ArticlePLoS medicine2021
Association of genetic liability to smoking initiation with e-cigarette use in young adults: A cohort study.
Article in PLoS medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers, 2 of them syntheses that pooled it.
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Who cites it
27 citing papers in PubMed, 2 syntheses or guidelines pooled it, 72 citations in OpenAlex.
- Polygenic score for cigarette smoking is associated with ever electronic-cigarette use in a college-aged sample.Addiction (Abingdon, England) · 2022Pooled it
- Using Mendelian randomization analysis to better understand the relationship between mental health and substance use: a systematic review.Psychological medicine · 2021Pooled it
- Effects of electronic cigarette e-liquid flavouring on cigarette craving.Tobacco control · 2023Trial
- Supporting policymakers with a decision aid to evaluate the impact of e-cigarette flavour restrictions.Health research policy and systems · 2026Article
- Reassessing the link between adiposity and head and neck cancer: a Mendelian randomization study.eLife · 2025Article
- Disentangling the effects of nicotine versus non-nicotine constituents of tobacco smoke on major depressive disorder: A multivariable Mendelian randomisation study.Addiction (Abingdon, England) · 2025Article
- Observational studies of exposure to tobacco and nicotine products: Best practices for maximizing statistical precision and accuracy.iScience · 2025Review
- Exploring pleiotropy in Mendelian randomisation analyses: What are genetic variants associated with 'cigarette smoking initiation' really capturing?Genetic epidemiology · 2025Article
- Managing the Exponential Growth of Mendelian Randomization Studies.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2024Article
- Do Flavor Descriptions Influence Subjective Ratings of Flavored and Unflavored E-liquids Among Nonsmoking and Non-vaping UK Adolescents?Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2024Observational
- Increased e-cigarette use prevalence is associated with decreased smoking prevalence among US adults.Harm reduction journal · 2024Article
- The "Gateway" hypothesis: evaluation of evidence and alternative explanations.Harm reduction journal · 2024Review
- Exploring the opinions and potential impact of unflavoured e-liquid on smoking cessation among people who smoke and smoking relapse among people who previously smoked and now use e-cigarettes: findings from a UK-based mixed methods study.Harm reduction journal · 2024Article
- The interaction of e-cigarette use and mental health symptoms on risk of cigarette smoking initiation among young adults in the United States.Addiction (Abingdon, England) · 2023Article
- Article
- Associations between health behaviours, fertility and reproductive outcomes: triangulation of evidence in the Norwegian Mother, Father and Child Cohort Study (MoBa).BMC medicine · 2023Article
- Unpacking the Gateway Hypothesis of E-Cigarette Use: The Need for Triangulation of Individual- and Population-Level Data.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2022Article
- Prenatal smoking, alcohol and caffeine exposure and maternal-reported attention deficit hyperactivity disorder symptoms in childhood: triangulation of evidence using negative control and polygenic risk score analyses.Addiction (Abingdon, England) · 2022Article
- Using Mendelian randomization to explore the gateway hypothesis: possible causal effects of smoking initiation and alcohol consumption on substance use outcomes.Addiction (Abingdon, England) · 2022Article
- Predicting disordered gambling across adolescence and young adulthood from polygenic contributions to Big 5 personality traits in a UK birth cohort.Addiction (Abingdon, England) · 2022Article
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5 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundTobacco smoking and e-cigarette use are strongly associated, but it is currently unclear whether this association is causal, or due to shared factors that influence both behaviours such as a shared genetic liability. The aim of this study was to investigate whether polygenic risk scores (PRS) for smoking initiation are associated with ever use of e-cigarettes. METHODS AND
findingsSmoking initiation PRS were calculated for young adults (N = 7,859, mean age = 24 years, 51% male) of European ancestry in the Avon Longitudinal Study of Parents and Children, a prospective birth cohort study initiated in 1991. PRS were calculated using the GWAS & Sequencing Consortium of Alcohol and Nicotine use (GSCAN) summary statistics. Five thresholds ranging from 5 × 10-8 to 0.5 were used to calculate 5 PRS for each individual. Using logistic regression, we investigated the association between smoking initiation PRS and the main outcome, self-reported e-cigarette use (n = 2,894, measured between 2016 and 2017), as well as self-reported smoking initiation and 8 negative control outcomes (socioeconomic position at birth, externalising disorders in childhood, and risk-taking in young adulthood). A total of 878 young adults (30%) had ever used e-cigarettes at 24 years, and 150 (5%) were regular e-cigarette users at 24 years. We observed positive associations of similar magnitude between smoking initiation PRS (created using the p < 5 × 10-8 threshold) and both smoking initiation (odds ratio (OR) = 1.29, 95% CI 1.19 to 1.39, p < 0.001) and ever e-cigarette use (OR = 1.24, 95% CI 1.14 to 1.34, p < 0.001) by the age of 24 years, indicating that a genetic predisposition to smoking initiation is associated with an increased risk of using e-cigarettes. At lower p-value thresholds, we observed an association between smoking initiation PRS and ever e-cigarette use among never smokers. We also found evidence of associations between smoking initiation PRS and some negative control outcomes, particularly when less stringent p-value thresholds were used to create the PRS, but also at the strictest threshold (e.g., gambling, number of sexual partners, conduct disorder at 7 years, and parental socioeconomic position at birth). However, this study is limited by the relatively small sample size and potential for collider bias.
conclusionsOur results indicate that there may be a shared genetic aetiology between smoking and e-cigarette use, and also with socioeconomic position, externalising disorders in childhood, and risky behaviour more generally. This indicates that there may be a common genetic vulnerability to both smoking and e-cigarette use, which may reflect a broad risk-taking phenotype.
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