Unidirectional and bidirectional causation between smoking and blood DNA methylation: evidence from twin-based Mendelian randomisation

Madhurbain Singh, Conor V. Dolan, Dana M. Lapato, Jouke-Jan Hottenga, René Pool, Brad Verhulst, Dorret I. Boomsma, Charles E. Breeze, Eco J.C. de Geus, Gibran Hemani, Josine L. Min, Roseann E. Peterson, Hermine H.M. Maes, Jenny van Dongen, Michael C. Neale

Research output: Contribution to JournalArticleAcademicpeer-review

Abstract

Cigarette smoking is associated with numerous differentially-methylated genomic loci in multiple human tissues. These associations are often assumed to reflect the causal effects of smoking on DNA methylation (DNAm), which may underpin some of the adverse health sequelae of smoking. However, prior causal analyses with Mendelian Randomisation (MR) have found limited support for such effects. Here, we apply an integrated approach combining MR with twin causal models to examine causality between smoking and blood DNAm in the Netherlands Twin Register (N = 2577). Analyses revealed potential causal effects of current smoking on DNAm at > 500 sites in/near genes enriched for functional pathways relevant to known biological effects of smoking (e.g., hemopoiesis, cell- and neuro-development, and immune regulation). Notably, we also found evidence of reverse and bidirectional causation at several DNAm sites, suggesting that variation in DNAm at these sites may influence smoking liability. Seventeen of the loci with putative effects of DNAm on smoking showed highly specific enrichment for gene-regulatory functional elements in the brain, while the top three sites annotated to genes involved in G protein-coupled receptor signalling and innate immune response. These novel findings are partly attributable to the analyses of current smoking in twin models, rather than lifetime smoking typically examined in MR studies, as well as the increased statistical power achieved using multiallelic/polygenic scores as instrumental variables while controlling for potential horizontal pleiotropy. This study highlights the value of twin studies with genotypic and DNAm data for investigating causal relationships of DNAm with health and disease.
Original languageEnglish
Pages (from-to)55-69
Number of pages15
JournalEuropean Journal of Epidemiology
Volume40
Early online date9 Jan 2025
DOIs
Publication statusPublished - 2025

Funding

We acknowledge funding from the U.S. National Institute on Drug Abuse grant R01DA049867, the Netherlands Organization for Scientific Research (NWO): Biobanking and Biomolecular Research Infrastructure (BBMRI-NL, NWO 184.033.111) and the BBRMI-NL-financed BIOS Consortium (NWO 184.021.007), NWO Large Scale infrastructures X-Omics (184.034.019), Genotype/phenotype database for behaviour genetic and genetic epidemiological studies (ZonMw Middelgroot 911\u201309-032); Netherlands Twin Registry Repository: researching the interplay between genome and environment (NWO-Groot 480\u201315-001/674); the Avera Institute, Sioux Falls (USA), and the U.S. National Institutes of Health (NIH R01HD042157-01A1, R01MH081802, R01MH125938, and Grand Opportunity grants 1RC2 MH089951 and 1RC2 MH089995). DML is supported by the NIH K01MH131847. DIB acknowledges the Royal Netherlands Academy of Science Professor Award (PAH/6635). JLM and GH are supported by the UK Medical Research Council (MRC) Integrative Epidemiology Unit at the University of Bristol (MC_UU_00011/1, MC_UU_00011/5).

FundersFunder number
Medical Research Council
Nederlandse Organisatie voor Wetenschappelijk Onderzoek
Sioux Falls
Memphis Research Consortium
Avera Institute
Royal Netherlands Academy of SciencePAH/6635
University of BristolMC_UU_00011/1, MC_UU_00011/5
NWO-Groot480–15-001/674
National Institutes of Health1RC2 MH089951, 1RC2 MH089995, R01MH081802, R01MH125938, R01HD042157-01A1, K01MH131847
ZonMwMiddelgroot 911–09-032
National Institute on Drug AbuseR01DA049867
BBMRI-NL184.034.019, 184.033.111, 184.021.007

    Fingerprint

    Dive into the research topics of 'Unidirectional and bidirectional causation between smoking and blood DNA methylation: evidence from twin-based Mendelian randomisation'. Together they form a unique fingerprint.

    Cite this