Skip to main content
Log in

Influence of specific individual and environmental variables on the relationship between body mass index and health-related quality of life in overweight and obese adolescents

  • Published:
Quality of Life Research Aims and scope Submit manuscript

Abstract

Purpose

Overweight and obese adolescents are at risk for low health-related quality of life (HRQOL). We examined the role of individual- and environmental-level variables on the relationship between body mass index (BMI kg/m2) and HRQOL in adolescents.

Methods

Linear regressions were performed to conduct mediation and moderation analyses on the relationship between BMI and HRQOL in overweight and obese adolescents (N = 205). HRQOL was measured by the Pediatric Quality of Life Inventory. Hypothesized mediators included depression, measured by the Center for Epidemiologic Studies Depression Scale; body image, measured by the gender-specific body dissatisfaction subscale of the Eating Disorder Inventory; and self-esteem, measured by the Rosenberg Self-Esteem Scale. Mediation was assessed using Baron and Kenny’s approach and Sobel’s test of indirect effects. Anglo-acculturation, measured by the Short Acculturation Scale for Hispanics-Youth, and environmental perception, measured by parent-proxy report of the Neighborhood Environment Walkability Scale, were hypothesized moderators.

Results

Body image mediated the relationship between BMI and HRQOL (b = −0.34, SE = 0.17, adj R 2 = 0.19, p = .051), and self-esteem was a partial mediator (b = −0.37, SE = 0.17, adj R 2 = 0.24, p = .027). Sobel’s test confirmed these results (p < .05). No significant moderation effects were found.

Conclusions

The finding that individual-level factors, such as body image and self-esteem, influence the relationship between BMI and HRQOL while environmental factors, such as neighborhood environment and acculturation, do not extends previous research. The finding that body image and self-esteem partially mediate this relationship presents new areas to investigate in interventions that address BMI in youth.

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
Fig. 2

Similar content being viewed by others

Abbreviations

BMI:

Body mass index

HRQOL:

Health-related quality of life

PACE-PC:

Primary Care Management of Adolescent Obesity study

PACE-iDP:

Intervention for Youth at Risk for Diabetes study

References

  1. Ogden, C. L., Carroll, M. D., Kit, B. K., & Flegal, K. M. (2012). Prevalence of obesity and trends in body mass index among US children and adolescents, 1999-2010. JAMA, 307, 483–490. doi:10.1001/jama.2012.40.

    Article  PubMed  Google Scholar 

  2. Schwimmer, J. B., Burwinkle, T. M., & Varni, J. W. (2003). Health-related quality of life in severely obese children and adolescents. JAMA, 289, 1813–1819.

    Article  PubMed  Google Scholar 

  3. Pinhas-Hamel, O., Singer, S., Fradkin, A., Modan, D., & Reichman, B. (2006). Health-related quality of life among children and adolescents: Associations with obesity. International Journal of Obesity, 30, 267–272.

    Article  Google Scholar 

  4. Zeller, M. H., & Modi, A. C. (2006). Predictors of health-related quality of life in obese youth. Obesity, 14, 122–130.

    Article  PubMed  Google Scholar 

  5. Griffiths, L. J., Parsons, T. J., & Hill, A. J. (2010). Self-esteem and quality of life in obese children and adolescents: A systematic review. International Journal of Pediatric Obesity, 5, 282–304. doi:10.3109/17477160903473697.

    Article  PubMed  Google Scholar 

  6. Tsiros, M. D., Olds, T., Buckley, J. D., et al. (2009). Health-related quality of life in obese children and adolescents. International Journal of Obesity, 33, 387–400. doi:10.1038/ijo.2009.42.

    Article  CAS  PubMed  Google Scholar 

  7. Ul-Haq, Z., Mackay, D. F., Fenwick, E., & Pell, J. P. (2013). Meta-analysis of the association between body mass index and health-related quality of life among children and adolescents, assessed using the Pediatric Quality of Life Inventory Index. Journal of Pediatrics, 162(280–286), e1.

