Evidence map›Paper›PMID 42074487›Full record

ArticleGenes2026

The Epigenetic Fingerprint of Lifestyle: Smoking, Vaping, and Exercise Revealed Through Buccal DNA Methylation.

María Josefina Castagnola, Mayaas Hassan, Varun B Dwaraka, Ryan Smith, Sara C Zapico

Abstract read
In one paragraph

Article in Genes, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

María Josefina CastagnolaDepartment of Chemistry and Environmental Science, New Jersey Institute of Technology, 161 Warren St., Tiernan Hall 365, Newark, NJ 07102, USA.ORCID 0009-0007-4236-0484
Mayaas HassanDepartment of Chemistry and Environmental Science, New Jersey Institute of Technology, 161 Warren St., Tiernan Hall 365, Newark, NJ 07102, USA.ORCID 0009-0003-7844-1180
Varun B DwarakaTruDiagnostic, Inc., 881 Corporate Dr, Lexington, KY 40503, USA.ORCID 0000-0001-9033-3092
Ryan SmithTruDiagnostic, Inc., 881 Corporate Dr, Lexington, KY 40503, USA.ORCID 0000-0001-7362-8753
Sara C ZapicoDepartment of Chemistry and Environmental Science, New Jersey Institute of Technology, 161 Warren St., Tiernan Hall 365, Newark, NJ 07102, USA.ORCID 0000-0002-3605-5690

Funding

New Jersey Health Foundation PC 23-25
6 · The paper itself

Abstract

BACKGROUND/

objectivesLifestyle behaviors such as smoking, vaping, and physical activity can induce epigenetic modifications that influence health trajectories and may provide forensic value. DNA methylation signatures linked to these behaviors offer potential for behavioral inference, personalized health assessment, and improved investigative practices. This study aimed to characterize methylation patterns associated with nicotine exposure and exercise using buccal cell DNA profiling, and to evaluate the extent to which these patterns differentiate harmful and protective lifestyle habits.

methodsBuccal epithelial DNA was analyzed using the Illumina Infinium MethylationEPIC v2 BeadChip to assess genome-wide methylation. Participants were categorized by smoking status, vaping behavior, and exercise activity. Differentially methylated regions (DMRs) and CpG sites were identified through pairwise comparisons among smokers, vapers, non-smokers/non-vapers, athletes, and sedentary individuals. A threshold of

resultsDistinct epigenetic profiles were associated with smoking/vaping and physical activity. Five DMRs differentiated smokers from non-smokers/non vapers, while 11 DMRs distinguished vapers from the same reference group. Twenty-eight DMRs displayed divergent methylation patterns between smokers and vapers. Exercise also showed measurable epigenetic influence: control athletes exhibited 26 significantly differentially methylated CpG sites relative to non-athletes, and smoker athletes demonstrated 126 suggestive differential sites compared to sedentary smokers. Additionally, 63 sites differentiated smoker athletes from non-smoker/non-vaper non-athletes, indicating interactions between risk-associated and health-promoting behaviors.

conclusionsBuccal cell DNA methylation profiling effectively captured signatures associated with smoking, vaping, and physical activity. These findings underscore the potential of epigenetic markers for lifestyle assessment in both personalized medicine and forensic investigations.

Indexed as

DNA MethylationEpigenesis, GeneticExerciseLife StyleMouth MucosaSmokingVapingAdultCpG IslandsFemaleHumansMaleMiddle Agedbuccal cellsDNA methylationexercisesmokingvaping

Identifiers

PMID42074487
PMCPMC13116420

What OpenQuestion holds

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LicenceCC BY
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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 OpenQuestion graph.