Table of Contents
Advances in Epidemiology
Volume 2015 (2015), Article ID 121806, 11 pages
http://dx.doi.org/10.1155/2015/121806
Research Article

Trajectories of Body Mass Index from Young Adulthood to Middle Age among Canadian Men and Women

1Division of Community Health & Humanities, Faculty of Medicine, Memorial University of Newfoundland, St. John’s, NL, Canada A1B 3V6
2Discipline of Medicine, Faculty of Medicine, Memorial University of Newfoundland, St. John’s, NL, Canada A1B 3V6

Received 20 August 2015; Revised 24 October 2015; Accepted 30 November 2015

Academic Editor: Jeanine M. Buchanich

Copyright © 2015 Meng Wang et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. L. K. Twells, D. M. Gregory, J. Reddigan, and W. K. Midodzi, “Current and predicted prevalence of obesity in Canada: a trend analysis,” CMAJ Open, vol. 2, no. 1, pp. E18–E26, 2014. View at Publisher · View at Google Scholar
  2. J. C. Peters, H. R. Wyatt, W. T. Donahoo, and J. O. Hill, “From instinct to intellect: the challenge of maintaining healthy weight in the modern world,” Obesity Reviews, vol. 3, no. 2, pp. 69–74, 2002. View at Publisher · View at Google Scholar · View at Scopus
  3. D. P. Guh, W. Zhang, N. Bansback, Z. Amarsi, C. L. Birmingham, and A. H. Anis, “The incidence of co-morbidities related to obesity and overweight: a systematic review and meta-analysis,” BMC Public Health, vol. 9, article 88, 2009. View at Publisher · View at Google Scholar · View at Scopus
  4. J. P. Block, Y. He, A. M. Zaslavsky, L. Ding, and J. Z. Ayanian, “Psychosocial stress and change in weight among US adults,” American Journal of Epidemiology, vol. 170, no. 2, pp. 181–192, 2009. View at Publisher · View at Google Scholar · View at Scopus
  5. A. Botoseneanu and J. Liang, “Latent heterogeneity in long-term trajectories of body mass index in older adults,” Journal of Aging and Health, vol. 25, no. 2, pp. 342–363, 2013. View at Publisher · View at Google Scholar · View at Scopus
  6. J. Lynch and G. D. Smith, “A life course approach to chronic disease epidemiology,” Annual Review of Public Health, vol. 26, pp. 1–35, 2005. View at Publisher · View at Google Scholar · View at Scopus
  7. S. Dare, D. F. Mackay, J. P. Pell, and K. Matsuo, “Relationship between smoking and obesity: a cross-sectional study of 499,504 middle-aged adults in the UK general population,” PLoS ONE, vol. 10, no. 4, Article ID e0123579, 2015. View at Publisher · View at Google Scholar
  8. B. K. Jacobsen, I. Njølstad, I. Thune, T. Wilsgaard, M.-L. Løchen, and H. Schirmer, “Increase in weight in all birth cohorts in a general population: the Tromsø study, 1974–1994,” Archives of Internal Medicine, vol. 161, no. 3, pp. 466–472, 2001. View at Publisher · View at Google Scholar · View at Scopus
  9. C. E. Lewis, D. R. Jacobs Jr., H. McCreath et al., “Weight gain continues in the 1990s: 10-year trends in weight and overweight from the CARDIA study. Coronary Artery Risk Development in Young Adults,” American Journal of Epidemiology, vol. 151, no. 12, pp. 1172–1181, 2000. View at Publisher · View at Google Scholar · View at Scopus
  10. C. E. Lewis, D. E. Smith, D. D. Wallace, O. D. Williams, D. E. Bild, and D. R. Jacobs Jr., “Seven-year trends in body weight and associations with lifestyle and behavioral characteristics in Black and White young adults: the CARDIA study,” American Journal of Public Health, vol. 87, no. 4, pp. 635–642, 1997. View at Publisher · View at Google Scholar · View at Scopus
