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Obesogenic Clusters: Multidimensional Adolescent Obesity-Related Behaviors in the U.S.


Boone-Heinonen, Janne; Gordon-Larsen, Penny; & Adair, Linda S. (2008). Obesogenic Clusters: Multidimensional Adolescent Obesity-Related Behaviors in the U.S.. Annals of Behavioral Medicine, 36(3), 217-230. PMCID: PMC2769258


BACKGROUND: Diet, physical activity, and psychosocial factors are independent and potentially interactive obesity determinants, but few studies have explored complex behavior patterns.
PURPOSE: The purpose of this study is to examine obesity-related behavior patterning and identify high-risk adolescent groups.
METHODS: Cluster analysis identified groups with shared behavior patterns in the National Longitudinal Study of Adolescent Health (1995 and 1996, ages 11-21; N = 9,251). Descriptive and multivariate regression analyses compared sociodemographics and prevalent and incident obesity across clusters.
RESULTS: Seven and six clusters in males and females, respectively, represented behavior patterns such as School Clubs & Sports, Sedentary Behaviors, Dieters, and Junk Food & Low Activity. Sociodemographics varied across clusters. Compared to School Clubs & Sports clusters, adjusted odds of prevalent and incident obesity were higher for most clusters in females but not males.
CONCLUSIONS: Cluster analysis identified several obesogenic behavior patterns, highlighting areas for future research and potential avenues for interventions that target broad lifestyle factors.


Reference Type

Journal Article

Year Published


Journal Title

Annals of Behavioral Medicine


Boone-Heinonen, Janne
Gordon-Larsen, Penny
Adair, Linda S.