    PubMed  Google Scholar 

  8. Centers for Disease Control and Prevention (2011). Health related quality of life (HRQOL).

  9. Healthy People 2020—Improving the Health of Americans. http://healthypeople.gov/2020/. Accessed 7 Aug 2012.

  10. Anon. NIH Obesity Research Task Force, US Department of Health and Human Services, National Institutes of Health (2011) Strategic plan for obesity research. Bethesda, MD.

  11. Anon. Centers for Disease Control and Prevention, National Center for Injury Prevention and Control (2011) The social ecological model: A framework for prevention.

  12. Lerdal, A., Andenæs, R., Bjørnsborg, E., et al. (2011). Personal factors associated with health-related quality of life in persons with morbid obesity on treatment waiting lists in Norway. Quality of Life Research, 20, 1187–1196. doi:10.1007/s11136-011-9865-z.

    Article  PubMed Central  PubMed  Google Scholar 

  13. Palmeira, A. L., Markland, D. A., Silva, M. N., et al. (2009). Reciprocal effects among changes in weight, body image, and other psychological factors during behavioral obesity treatment: A mediation analysis. International Journal of Behavioral Nutrition and Physical Activity, 6, 9. doi:10.1186/1479-5868-6-9.

    Article  PubMed Central  PubMed  Google Scholar 

  14. Wright, F., Boyle, S., Baxter, K., et al. (2013). Understanding the relationship between weight loss, emotional well-being and health-related quality of life in patients attending a specialist obesity weight management service. J Health Psychol, 18, 574–586. doi:10.1177/1359105312451865.

    Article  PubMed  Google Scholar 

  15. Anon. National Institute of Mental Health; Science Writing, Press & Dissemination Branch (2012) Depression in children and adolescents. Bethesda, MD.

  16. Richman, G., Hope, T., & Mihalas, S. (2010). Assessment and treatment of self-esteem in adolescents with ADHD. In M. H. Guindon (Ed.), Self-esteem across lifespan (pp. 111–121). New York, NY: Routledge.

    Google Scholar 

  17. Smith, A. J. (2010). Body image, eating disorders, and self-esteem problems during adolescence. In M. H. Guindon (Ed.), Self-esteem cross lifespan (pp. 125–142). New York, NY: Routledge.

    Google Scholar 

  18. Kim, H. S., Park, J., Ma, Y., & Ham, O. K. (2013). Factors influencing health-related quality of life of overweight and obese children in South Korea. The Journal of School Nursing, 29, 361–369. doi:10.1177/1059840513475363.

    Article  PubMed  Google Scholar 

  19. Gaspar, T., Ribeiro, J. P., de Matos, M. G., et al. (2012). Health-related quality of life in children and adolescents: Subjective well being. The Spanish journal of Psychology, 15, 177–186.

    Article  PubMed  Google Scholar 

  20. Saloumi, C., & Plourde, H. (2010). Differences in psychological correlates of excess weight between adolescents and young adults in Canada. Psychology, Health and Medicine, 15, 314–325. doi:10.1080/13548501003668711.

    Article  CAS  PubMed  Google Scholar 

  21. Vallance, J. K., Latner, J. D., & Gleaves, D. H. (2011). The relationship between eating disorder psychopathology and health-related quality of life within a community sample. Quality of Life Research, 20, 675–682. doi:10.1007/s11136-010-9799-x.

    Article  PubMed  Google Scholar 

  22. Mikolajczyk, R. T., Bredehorst, M., Khelaifat, N., et al. (2007). Correlates of depressive symptoms among Latino and Non-Latino White adolescents: findings from the 2003 California Health Interview Survey. BMC Public Health, 7, 21. doi:10.1186/1471-2458-7-21.

