ArticleNicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco2023
Predictors of E-cigarette and Cigarette Use Trajectory Classes from Early Adolescence to Emerging Adulthood Across Four Years (2013-2017) of the PATH Study.
Article in Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed, 20 citations in OpenAlex.
- The prospective relationship between a-priori intentions for and patterns of e-cigarette use among adults who smoke cigarettes.Addictive behaviors · 2024Trial
- Immigration-Related Sociopolitical Stress, Mental Health, and Tobacco Use Among Mexican American College Students.Journal of immigrant and minority health · 2026Article
- Depressive Symptoms Predict Cannabis Initiation Among Mexican American Young Adults.Substance use & misuse · 2026Article
- Prospective associations between nicotine type and the continuation of youth e-cigarette use.BMC public health · 2025Article
- Article
- Mapping the use of, perception, and knowledge about e-cigarettes among dental students: a cross-sectional study.BMC public health · 2025Article
- Identifying and Understanding Use Trajectories of Cigarettes and E-Cigarettes.Substance use & misuse · 2025Article
- Substance Use and Social Influence as Risk Factors for Nicotine and Tobacco Product Use in Adolescents and Young Adults who use Electronic Nicotine Delivery Systems.Frontiers in adolescent medicine · 2025Article
- General and Specific Risk and Protective Factors for Cigarette and Electronic Nicotine Delivery System (ENDS) Use.Prevention science : the official journal of the Society for Prevention Research · 2024Article
- Prevalence and correlates of e-cigarette source and use of e-cigarettes with nicotine: A case study of Mexico, where e-cigarettes are banned.The International journal on drug policy · 2024Article
- Association between cannabis use and nicotine use persistence among adolescents.Addictive behaviors · 2024Article
- The case of young people who use e-cigarettes infrequently: Who is this population? What becomes of them?Drug and alcohol dependence · 2024Article
- Heterosexist Discrimination and Substance Use in Young Adult Sexual Minority Men: Examining the Moderating Role of Mindfulness.Health equity · 2024Article
- Examining the correlates of cigarette smoking, e-cigarette use and dual use among Canadian post-secondary students.Tobacco use insights · 2024Article
- Sex Differences in E-Cigarette Use and Related Health Effects.International journal of environmental research and public health · 2023Review
- E-cigarette Marketing Expenditures in the United States From 2016 to 2021: Targeted Media Outlets Geared Toward People Who Are at Increased Risk for Tobacco Use.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2023Article
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Authors and funding
19 authors at 7 institutions in 1 country.
Funding
Abstract
introductionThis study examines predictors of trajectories of cigarette and e-cigarette use among a cohort of US adolescents transitioning into young adulthood. Comparing trajectories of each tobacco product is important to determine if different intervention targets are needed to prevent progression to daily use.
methodsLatent trajectory class analyses identified cigarette and e-cigarette use (never, ever excluding past 12-month, past 12-month (excluding past 30-day (P30D)), P30D 1-5 days, P30D 6+ days) trajectory classes, separately, among US youth (12-17; N = 10,086) using the first 4 waves (2013-2017) of data from the nationally representative PATH Study. Weighted descriptive analyses described the class characteristics. Weighted multinomial logistic regression analyses examined demographic, psychosocial, and behavioral predictors of class membership.
resultsYounger adolescents 12-15 years had lower tobacco use compared to 16-17 year olds and less stable classes. In the 16-17 year group, there were five unique trajectories of cigarette smoking, including a Persistent High Frequency class. Four e-cigarette use trajectories were identified; but not a persistent use class. Shared predictors of class membership for cigarettes and e-cigarettes included mental health problems, other tobacco use, marijuana use, and poorer academic achievement. Male sex and household tobacco use were unique e-cigarette trajectory class predictors.
conclusionsThere was no evidence that initiation with e-cigarettes as the first product tried was associated with cigarette progression (nor cigarettes as first product and e-cigarette progression). Interventions should focus on well-established risk factors such as mental health and other substance use to prevent progression of use for both tobacco products. IMPLICATIONS: Using nationally representative data and definitions of use that take into account frequency and recency of use, longitudinal 4-year trajectories of e-cigarette and cigarette use among US adolescents transitioning into young adulthood were identified. Results among 16-17-year olds revealed a class of persistent high frequency cigarette smoking that was not identified for e-cigarette use. Cigarette use progression was not associated with e-cigarettes as the first product tried. Risk factors for progression of use of both products included mental health and other substance use, which are important prevention targets for both tobacco products.
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