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A comparison of the genes and genesets identified by GWAS and EWAS of fifteen complex traits

Author

Listed:
  • Thomas Battram

    (University of Bristol
    University of Bristol)

  • Tom R. Gaunt

    (University of Bristol
    University of Bristol)

  • Caroline L. Relton

    (University of Bristol
    University of Bristol)

  • Nicholas J. Timpson

    (University of Bristol
    University of Bristol)

  • Gibran Hemani

    (University of Bristol
    University of Bristol)

Abstract

Identifying genomic regions pertinent to complex traits is a common goal of genome-wide and epigenome-wide association studies (GWAS and EWAS). GWAS identify causal genetic variants, directly or via linkage disequilibrium, and EWAS identify variation in DNA methylation associated with a trait. While GWAS in principle will only detect variants due to causal genes, EWAS can also identify genes via confounding, or reverse causation. We systematically compare GWAS (N > 50,000) and EWAS (N > 4500) results of 15 complex traits. We evaluate if the genes or gene ontology terms flagged by GWAS and EWAS overlap, and find substantial overlap for diastolic blood pressure, (gene overlap P = 5.2 × 10−6; term overlap P = 0.001). We superimpose our empirical findings against simulated models of varying genetic and epigenetic architectures and observe that in most cases GWAS and EWAS are likely capturing distinct genesets. Our results indicate that GWAS and EWAS are capturing different aspects of the biology of complex traits.

Suggested Citation

  • Thomas Battram & Tom R. Gaunt & Caroline L. Relton & Nicholas J. Timpson & Gibran Hemani, 2022. "A comparison of the genes and genesets identified by GWAS and EWAS of fifteen complex traits," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-35037-3
    DOI: 10.1038/s41467-022-35037-3
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    1. Ben Brumpton & Eleanor Sanderson & Karl Heilbron & Fernando Pires Hartwig & Sean Harrison & Gunnhild Åberge Vie & Yoonsu Cho & Laura D. Howe & Amanda Hughes & Dorret I. Boomsma & Alexandra Havdahl & J, 2020. "Avoiding dynastic, assortative mating, and population stratification biases in Mendelian randomization through within-family analyses," Nature Communications, Nature, vol. 11(1), pages 1-13, December.
    2. Adrienne Tin & Pascal Schlosser & Pamela R. Matias-Garcia & Chris H. L. Thio & Roby Joehanes & Hongbo Liu & Zhi Yu & Antoine Weihs & Anselm Hoppmann & Franziska Grundner-Culemann & Josine L. Min & Vic, 2021. "Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    3. Daniel Trejo Banos & Daniel L. McCartney & Marion Patxot & Lucas Anchieri & Thomas Battram & Colette Christiansen & Ricardo Costeira & Rosie M. Walker & Stewart W. Morris & Archie Campbell & Qian Zhan, 2020. "Bayesian reassessment of the epigenetic architecture of complex traits," Nature Communications, Nature, vol. 11(1), pages 1-14, December.
    4. Adam E. Locke & Bratati Kahali & Sonja I. Berndt & Anne E. Justice & Tune H. Pers & Felix R. Day & Corey Powell & Sailaja Vedantam & Martin L. Buchkovich & Jian Yang & Damien C. Croteau-Chonka & Tonu , 2015. "Genetic studies of body mass index yield new insights for obesity biology," Nature, Nature, vol. 518(7538), pages 197-206, February.
    5. Momoko Horikoshi & Robin N. Beaumont & Felix R. Day & Nicole M. Warrington & Marjolein N. Kooijman & Juan Fernandez-Tajes & Bjarke Feenstra & Natalie R. van Zuydam & Kyle J. Gaulton & Niels Grarup & J, 2016. "Genome-wide associations for birth weight and correlations with adult disease," Nature, Nature, vol. 538(7624), pages 248-252, October.
    6. Pascal Schlosser & Adrienne Tin & Pamela R. Matias-Garcia & Chris H. L. Thio & Roby Joehanes & Hongbo Liu & Antoine Weihs & Zhi Yu & Anselm Hoppmann & Franziska Grundner-Culemann & Josine L. Min & Ade, 2021. "Meta-analyses identify DNA methylation associated with kidney function and damage," Nature Communications, Nature, vol. 12(1), pages 1-16, December.
    7. Daniel Trejo Banos & Daniel L. McCartney & Marion Patxot & Lucas Anchieri & Thomas Battram & Colette Christiansen & Ricardo Costeira & Rosie M. Walker & Stewart W. Morris & Archie Campbell & Qian Zhan, 2020. "Author Correction: Bayesian reassessment of the epigenetic architecture of complex traits," Nature Communications, Nature, vol. 11(1), pages 1-1, December.
    8. Francesca Fasanelli & Laura Baglietto & Erica Ponzi & Florence Guida & Gianluca Campanella & Mattias Johansson & Kjell Grankvist & Mikael Johansson & Manuela Bianca Assumma & Alessio Naccarati & Marc , 2015. "Hypomethylation of smoking-related genes is associated with future lung cancer in four prospective cohorts," Nature Communications, Nature, vol. 6(1), pages 1-9, December.
    9. Heather E Wheeler & Kaanan P Shah & Jonathon Brenner & Tzintzuni Garcia & Keston Aquino-Michaels & GTEx Consortium & Nancy J Cox & Dan L Nicolae & Hae Kyung Im, 2016. "Survey of the Heritability and Sparse Architecture of Gene Expression Traits across Human Tissues," PLOS Genetics, Public Library of Science, vol. 12(11), pages 1-23, November.
    10. Simone Wahl & Alexander Drong & Benjamin Lehne & Marie Loh & William R. Scott & Sonja Kunze & Pei-Chien Tsai & Janina S. Ried & Weihua Zhang & Youwen Yang & Sili Tan & Giovanni Fiorito & Lude Franke &, 2017. "Epigenome-wide association study of body mass index, and the adverse outcomes of adiposity," Nature, Nature, vol. 541(7635), pages 81-86, January.
    11. Gibran Hemani & Kate Tilling & George Davey Smith, 2017. "Orienting the causal relationship between imprecisely measured traits using GWAS summary data," PLOS Genetics, Public Library of Science, vol. 13(11), pages 1-22, November.
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