    Article  PubMed Central  PubMed  Google Scholar 

  23. Xie, B., Unger, J. B., Gallaher, P., et al. (2010). Overweight, body image, and depression in Asian and Hispanic adolescents. American Journal of Health Behavior, 34, 476–488.

    Article  PubMed Central  PubMed  Google Scholar 

  24. McClure, A. C., Tanski, S. E., Kingsbury, J., et al. (2010). Characteristics associated with low self-esteem among US adolescents. Academic Pediatric, 10(238–44), e2. doi:10.1016/j.acap.2010.03.007.

    Google Scholar 

  25. Katzmarzyk, P. T., Barreira, T. V., Broyles, S. T., et al. (2013). The International Study of Childhood Obesity, Lifestyle and the Environment (ISCOLE): Design and methods. BMC Public Health, 13, 900. doi:10.1186/1471-2458-13-900.

    Article  PubMed Central  PubMed  Google Scholar 

  26. Papas, M. A., Alberg, A. J., Ewing, R., et al. (2007). The built environment and obesity. Epidemiologic Reviews, 29, 129–143. doi:10.1093/epirev/mxm009.

    Article  PubMed  Google Scholar 

  27. U.S. Department of Health and Human Services, Office of the Surgeon General (2011) Childhood obesity prevention: Community checklist. Washington, DC.

  28. Sallis, J. F., Saelens, B. E., Frank, L. D., et al. (2009). Neighborhood built environment and income: examining multiple health outcomes. Social Science and Medicine, 68, 1285–1293. doi:10.1016/j.socscimed.2009.01.017.

    Article  PubMed Central  PubMed  Google Scholar 

  29. Stigsdotter, U. K., Ekholm, O., Schipperijn, J., Toftager, M., Kamper-Jorgensen, F., & Randrup, T. B. (2010). Health promoting outdoor environments: Associations between green space, and health, health-related quality of life and stress based on Danish national representative survey. Scandinavian Journal of Public Health, 38, 411–417. doi:10.117/1403494810367468.

    Article  PubMed  Google Scholar 

  30. Wu, X. Y., Ohinmaa, A., & Veugelers, P. J. (2010). Sociodemographic and neighborhood determinants of health-related quality of life among grade-five students in Canada. Quality of Life Research, 19, 969–976. doi:10.007/s11136-010-9663-z.

    Article  CAS  PubMed  Google Scholar 

  31. Feldman, P. J., & Steptoe, A. (2004). How neighborhoods and physical functioning are related: the roles of neighborhood socioeconomic status, perceived neighborhood strain, and individual health risk factors. Annals of Behavioral Medicine, 27, 91–99. doi:10.1207/s15324796abm2702_3.

    Article  PubMed  Google Scholar 

  32. Lovasi, G. S., Hutson, M. A., Guerra, M., & Neckerman, K. M. (2009). Built environments and obesity in disadvantaged populations. Epidemiologic Reviews, 31, 7–20. doi:10.1093/epirev/mxp005.

    Article  PubMed  Google Scholar 

  33. Arif, A. A., & Rohrer, J. E. (2006). The relationship between obesity, hyperglycemia symptoms, and health-related quality of life among Hispanic and non-Hispanic white children and adolescents. BMC Family Practice,. doi:10.1186/1471-2296-7-3.

    PubMed Central  PubMed  Google Scholar 

  34. Hubert, H. B., Snider, J., & Winkleby, M. A. (2005). Health status, health behaviors, and acculturation factors associated with overweight and obesity in Latinos from a community and agricultural labor camp survey. Preventive Medicine (Baltim), 40, 642–651. doi:10.1016/j.ypmed.2004.09.001.

    Article  Google Scholar 

  35. Pérez-Escamilla, R. (2011). Acculturation, nutrition, and health disparities in Latinos. American Journal of Clinical Nutrition, 93, 1163S–1167S. doi:10.3945/ajcn.110.003467.