  11. T. J. J. Sheehan, S. DuBrava, L. M. DeChello, and Z. Fang, “Rates of weight change for black and white Americans over a twenty year period,” International Journal of Obesity, vol. 27, no. 4, pp. 498–504, 2003. View at Publisher · View at Google Scholar · View at Scopus
  12. C. Ng, P. N. Corey, and T. K. Young, “Divergent body mass index trajectories between Aboriginal and non-Aboriginal Canadians 1994–2009—an exploration of age, period, and cohort effects,” American Journal of Human Biology, vol. 24, no. 2, pp. 170–176, 2012. View at Publisher · View at Google Scholar · View at Scopus
  13. M. S. Setia, A. Quesnel-Vallee, M. Abrahamowicz, P. Tousignant, and J. Lynch, “Convergence of body mass index of immigrants to the Canadian-born population: evidence from the National Population Health Survey (1994–2006),” European Journal of Epidemiology, vol. 24, no. 10, pp. 611–623, 2009. View at Publisher · View at Google Scholar · View at Scopus
  14. L. B. Sherar, J. C. Eisenmann, P. D. Chilibeck et al., “Relationship between trajectories of trunk fat mass development in adolescence and cardiometabolic risk in young adulthood,” Obesity, vol. 19, no. 8, pp. 1699–1706, 2011. View at Publisher · View at Google Scholar · View at Scopus
  15. T. Abarin, Y. Y. Wu, N. Warrington, S. Lye, C. Pennell, and L. Briollais, “The impact of breastfeeding on FTO-related BMI growth trajectories: an application to the Raine pregnancy cohort study,” International Journal of Epidemiology, vol. 41, no. 6, pp. 1650–1660, 2012. View at Publisher · View at Google Scholar · View at Scopus
  16. X. Wen, K. Kleinman, M. W. Gillman, S. L. Rifas-Shiman, and E. M. Taveras, “Childhood body mass index trajectories: modeling, characterizing, pairwise correlations and socio-demographic predictors of trajectory characteristics,” BMC Medical Research Methodology, vol. 12, article 38, 2012. View at Publisher · View at Google Scholar · View at Scopus
  17. A. S. Bryk and S. W. Raudenbush, “Application of hierarchical linear models to assessing change,” Psychological Bulletin, vol. 101, no. 1, pp. 147–158, 1987. View at Publisher · View at Google Scholar · View at Scopus
  18. J. J. McArdle and D. Epstein, “Latent growth curves within developmental structural equation models,” Child Development, vol. 58, no. 1, pp. 110–133, 1987. View at Publisher · View at Google Scholar · View at Scopus
  19. D. S. Nagin, Group-Based Modelling of Development, Harvard University Press, Cambridge, Mass, USA, 2005.
  20. D. S. Nagin and C. L. Odgers, “Group-based trajectory modeling in clinical research,” Annual Review of Clinical Psychology, vol. 6, pp. 109–138, 2010. View at Publisher · View at Google Scholar · View at Scopus
  21. D. S. Nagin, “Analyzing developmental trajectories: a semiparametric, group-based approach,” Psychological Methods, vol. 4, no. 2, pp. 139–157, 1999. View at Publisher · View at Google Scholar · View at Scopus
  22. J. M. Nonnemaker, A. A. Morgan-Lopez, J. M. Pais, and E. A. Finkelstein, “Youth BMI trajectories: evidence from the NLSY97,” Obesity, vol. 17, no. 6, pp. 1274–1280, 2009. View at Publisher · View at Google Scholar · View at Scopus
  23. C. A. Magee, P. Caputi, and D. C. Iverson, “Identification of distinct body mass index trajectories in Australian children,” Pediatric Obesity, vol. 8, no. 3, pp. 189–198, 2013. View at Publisher · View at Google Scholar · View at Scopus
  24. L. E. Pryor, R. E. Tremblay, M. Boivin et al., “Developmental trajectories of body mass index in early childhood and their risk factors: an 8-year longitudinal study,” Archives of Pediatrics and Adolescent Medicine, vol. 165, no. 10, pp. 906–912, 2011. View at Publisher · View at Google Scholar · View at Scopus
