Skip to main content
Log in

Longitudinal associations of tobacco-related social media involvement with cigarette and e-cigarette initiation among US adolescents

  • Original Article
  • Published:
European Journal of Pediatrics Aims and scope Submit manuscript

Abstract

Tobacco is the leading cause of preventable morbidity and mortality in the USA. Evidence suggests adolescents are particularly vulnerable to online tobacco marketing. This study examined longitudinal associations of following or liking of tobacco brands with subsequent cigarette and e-cigarette initiation among US adolescents. We used Wave 1–Wave 4 Population Assessment of Tobacco and Health study data (n = 6997) and discrete-time survival regression models to examine associations of past-year tobacco-related social media interactions with the initiation of cigarettes and e-cigarettes among US adolescents. About 4.8% (n = 280) of adolescent never cigarette users and 4.9% (n = 288) of never e-cigarette users followed or liked tobacco brands on social media between Wave 1 and Wave 2. By Wave 4, 8.8% of all cigarettes never users had initiated cigarette use, and 18.7% of never e-cigarette users initiated e-cigarette use. The following or liking tobacco brands on social media was significantly associated with increased odds of cigarette initiation (adjusted odds ratio (aOR) 2.12, 95% CI 1.56–2.88) and e-cigarette initiation (aOR 2.11, 95% CI 1.66–2.69). Also, the initiation of cigarettes and e-cigarettes differed significantly among race/ethnicity, school performance, and other tobacco and substance use.

Conclusion: Adolescents who followed or liked tobacco products on social media were more likely to initiate cigarette or e-cigarette use subsequently. Increasing anti-tobacco efforts on social media sites could be beneficial.

What is Known:

• Evidence suggests adolescents are particularly vulnerable to online tobacco marketing.

What is New:

• The following or liking tobacco brands on social media was significantly associated with the odds of cigarette and e-cigarette initiation.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Data availability

Publicly available source, available at https://doi.org/10.3886/ICPSR36231.

Notes

  1. In discrete-time logistic regression models, the hazard is defined as the “conditional probability that a randomly selected individual will experience the target event (in this patient cigarettes/e-cigarettes initiation) in a period j, given that he or she did not experience the event before j [22].

Abbreviations

aOR:

Adjusted odds ratio

CI:

Confidence interval

References

  1. National Center for Chronic Disease Prevention and Health Promotion (US) Office on Smoking and Health. The Health Consequences of Smoking—50 Years of Progress: A Report of the Surgeon General. Atlanta (GA): Centers for Disease Control and Prevention (US); 2014. Available from: https://www.ncbi.nlm.nih.gov/books/NBK179276/. Accessed 14 Mar 2019

  2. Dai H, Leventhal AM (2019) Prevalence of e-cigarette use among adults in the United States, 2014–2018. Jama 322(18):1824–1827. https://doi.org/10.1001/jama.2019.15331

    Article  PubMed  PubMed Central  Google Scholar 

  3. Creamer MR (2019) Tobacco product use and cessation indicators among adults—United States, 2018. MMWR Morb Mortal Wkly Rep 68. https://doi.org/10.15585/mmwr.mm6845a2

  4. U.S. Department of Health and Human Services (2012) Preventing tobacco use among youth and young adults. a report of the surgeon general. U.S. Department of Health and Human Services, Centers for Disease Control and Prevention, National Center for Chronic Disease Prevention and Health Promotion, Office on Smoking and Health. https://www.ncbi.nlm.nih.gov/books/NBK99242/. Accessed 25 Jun 2019

  5. Gentzke AS (2019) Vital signs: tobacco product use among middle and high school students—United States, 2011–2018. MMWR Morb Mortal Wkly Rep 68. https://doi.org/10.15585/mmwr.mm6806e1