    Article  PubMed Central  PubMed  Google Scholar 

  36. Patrick, K., Norman, G. J., Davila, E. P., et al. (2013). Outcomes of a 12-month technology-based intervention to promote weight loss in adolescents at risk for type 2 diabetes. Journal of Diabetes Science and Technology, 7, 759–770.

    Article  PubMed Central  PubMed  Google Scholar 

  37. American Diabetes Association. (2000). Type 2 diabetes in children and adolescents. Diabetes Care, 23, 381–389.

    Article  Google Scholar 

  38. Varni, J., Seid, M., & Kurtin, P. (2001). PedsQL 4.0: reliability and validity of the Pediatric Quality of Life Inventory version 4.0 generic core scales in healthy and patient populations. Medical Care, 39, 800–812.

    Article  CAS  PubMed  Google Scholar 

  39. Radloff, L. S. (1977). The CES-D Scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1, 385–401. doi:10.1177/014662167700100306.

    Article  Google Scholar 

  40. Poulin, A. C., Hand, D., & Boudreau, B. (2005). Validity of a 12-item version of the CES-D used in the National Longitudinal Study of Children and Youth. Chronic Diseases in Canada, 26, 65–72.

    PubMed  Google Scholar 

  41. Garner, D. M., Olmstead, M. P., & Polivy, J. (1983). Development and validation of a multidimensional eating disorder inventory for anorexia nervosa and bulimia. International Journal of Eating Disorders, 2, 15–34.

    Article  Google Scholar 

  42. Zabinski, M. F., Calfas, K. J., Gehrman, C. A., et al. (2001). Effects of a physical activity intervention on body image in university seniors: Project GRAD. Annals of Behavioral Medicine, 23, 247–252. doi:10.1207/S15324796ABM2304_3.

    Article  CAS  PubMed  Google Scholar 

  43. Rosenberg, M. (1965). Society and the adolescent self-image. Princeton, NJ: Princeton University Press.

    Google Scholar 

  44. Robins, R. W., Hendin, H. M., & Trzesniewski, K. H. (2001). Measuring global self-esteem: Construct validation of a single-item measure and the Rosenberg Self-Esteem Scale. Personality and Social Psychology Bulletin, 27, 151–161. doi:10.1177/0146167201272002.

    Article  Google Scholar 

  45. Barona, A., & Miller, J. A. (1994). Short Acculturation Scale for Hispanic Youth (SASH-Y): A preliminary report. Hispanic Journal of Behavioral Sciences, 16, 155–162. doi:10.1177/07399863940162005.

    Article  Google Scholar 

  46. Serrano, E., & Anderson, J. (2003). Assessment of a refined Short Acculturation Scale for Latino preteens in rural Colorado. Hispanic Journal of Behavioral Sciences, 25, 240–253. doi:10.1177/0739986303025002006.

    Article  Google Scholar 

  47. Saelens, B. E., Sallis, J. F., Black, J. B., & Chen, D. (2003). Neighborhood-based differences in physical activity: An environment scale evaluation. American Journal of Public Health 9, 93, 1552–1558.

    Article  Google Scholar 

  48. Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Personality and Social Psychology Bulletin, 51, 1173–1182.

    Article  CAS  Google Scholar 

  49. Sobel, M. (1986). Some new results on indirect effects and their standard errors in covariance structure models. Sociological Methodology, 16, 159–186.

    Article  Google Scholar 

  50. Kraemer, H. C. (2001). How do risk factors work together? Mediators, moderators, and independent, overlapping, and proxy risk factors. American Journal of Psychiatry, 158, 848–856. doi:10.1176/appi.ajp.158.6.848.

    Article  CAS  PubMed  Google Scholar 

  51. Wallander, J. L., Taylor, W. C., Grunbaum, J. A., Franklin, F. A., Harrison, G. G., Kelder, S. H., Schuster M. A. (2009) Weight status, quality of life, and self-concept in African American, Hispanic, and white fifth-grade children. Obesity 17, 1363–1368.