  25. T. Ostbye, R. Malhotra, and L. R. Landerman, “Body mass trajectories through adulthood: results from the National Longitudinal Survey of Youth 1979 Cohort (1981–2006),” International Journal of Epidemiology, vol. 40, no. 1, pp. 240–250, 2011. View at Publisher · View at Google Scholar · View at Scopus
  26. E. A. Finkelstein, T. Ostbye, and R. Malhotra, “Body mass trajectories through midlife among adults with class I obesity,” Surgery for Obesity and Related Diseases, vol. 9, no. 4, pp. 547–553, 2013. View at Publisher · View at Google Scholar · View at Scopus
  27. R. Malhotra, T. Østbye, C. M. Riley, and E. A. Finkelstein, “Young adult weight trajectories through midlife by body mass category,” Obesity, vol. 21, no. 9, pp. 1923–1934, 2013. View at Publisher · View at Google Scholar · View at Scopus
  28. M. N. Kuchibhatla, G. G. Fillenbaum, W. E. Kraus, H. J. Cohen, and D. G. Blazer, “Trajectory classes of body mass index in a representative elderly community sample,” Journals of Gerontology, Series A: Biological Sciences and Medical Sciences, vol. 68, no. 6, pp. 699–704, 2013. View at Publisher · View at Google Scholar · View at Scopus
  29. A. Botoseneanu and J. Liang, “Social stratification of body weight trajectory in middle-age and older Americans: results from a 14-year longitudinal study,” Journal of Aging and Health, vol. 23, no. 3, pp. 454–480, 2011. View at Publisher · View at Google Scholar · View at Scopus
  30. R. Kanter and B. Caballero, “Global gender disparities in obesity: a review,” Advances in Nutrition, vol. 3, no. 4, pp. 491–498, 2012. View at Publisher · View at Google Scholar · View at Scopus
  31. N. A. Christakis and J. H. Fowler, “The spread of obesity in a large social network over 32 years,” The New England Journal of Medicine, vol. 357, no. 4, pp. 370–379, 2007. View at Publisher · View at Google Scholar · View at Scopus
  32. W. Yang, T. Kelly, and J. He, “Genetic epidemiology of obesity,” Epidemiologic Reviews, vol. 29, no. 1, pp. 49–61, 2007. View at Publisher · View at Google Scholar · View at Scopus
  33. L. McLaren, “Socioeconomic status and obesity,” Epidemiologic Reviews, vol. 29, no. 1, pp. 29–48, 2007. View at Publisher · View at Google Scholar · View at Scopus
  34. L. D. Howe, R. Patel, and B. Galobardes, “Commentary: tipping the balance: wider waistlines in men but wider inequalities in women,” International Journal of Epidemiology, vol. 39, no. 2, pp. 404–405, 2010. View at Publisher · View at Google Scholar · View at Scopus
  35. G. Jones-Johnson, W. R. Johnson, and N. Frishman, “Race and gender differences in obesity and disease,” Sociology Mind, vol. 4, no. 3, pp. 233–241, 2014. View at Publisher · View at Google Scholar
  36. A. M. El-Sayed, P. Scarborough, and S. Galea, “Unevenly distributed: a systematic review of the health literature about socioeconomic inequalities in adult obesity in the United Kingdom,” BMC Public Health, vol. 12, article 18, 2012. View at Publisher · View at Google Scholar · View at Scopus
  37. B. M. Popkin, “Does global obesity represent a global public health challenge?” American Journal of Clinical Nutrition, vol. 93, no. 2, pp. 232–233, 2011. View at Publisher · View at Google Scholar · View at Scopus
  38. S. L. Gortmaker, B. A. Swinburn, D. Levy et al., “Changing the future of obesity: science, policy, and action,” The Lancet, vol. 378, no. 9793, pp. 838–847, 2011. View at Publisher · View at Google Scholar · View at Scopus
  39. Statistics Canada, National Population Health Survey Household Component, Cycle 1 (1994/1995) to 9 (2010/2011), Longitudinal Documentation, 2012.
