TY - JOUR
T1 - Expression quantitative trait methylation analysis elucidates gene regulatory effects of DNA methylation
T2 - the Framingham Heart Study
AU - Keshawarz, Amena
AU - Bui, Helena
AU - Joehanes, Roby
AU - Ma, Jiantao
AU - Liu, Chunyu
AU - Huan, Tianxiao
AU - Hwang, Shih Jen
AU - Tejada, Brandon
AU - Sooda, Meera
AU - Courchesne, Paul
AU - Munson, Peter J.
AU - Demirkale, Cumhur Y.
AU - Yao, Chen
AU - Heard-Costa, Nancy L.
AU - Pitsillides, Achilleas N.
AU - Lin, Honghuang
AU - Liu, Ching Ti
AU - Wang, Yuxuan
AU - Peloso, Gina M.
AU - Lundin, Jessica
AU - Haessler, Jeffrey
AU - Du, Zhaohui
AU - Cho, Michael
AU - Hersh, Craig P.
AU - Castaldi, Peter
AU - Raffield, Laura M.
AU - Wen, Jia
AU - Li, Yun
AU - Reiner, Alexander P.
AU - Feolo, Mike
AU - Sharopova, Nataliya
AU - Vasan, Ramachandran S.
AU - DeMeo, Dawn L.
AU - Carson, April P.
AU - Kooperberg, Charles
AU - Levy, Daniel
N1 - Publisher Copyright:
© 2023, Springer Nature Limited.
PY - 2023/12
Y1 - 2023/12
N2 - Expression quantitative trait methylation (eQTM) analysis identifies DNA CpG sites at which methylation is associated with gene expression. The present study describes an eQTM resource of CpG-transcript pairs derived from whole blood DNA methylation and RNA sequencing gene expression data in 2115 Framingham Heart Study participants. We identified 70,047 significant cis CpG-transcript pairs at p < 1E−7 where the top most significant eGenes (i.e., gene transcripts associated with a CpG) were enriched in biological pathways related to cell signaling, and for 1208 clinical traits (enrichment false discovery rate [FDR] ≤ 0.05). We also identified 246,667 significant trans CpG-transcript pairs at p < 1E−14 where the top most significant eGenes were enriched in biological pathways related to activation of the immune response, and for 1191 clinical traits (enrichment FDR ≤ 0.05). Independent and external replication of the top 1000 significant cis and trans CpG-transcript pairs was completed in the Women’s Health Initiative and Jackson Heart Study cohorts. Using significant cis CpG-transcript pairs, we identified significant mediation of the association between CpG sites and cardiometabolic traits through gene expression and identified shared genetic regulation between CpGs and transcripts associated with cardiometabolic traits. In conclusion, we developed a robust and powerful resource of whole blood eQTM CpG-transcript pairs that can help inform future functional studies that seek to understand the molecular basis of disease.
AB - Expression quantitative trait methylation (eQTM) analysis identifies DNA CpG sites at which methylation is associated with gene expression. The present study describes an eQTM resource of CpG-transcript pairs derived from whole blood DNA methylation and RNA sequencing gene expression data in 2115 Framingham Heart Study participants. We identified 70,047 significant cis CpG-transcript pairs at p < 1E−7 where the top most significant eGenes (i.e., gene transcripts associated with a CpG) were enriched in biological pathways related to cell signaling, and for 1208 clinical traits (enrichment false discovery rate [FDR] ≤ 0.05). We also identified 246,667 significant trans CpG-transcript pairs at p < 1E−14 where the top most significant eGenes were enriched in biological pathways related to activation of the immune response, and for 1191 clinical traits (enrichment FDR ≤ 0.05). Independent and external replication of the top 1000 significant cis and trans CpG-transcript pairs was completed in the Women’s Health Initiative and Jackson Heart Study cohorts. Using significant cis CpG-transcript pairs, we identified significant mediation of the association between CpG sites and cardiometabolic traits through gene expression and identified shared genetic regulation between CpGs and transcripts associated with cardiometabolic traits. In conclusion, we developed a robust and powerful resource of whole blood eQTM CpG-transcript pairs that can help inform future functional studies that seek to understand the molecular basis of disease.
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U2 - 10.1038/s41598-023-39936-3
DO - 10.1038/s41598-023-39936-3
M3 - Article
C2 - 37563237
AN - SCOPUS:85167671994
SN - 2045-2322
VL - 13
JO - Scientific reports
JF - Scientific reports
IS - 1
M1 - 12952
ER -