed·Jul 1, 2022
- Islet-specific DNA hypomethylation identifies gene enhancer loci driving Type 2 Diabetes risk
Verda E. Miranda, Timothy J. Scott, … Emily C. Hodges·medRxiv·Sep 9, 2025
- Network analysis after epigenome-wide methylation study revealed JUP as a regulator of co-methylated risk-module for T2DM
Anil Kumar Giri, Gauri Prasad, … Dwaipayan Bharadwaj·bioRxiv·Jul 1, 2021
- Nuclear regulatory disturbances precede and predict the development of Type-2 diabetes in Asian populations
Pritesh Jain, Hong Kiat Ng, … John Campbell Chambers·medRxiv·Feb 14, 2025
- Epigenome-wide association in adipose tissue from the METSIM cohort
Luz D. Orozco, Colin P. Farrell, … Matteo A. Pellegrini·Human Molecular GeneticsPeer-reviewed·Mar 16, 2018
- Integrative genomic analyses in adipocytes implicate DNA methylation in human obesity and diabetes
Liam McAllan, Damir Baranas̆ić, … William R. Scott·Nature CommunicationsPeer-reviewed·May 15, 2023