  40. S. Galbraith, J. Bowden, and A. Mander, “Accelerated longitudinal designs: an overview of modelling, power, costs and handling missing data,” Statistical Methods in Medical Research, 2014. View at Publisher · View at Google Scholar
  41. S. C. Duncan, T. E. Duncan, and H. Hops, “Analysis of longitudinal data within accelerated longitudinal designs,” Psychological Methods, vol. 1, no. 3, pp. 236–248, 1996. View at Publisher · View at Google Scholar · View at Scopus
  42. P. Clarke, P. M. O'Malley, L. D. Johnston, and J. E. Schulenberg, “Social disparities in BMI trajectories across adulthood by gender, race/ethnicity and lifetime socio-economic position: 1986–2004,” International Journal of Epidemiology, vol. 38, no. 2, pp. 499–509, 2009. View at Publisher · View at Google Scholar · View at Scopus
  43. D. E. Chiriboga, Y. Ma, W. Li et al., “Gender differences in predictors of body weight and body weight change in healthy adults,” Obesity, vol. 16, no. 1, pp. 137–145, 2008. View at Publisher · View at Google Scholar · View at Scopus
  44. K. Ball and D. Crawford, “Socioeconomic status and weight change in adults: a review,” Social Science and Medicine, vol. 60, no. 9, pp. 1987–2010, 2005. View at Publisher · View at Google Scholar · View at Scopus
  45. S. Hermann, S. Rohrmann, J. Linseisen et al., “The association of education with body mass index and waist circumference in the EPIC-PANACEA study,” BMC Public Health, vol. 11, article 169, 2011. View at Publisher · View at Google Scholar · View at Scopus
  46. J. Cranfield, Factors Influencing the Body Mass Index of Adults in Canada, Consumer and Market Demand Agricultural Policy Research Network, Edmonton, Canada, 2007.
  47. L. Pan, B. Sherry, R. Njai, and H. M. Blanck, “Food insecurity is associated with obesity among US adults in 12 states,” Journal of the Academy of Nutrition and Dietetics, vol. 112, no. 9, pp. 1403–1409, 2012. View at Publisher · View at Google Scholar · View at Scopus
  48. J. E. Jackson, M. P. Doescher, A. F. Jerant, and L. G. Hart, “A national study of obesity prevalence and trends by type of rural county,” Journal of Rural Health, vol. 21, no. 2, pp. 140–148, 2005. View at Publisher · View at Google Scholar · View at Scopus
  49. B. Sternfeld, H. Wang, C. P. Quesenberry Jr. et al., “Physical activity and changes in weight and waist circumference in midlife women: findings from the study of women's health across the nation,” American Journal of Epidemiology, vol. 160, no. 9, pp. 912–922, 2004. View at Publisher · View at Google Scholar · View at Scopus
  50. D. Canoy, N. Wareham, R. Luben et al., “Cigarette smoking and fat distribution in 21,828 British men and women: a population-based study,” Obesity Research, vol. 13, no. 8, pp. 1466–1475, 2005. View at Publisher · View at Google Scholar · View at Scopus
  51. C. Sayon-Orea, M. A. Martinez-Gonzalez, and M. Bes-Rastrollo, “Alcohol consumption and body weight: a systematic review,” Nutrition Reviews, vol. 69, no. 8, pp. 419–431, 2011. View at Publisher · View at Google Scholar · View at Scopus
  52. B. L. Jones, D. S. Nagin, and K. Roeder, “A SAS procedure based on mixture models for estimating developmental trajectories,” Sociological Methods & Research, vol. 29, no. 3, pp. 374–393, 2001. View at Publisher · View at Google Scholar · View at MathSciNet
  53. H. Andruff, N. Carraro, A. Thompson, and P. Gaudreau, “Latent class growth modelling: a tutorial,” Tutorials in Quantitative Methods for Psychology, vol. 5, no. 1, pp. 11–24, 2009. View at Google Scholar
  54. P. J. Clarke, P. M. O'Malley, J. E. Schulenberg, and L. D. Johnston, “Midlife health and socioeconomic consequences of persistent overweight across early adulthood: Findings from a national survey of American adults (1986–2008),” American Journal of Epidemiology, vol. 172, no. 5, pp. 540–548, 2010. View at Publisher · View at Google Scholar · View at Scopus
  55. C. Winship and L. Radbill, “Sampling weights and regression analysis,” Sociological Methods & Research, vol. 23, no. 2, pp. 230–257, 1994. View at Publisher · View at Google Scholar
  56. M. Tjepkema, R. Wilkins, S. Senécal, E. Guimond, and C. Penney, “Mortality of Métis and registered Indian adults in Canada: an 11-year follow-up study,” Health Reports, vol. 20, no. 4, pp. 31–51, 2009. View at Google Scholar · View at Scopus
