TY - JOUR
T1 - Deep molecular phenotypes link complex disorders and physiological insult to CpG methylation
AU - Zaghlool, Shaza B.
AU - Mook-Kanamori, Dennis O.
AU - Kader, Sara
AU - Stephan, Nisha
AU - Halama, Anna
AU - Engelke, Rudolf
AU - Sarwath, Hina
AU - Al-Dous, Eman K.
AU - Mohamoud, Yasmin A.
AU - Roemisch-Margl, Werner
AU - Adamski, Jerzy
AU - Kastenmüller, Gabi
AU - Friedrich, Nele
AU - Visconti, Alessia
AU - Tsai, Pei Chien
AU - Spector, Tim
AU - Bell, Jordana T.
AU - Falchi, Mario
AU - Wahl, Annika
AU - Waldenberger, Melanie
AU - Peters, Annette
AU - Gieger, Christian
AU - Pezer, Marija
AU - Lauc, Gordan
AU - Graumann, Johannes
AU - Malek, Joel A.
AU - Suhre, Karsten
N1 - Publisher Copyright:
© The Author(s) 2018. Published by Oxford University Press. All rights reserved.
PY - 2018/3/15
Y1 - 2018/3/15
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85043335574&partnerID=8YFLogxK
U2 - 10.1093/hmg/ddy006
DO - 10.1093/hmg/ddy006
M3 - 文章
C2 - 29325019
AN - SCOPUS:85043335574
SN - 0964-6906
VL - 27
SP - 1066
EP - 1121
JO - Human Molecular Genetics
JF - Human Molecular Genetics
IS - 6
ER -