  6. U.S. Department of Health and Human Services (2016) E-cigarette use among youth and young adults. a report of the surgeon general. U.S. Department of Health and Human Services, Centers for Disease Control and Prevention, National Center for Chronic Disease Prevention and Health Promotion, Office on Smoking and Health. https://www.ncbi.nlm.nih.gov/pubmed?term=(E-Cigarette%20Use%20Among%20Youth%20and%20Young%20Adults.%20A%20Report%20of%20the%20Surgeon%20General)

  7. Alexander LEC, Drummond CA, Hepokoski M et al (2018) Translational physiology: chronic inhalation of e-cigarette vapor containing nicotine disrupts airway barrier function and induces systemic inflammation and multiorgan fibrosis in mice. Am J Physiol-Regul Integr Comp Physiol 314(6):R834

    Article  Google Scholar 

  8. Hwang JH, Lyes M, Sladewski K et al (2016) Electronic cigarette inhalation alters innate immunity and airway cytokines while increasing the virulence of colonizing bacteria. J Mol Med 94(6):667–679

    Article  CAS  Google Scholar 

  9. Soneji S, Yang J, Moran MB et al (2019) Engagement with online tobacco marketing among adolescents in the United States: 2013–2014 to 2014–2015. Nicotine Tob Res 21(7):918–925

    Article  Google Scholar 

  10. Soneji S, Knutzen KE, Tan AS et al (2019) Online tobacco marketing among US adolescent sexual, gender, racial, and ethnic minorities. Addict Behav 95:189–196

    Article  Google Scholar 

  11. Facebook. Advertising Policies: 4 (2021) Tobacco and related products. Facebook. https://www.facebook.com/policies/ads/prohibited_content/tobacco. Accessed 3 Jun 2021

  12. Twitter (2021) Tobacco and tobacco accessories. Twitter. https://business.twitter.com/en/help/ads-policies/ads-content-policies/tobacco-and-tobacco-accessories.html. Accessed 3 Jun 2021

  13. Snap (2021) Snap Advertising Policies - Snap Inc. https://snap.com/en-US/ad-policies. Accessed 3 Jun 2021

  14. Kaplan S (2018) Big Tobacco’s global reach on social media. Published online, N Y Times

    Google Scholar 

  15. Liang Y, Zheng X, Zeng DD, Zhou X, Leischow SJ, Chung W (2015) Exploring how the tobacco industry presents and promotes itself in social media. J Med Internet Res 17(1):e24

  16. Basáñez T, Majmundar A, Cruz TB, Unger JB (2018) Vaping associated with healthy food words: a content analysis of twitter. Addict Behav Rep 8:147–153

    PubMed  PubMed Central  Google Scholar 

  17. Huang J, Duan Z, Kwok J et al (2019) Vaping versus JUULing: how the extraordinary growth and marketing of JUUL transformed the US retail e-cigarette market. Tob Control 28(2):146–151

    Article  Google Scholar 

  18. United States Department Of Health And Human Services, National Institutes Of Health, National Institute On Drug Abuse, Food and Drug Administration, Center for Tobacco Products (2018) Population Assessment of Tobacco and Health (PATH) study [United States] Restricted-Use Files. Inter-university Consortium for Political and Social Research [distributor]. https://doi.org/10.3886/ICPSR36498.v8. Accessed 19 Jun 2019

  19. Hyland A, Ambrose BK, Conway KP et al (2017) Design and methods of the population assessment of tobacco and health (PATH) study. Tob Control 26(4):371–378. https://doi.org/10.1136/tobaccocontrol-2016-052934

    Article  PubMed  Google Scholar 

  20. Azagba S, Manzione L, Shan L, King J (2020) Trends in smoking behaviors among US adolescent cigarette smokers. Pediatrics 145(3)

  21. Dai H, Leventhal AM (2019) Association of electronic cigarette vaping and subsequent smoking relapse among former smokers. Drug Alcohol Depend 199:10–17. https://doi.org/10.1016/j.drugalcdep.2019.01.043