  52. Xanthopoulos, M. S., Borradaile, K. E., Hayes, S., et al. (2011). The impact of weight, sex, and race/ethnicity on body dissatisfaction among urban children. Body Image, 8, 385–389. doi:10.1016/j.bodyim.2011.04.011.

    Article  PubMed  Google Scholar 

  53. Cohen, M., Mansoor, D., Langut, H., & Lorber, A. (2007). Quality of life, depressed mood and self-esteem in adolescents with heart disease. Psychosomatic Medicine, 69, 313–318. doi:10.1097/PSY.0b013e3180051542c.

    Article  PubMed  Google Scholar 

  54. Stern, M., Mazzeo, S. E., Gerke, C. K., Porter, J. S., Bean, M. K., & Laver, J. H. (2007). Gender, ethnicity, psychosocial factors, and quality of life among severely overweight, treatment-seeking adolescents. Journal of Pediatric Psychology, 32, 90–94. doi:10.1093/jpepsy/jsl013.

    Article  PubMed  Google Scholar 

  55. Ali, M. M., Fang, H., & Rizzo, J. A. (2010). Body weight, self-perception and mental health outcomes among adolescents. The Journal of Mental Health Policy and Economics, 13, 53–63.

    PubMed  Google Scholar 

  56. Goodman, E., & Must, A. (2011). Depressive symptoms in severely obese compared with normal weight adolescents: Results from a community based longitudinal study. Journal of Adolescent Health, 49, 64–69. doi:10.1016/j.jadohealth.2010.10.015.

    Article  PubMed Central  PubMed  Google Scholar 

  57. Herzer, M., Zeller, M. H., Rausch, J. R., & Modi, A. C. (2011). Perceived social support and its association with obesity-specific health-related quality of life. Journal of Developmental and Behavioral Pediatrics, 32, 188–195. doi:10.1097/DBP.0b013e318208f576.

    Article  PubMed Central  PubMed  Google Scholar 

  58. Swallen, K. C., Reither, E. N., Haas, S. A., & Meier, A. M. (2005). Overweight, obesity, and health-related quality of life among adolescents: The National Longitudinal Study of Adolescent Health. Pediatrics, 115, 340–347. doi:10.1542/peds.2004-0678.

    Article  PubMed  Google Scholar 

  59. Zeller, M. H., & Modi, A. C. (2009). Development and initial validation of an obesity-specific quality-of-life measure for children: Sizing me up. Obesity, 17, 1171–1177. doi:10.1038/oby.2009.47.

    Article  PubMed Central  PubMed  Google Scholar 

  60. Kolotkin, R. L., Zeller, M., Modi, A. C., et al. (2006). Assessing weight-related quality of life in adolescents. Obesity, 14, 448–457. doi:10.1038/oby.2006.59.

    Article  PubMed Central  PubMed  Google Scholar 

Download references

Acknowledgments

PACE-PC was supported by a grant from the National Cancer Institute (Bethesda, Maryland), R01 CA121300 (Clinical Trial Registration Number: #NCT00415974). PACE-iDP was supported by a grant from National Institute of Diabetes and Digestive and Kidney Diseases (Bethesda, Maryland), 5 R18 DK064321 (Clinical Trial Registration Number: #NCT00412165). We also gratefully acknowledge support from the physicians and clinic staff at Children’s Primary Care Medical Group (South Bay Locations), Rady Children’s Hospital of San Diego, Pediatric Endocrinology Department, Rady Children’s Physician Management Services, and Kaiser Permanente Pediatrics Department.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Julia K. Kolodziejczyk.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Kolodziejczyk, J.K., Gutzmer, K., Wright, S.M. et al. Influence of specific individual and environmental variables on the relationship between body mass index and health-related quality of life in overweight and obese adolescents. Qual Life Res 24, 251–261 (2015). https://doi.org/10.1007/s11136-014-0745-1

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11136-014-0745-1

Keywords

Navigation