Evidence mapPaperPMID 39786687Full record

ArticleEuropean journal of epidemiology2025

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 and 5 more

Abstract readTwin Study
In one paragraph

Article in European journal of epidemiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

15 authors.

Madhurbain SinghDepartment of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St., Suite 100, Richmond, VA, 23298, USA. singhm18@vcu.edu.ORCID http://orcid.org/0000-0002-9396-2860
Conor V DolanDepartment of Biological Psychology, Vrije Universiteit (VU) Amsterdam, Van Der Boechorststraat 7, 1081 BT, Amsterdam, The Netherlands.ORCID http://orcid.org/0000-0002-2496-8492
Dana M LapatoDepartment of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St., Suite 100, Richmond, VA, 23298, USA.ORCID http://orcid.org/0000-0001-8169-9754
Jouke-Jan HottengaDepartment of Biological Psychology, Vrije Universiteit (VU) Amsterdam, Van Der Boechorststraat 7, 1081 BT, Amsterdam, The Netherlands.ORCID http://orcid.org/0000-0002-5668-2368
René PoolDepartment of Biological Psychology, Vrije Universiteit (VU) Amsterdam, Van Der Boechorststraat 7, 1081 BT, Amsterdam, The Netherlands.ORCID http://orcid.org/0000-0001-5579-0933
Brad VerhulstDepartment of Psychiatry and Behavioral Sciences, Texas A&M University, College Station, TX, USA.ORCID http://orcid.org/0000-0001-5369-9757
Dorret I BoomsmaDepartment of Biological Psychology, Vrije Universiteit (VU) Amsterdam, Van Der Boechorststraat 7, 1081 BT, Amsterdam, The Netherlands.ORCID http://orcid.org/0000-0002-7099-7972
Charles E BreezeDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Department Health and Human Services, Bethesda, MD, USA.ORCID http://orcid.org/0000-0002-5294-915X
Eco J C de GeusDepartment of Biological Psychology, Vrije Universiteit (VU) Amsterdam, Van Der Boechorststraat 7, 1081 BT, Amsterdam, The Netherlands.ORCID http://orcid.org/0000-0001-6022-2666
Gibran HemaniMRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.ORCID http://orcid.org/0000-0003-0920-1055
Josine L MinMRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK.ORCID http://orcid.org/0000-0003-4456-9824
Roseann E PetersonDepartment of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St., Suite 100, Richmond, VA, 23298, USA.ORCID http://orcid.org/0000-0001-6402-849X
Hermine H M MaesDepartment of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St., Suite 100, Richmond, VA, 23298, USA.ORCID http://orcid.org/0000-0001-7489-2214
Jenny van DongenDepartment of Biological Psychology, Vrije Universiteit (VU) Amsterdam, Van Der Boechorststraat 7, 1081 BT, Amsterdam, The Netherlands. j.van.dongen@vu.nl.ORCID http://orcid.org/0000-0003-2063-8741
Michael C NealeDepartment of Psychiatry, Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, 800 E. Leigh St., Suite 100, Richmond, VA, 23298, USA. michael.neale@vcuhealth.org.ORCID http://orcid.org/0000-0003-4887-659X

Funding

Adolescent Substance Use Initiation: Disentangling neurocognitive risks from consequences using longitudinal and genetically-informed methodsU01DA041120 · NIDA · UNIVERSITY OF MINNESOTA · PI Monica Luciana, Sylia Wilson · 2015 to 2026
$34.5M
Examining Brain Development, Context, and Culture as Mediators and Moderators of the Relation between Adverse Childhood Experiences (ACEs) and Substance (Ab)useU01DA051037 · NIDA · VIRGINIA COMMONWEALTH UNIVERSITY · PI James M Bjork, MICHAEL CHURTON NEALE · 2020 to 2026
$11.0M
Cross-Population Working Group on Genes and Environment in Major Depression (POP-GEM): Advancing the Understating of Etiology through DiversityR01MH125938 · NIMH · VIRGINIA COMMONWEALTH UNIVERSITY · PI Roseann Elizabeth Peterson · 2022 to 2026
$4.2M
Extensions of Mendelian Randomization Methodology for Combined Genomic and Methylomic AnalysisR01DA049867 · NIDA · VIRGINIA COMMONWEALTH UNIVERSITY · PI NEALE, MICHAEL CHURTON · 2020 to 2024
$1.9M
Genetic architecture of transdiagnostic psychosis symptom dimensionsK01MH131847 · NIMH · VIRGINIA COMMONWEALTH UNIVERSITY · PI Dana Lapato · 2023 to 2026
$632k
NIDA NIH HHS R01 DA049867NIDA NIH HHS R01DA049867NIDA NIH HHS U01 DA041120NIDA NIH HHS U01 DA051037NIMH NIH HHS K01 MH131847NIMH NIH HHS K01MH131847NIMH NIH HHS R01 MH125938NIMH NIH HHS R01MH125938Royal Netherlands Academy of Science Professor Award PAH/6635UK Medical Research Council (MRC) Integrative Epidemiology Unit MC_UU_00011
6 · The paper itself

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.

Indexed as

DNA MethylationSmokingAdultCausalityFemaleHumansMaleMendelian Randomization AnalysisMiddle AgedNetherlandsRegistriesCausal inferenceDNA MethylationEpigeneticsMendelian RandomisationSmokingTwin modelling

Identifiers

PMID39786687
PMCPMC11799127

What Socratic holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.