Multilevel predictors of smoking initiation among adolescents: Findings from the Minnesota Adolescent Community Cohort (MACC) study
Highlights
► Age of smoking initiation is associated with area-level measures. ► Younger smoking initiation associated with proportion of older adolescents who smoke. ► Younger smoking initiation associated with area-measured lower Socioeconomic Status.
Introduction
Over 80% of adult smokers tried smoking before the age 18 (CDC, 2010); two thirds experiment with smoking by age 15 (Johnson and Hoffmann, 2000). The probability of cessation among adults is inversely related to the age of smoking initiation (Breslau and Peterson, 1996). Given that most initiation of tobacco use occurs in adolescence and cessation is so difficult in adulthood, preventing smoking initiation among adolescents is critical to controlling the public health implications. Most research on predictors of adolescent smoking behaviors has emphasized individual or socio-demographic characteristics (Griesler et al., 2002, Kandel et al., 2004). Yet smoking prevention policies and programs are implemented at a broader level of communities and geographic areas. To best understand prevention requires analyzing influences on multiple intersecting levels and to establish temporal causality of smoking initiation requires using longitudinal population-based cohort studies (Wakefield and Forster, 2005).
Previous studies have examined individual, proximal, and environmental levels of predictors of adolescent smoking initiation. The proximal social environment includes friends' smoking which has been identified as a predictor of both adolescent smoking initiation (Conrad et al., 1992, Flay et al., 1994) and susceptibility to smoking (i.e. likelihood of accepting a cigarette if offered in the near future). (Bauman et al., 2001, Gritz et al., 2003, Miller et al., 2006) Other proximal risk factors to smoking initiation include living in a single-parent home, exposure to pro-tobacco messages, and living with at least one household smoker (Gritz et al., 2003). Adolescents often smoke their first cigarette in the presence of other peers (Johnson and Hoffmann, 2000) and often access cigarettes from social source (Forster et al., 2003). They smoke as a form of stress reduction, to relax, and as an expression of independence (Nichter et al., 1997).
Neighborhood-level social variables have statistically significant effects on health behaviors (Pickett and Pearl, 2001). Specifically, an inverse association was found between neighborhood-level SES and smoking prevalence, after controlling for individual-level SES (Kleinschmidt et al., 1995); with a relative risk of smoking of 1.2–1.7 in lower SES neighborhoods (Pickett and Pearl, 2001). Area-level analyses of SES (measured as employment, education, housing values, and income) have also yielded inverse associations with mean smoking prevalence in youth (Bernat et al., 2009).
Longitudinal datasets have been used to examine variation in influences on adolescent smoking initiation with particular attention to ethnicity (Griesler and Kandel, 1998, Griesler et al., 2002); parental influence (Flay et al., 1994); and peer influence (Alexander et al., 2001, Flay et al., 1994, Urberg et al., 1997). While prior research establishes the importance of area-level analyses few have used a multi-level approach to analyze adolescent smoking (Kandel et al., 2004, Klein et al., 2009, Siegel et al., 2008). No studies reported the influence of socio-economic variables and prevalence of older adolescent smoking at the area level on adolescent smoking initiation, which is the express purpose of our paper.
Section snippets
Methods
The Minnesota Adolescent Community Cohort (MACC) is a population-based, prospective cohort study that began in 2000. The design of the study is detailed elsewhere (Forster et al., 2011). Participants in the MACC Study were selected in 2000–2001 and 2001–2002 through cluster random sampling. To start, Minnesota was divided into 129 areas, or geopolitical units (GPUs) based on geographic and political boundaries, patterns of local tobacco programming, and sufficient numbers of teenagers residing
Results
Almost 31% of participants reported initiating smoking during the study period (Table 1). The average age of initiation was 15.7 years. Participants were mostly white and had parents with at least some college education (Table 1). Approximately 66% lived with parents who did not smoke, and most siblings of participants were nonsmokers (91%) at baseline. Two-thirds of the participants reported a home smoking ban. At baseline, participants had 0.3 friends who smoked. At the GPU level, on average,
Discussion
Prior research using multi-level analyses and longitudinal datasets to study the influences on adolescent smoking behaviors have emphasized state or community-level policies that restrict smoking in workplaces (Klein et al., 2009), smoke-free restaurant initiatives (Siegel et al., 2008), bans on vending machines and state taxes (Kandel et al., 2004). Distal social context factors that decreased smoking onset and progression to daily smoking included bans on vending machines (Kandel et al., 2004
Study limitations and strengths
A limitation of the study is the Minnesota sample, which may restrict generalizability to other states. Loss to follow-up is a threat to internal validity of prospective studies because of misclassification of smoking status. Potential misclassification may happen among those who never reported smoking more than a whole cigarette and were lost to follow-up before they turned 18 years old. However, only seven participants who never reported having smoked at least a whole cigarette were lost to
Conclusion
Factors at multiple levels influence whether and when adolescents initiate smoking. Findings from our study provide support for multi-level comprehensive tobacco control strategies outlined by the Center for Disease Control's Best Practice for Comprehensive Tobacco Control. Since indicators of higher SES are associated with a delayed uptake of smoking, policies and interventions preventing smoking should target lower SES areas. Further, GPUs with greater prevalence of older adolescent smoking
Conflict of interest statement
The authors declare that there are no conflicts of interest.
Acknowledgments
The authors thank Rose Hilk for her assistance with data management, Clearwater Research, Inc. for its careful implementation of the telephone survey procedures, and the Health Survey Research Center for its assistance with tracking participants. This research was funded by the National Cancer Institute (R01 CA86191; Jean Forster, Principal Investigator) and ClearWay Minnesota (RC-2007-0018; Jean Forster and Debra Bernat, Co-Principal Investigators). The contents of this article are solely the
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