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Deep molecular phenotypes link complex disorders and physiological insult to CpG methylation

  • Shaza B. Zaghlool
  • , Dennis O. Mook-Kanamori
  • , Sara Kader
  • , Nisha Stephan
  • , Anna Halama
  • , Rudolf Engelke
  • , Hina Sarwath
  • , Eman K. Al-Dous
  • , Yasmin A. Mohamoud
  • , Werner Roemisch-Margl
  • , Jerzy Adamski
  • , Gabi Kastenmüller
  • , Nele Friedrich
  • , Alessia Visconti
  • , Pei Chien Tsai
  • , Tim Spector
  • , Jordana T. Bell
  • , Mario Falchi
  • , Annika Wahl
  • , Melanie Waldenberger
  • Annette Peters, Christian Gieger, Marija Pezer, Gordan Lauc, Johannes Graumann, Joel A. Malek, Karsten Suhre*
*Corresponding author for this work
  • Weill Cornell Medicine-Qatar
  • Virginia Polytechnic Institute and State University
  • Leiden University
  • Institute of Bioinformatics and Systems Biology
  • Helmholtz Zentrum München - German Research Center for Environmental Health
  • German Center for Diabetes Research
  • University of Greifswald
  • King's College London
  • German Centre for Cardiovascular Research
  • Genos Ltd.
  • Max Planck Institute for Heart and Lung Research

Research output: Contribution to journalJournal Article peer-review

37 Scopus citations

Abstract

Epigenetic regulation of cellular function provides a mechanism for rapid organismal adaptation to changes in health, lifestyle and environment. Associations of cytosine-guanine di-nucleotide (CpG) methylation with clinical endpoints that overlap with metabolic phenotypes suggest a regulatory role for these CpG sites in the bodys response to disease or environmental stress. We previously identified 20 CpG sites in an epigenome-wide association study (EWAS) with metabolomics that were also associated in recent EWASs with diabetes-, obesity-, and smoking-related endpoints. To elucidate the molecular pathways that connect these potentially regulatory CpG sites to the associated disease or lifestyle factors, we conducted a multi-omics association study including 2474 mass-spectrometry-based metabolites in plasma, urine and saliva, 225 NMRbased lipid and metabolite measures in blood, 1124 blood-circulating proteins using aptamer technology, 113 plasma protein N-glycans and 60 IgG-glyans, using 359 samples from the multi-ethnic Qatar Metabolomics Study on Diabetes (QMDiab). We report 138 multi-omics associations at these CpG sites, including diabetes biomarkers at the diabetes-associated TXNIP locus, and smoking-specific metabolites and proteins at multiple smoking-associated loci, including AHRR. Mendelian randomization suggests a causal effect of metabolite levels on methylation of obesity-associated CpG sites, i.e. of glycerophospholipid PC(O-36: 5), glycine and a very low-density lipoprotein (VLDL-A) on the methylation of the obesity-associated CpG loci DHCR24, MYO5C and CPT1A, respectively. Taken together, our study suggests that multi-omics-associated CpG methylation can provide functional read-outs for the underlying regulatory response mechanisms to disease or environmental insults.

Original languageEnglish
Pages (from-to)1066-1121
Number of pages56
JournalHuman Molecular Genetics
Volume27
Issue number6
DOIs
StatePublished - 15 03 2018
Externally publishedYes

Bibliographical note

Publisher Copyright:
© The Author(s) 2018. Published by Oxford University Press. All rights reserved.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

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