    Article  PubMed  PubMed Central  Google Scholar 

  22. Kasza KA, Edwards KC, Tang Z et al (2020) Correlates of tobacco product initiation among youth and adults in the USA: findings from the PATH Study Waves 1–3 (2013–2016). Tob Control 29(Suppl 3):s191–s202

    Article  Google Scholar 

  23. Westling E, Rusby JC, Crowley R, Light JM (2017) Electronic cigarette use by youth: prevalence, correlates, and use trajectories from middle to high school. J Adolesc Health 60(6):660–666

    Article  Google Scholar 

  24. Pierce JP, Gilpin E, Burns DM et al (1991) Does tobacco advertising target young people to start smoking?: evidence from California. Jama 266(22):3154–3158

    Article  CAS  Google Scholar 

  25. Henriksen L, Schleicher NC, Feighery EC, Fortmann SP (2010) A longitudinal study of exposure to retail cigarette advertising and smoking initiation. Pediatrics 126(2):232–238

    Article  Google Scholar 

  26. Aphinyanaphongs Y, Lulejian A, Brown DP, Bonneau R, Krebs P (2016) Text classification for automatic detection of e-cigarette use and use for smoking cessation from twitter: a feasibility pilot. In: World Sci 480–491

  27. Lazard AJ, Wilcox GB, Tuttle HM, Glowacki EM, Pikowski J (2017) Public reactions to e-cigarette regulations on twitter: a text mining analysis. Tob Control 26(e2):e112–e116

    Article  Google Scholar 

  28. McCausland K, Maycock B, Leaver T, Jancey J (2019) The messages presented in electronic cigarette–related social media promotions and discussion: scoping review. J Med Internet Res 21(2):e11953. https://doi.org/10.2196/11953

    Article  PubMed  PubMed Central  Google Scholar 

  29. Ramo DE, Thrul J, Chavez K, Delucchi KL, Prochaska JJ (2015) Feasibility and quit rates of the tobacco status project: a Facebook smoking cessation intervention for young adults. J Med Internet Res 17(12):e291

  30. Bold KW, Hanrahan TH, O’Malley SS, Fucito LM (2016) Exploring the utility of web-based social media advertising to recruit adult heavy-drinking smokers for treatment. J Med Internet Res 18(5):e107

  31. Sadasivam RS, Volz EM, Kinney RL, Rao SR, Houston TK (2013) Share2Quit: web-based peer-driven referrals for smoking cessation. JMIR Res Protoc 2(2):e37

  32. Emery JL, Coleman T, Sutton S et al (2018) Uptake of tailored text message smoking cessation support in pregnancy when advertised on the internet (MiQuit): observational study. J Med Internet Res 20(4):e146

  33. Machado NM, Gomide HP, Bernardino HS, Ronzani TM (2019) Facebook recruitment of smokers: comparing gain-and loss-framed ads for the purposes of an internet-based smoking cessation intervention. Cad Saude Publica 35:e00151318

  34. Thrul J, Ramo DE (2017) Cessation strategies young adult smokers use after participating in a facebook intervention. Subst Use Misuse 52(2):259–264

    Article  Google Scholar 

  35. Huang J, Kornfield R, Szczypka G, Emery SL (2014) A cross-sectional examination of marketing of electronic cigarettes on twitter. Tob Control 23(Suppl 3):iii26-iii30

Download references

Author information

Authors and Affiliations

Authors

Contributions

L.S, conceptualization, data analysis, writing, and result interpretation; S.A, writing, result interpretation, and review.

Corresponding author

Correspondence to Sunday Azagba.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Additional information

Communicated by Gregorio Paolo Milani

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Shan, L., Azagba, S. Longitudinal associations of tobacco-related social media involvement with cigarette and e-cigarette initiation among US adolescents. Eur J Pediatr 181, 189–196 (2022). https://doi.org/10.1007/s00431-021-04166-0

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00431-021-04166-0

Keywords

Navigation