  57. S. A. French, R. W. Jeffery, J. L. Forster, P. G. McGovern, S. H. Kelder, and J. E. Baxter, “Predictors of weight change over two years among a population of working adults: the Healthy Worker Project,” International Journal of Obesity and Related Metabolic Disorders, vol. 18, no. 3, pp. 145–154, 1994. View at Google Scholar · View at Scopus
  58. T. T. Lewis, S. A. Everson-Rose, B. Sternfeld, K. Karavolos, D. Wesley, and L. H. Powell, “Race, education, and weight change in a biracial sample of women at midlife,” Archives of Internal Medicine, vol. 165, no. 5, pp. 545–551, 2005. View at Publisher · View at Google Scholar · View at Scopus
  59. S. K. Kahng, R. E. Dunkle, and J. S. Jackson, “The relationship between the trajectory of body mass index and health trajectory among older adults: multilevel modeling analyses,” Research on Aging, vol. 26, no. 1, pp. 31–61, 2004. View at Publisher · View at Google Scholar · View at Scopus
  60. I. A. Rossi, V. Rousson, B. Viswanathan, and P. Bovet, “Gender and socioeconomic disparities in BMI trajectories in the Seychelles: a cohort analysis based on serial population-based surveys,” BMC Public Health, vol. 11, article 912, 2011. View at Publisher · View at Google Scholar · View at Scopus
  61. A. Chiolero, D. Faeh, F. Paccaud, and J. Cornuz, “Consequences of smoking for body weight, body fat distribution, and insulin resistance,” The American Journal of Clinical Nutrition, vol. 87, no. 4, pp. 801–809, 2008. View at Google Scholar · View at Scopus
  62. Centers for Disease Control and Prevention (CDC), “Cigarette smoking among adults—United States, 2006,” Morbidity and Mortality Weekly Report, vol. 56, no. 44, pp. 1157–1161, 2007. View at Google Scholar
  63. R. K. Foster and H. E. Marriott, “Alcohol consumption in the new millennium—weighing up the risks and benefits for our health,” Nutrition Bulletin, vol. 31, no. 4, pp. 286–331, 2006. View at Publisher · View at Google Scholar · View at Scopus
  64. L. Wang, I.-M. Lee, J. E. Manson, J. E. Buring, and H. D. Sesso, “Alcohol consumption, weight gain, and risk of becoming overweight in middle-aged and older women,” Archives of Internal Medicine, vol. 170, no. 5, pp. 453–461, 2010. View at Publisher · View at Google Scholar · View at Scopus
  65. E. Lukasiewicz, L. I. Mennen, S. Bertrais et al., “Alcohol intake in relation to body mass index and waist-to-hip ratio: the importance of type of alcoholic beverage,” Public Health Nutrition, vol. 8, no. 3, pp. 315–320, 2005. View at Publisher · View at Google Scholar · View at Scopus
  66. A. M. El-Sayed, P. Scarborough, and S. Galea, “Socioeconomic inequalities in childhood obesity in the United Kingdom: a systematic review of the literature,” Obesity Facts, vol. 5, no. 5, pp. 671–692, 2012. View at Publisher · View at Google Scholar · View at Scopus
  67. J. D. Willms, M. S. Tremblay, and P. T. Katzmarzyk, “Geographic and demographic variation in the prevalence of overweight Canadian children,” Obesity Research, vol. 11, no. 5, pp. 668–673, 2003. View at Publisher · View at Google Scholar · View at Scopus
  68. O. K. Caman, S. Calling, P. Midlöv, J. Sundquist, K. Sundquist, and S.-E. Johansson, “Longitudinal age-and cohort trends in body mass index in Sweden—a 24-year follow-up study,” BMC Public Health, vol. 13, no. 1, article 893, 2013. View at Publisher · View at Google Scholar · View at Scopus
  69. A. Kouvonen, M. Kivimäki, S. J. Cox, T. Cox, and J. Vahtera, “Relationship between work stress and body mass index among 45,810 female and male employees,” Psychosomatic Medicine, vol. 67, no. 4, pp. 577–583, 2005. View at Publisher · View at Google Scholar · View at Scopus
  70. T. I. J. van den Berg, L. A. M. Elders, B. C. H. de Zwart, and A. Burdorf, “The effects of work-related and individual factors the work ability index: a systematic review,” Occupational and Environmental Medicine, vol. 66, no. 4, pp. 211–220, 2009. View at Publisher · View at Google Scholar · View at Scopus
  71. P. E. Wilde and J. N. Peterman, “Individual weight change is associated with household food security status,” Journal of Nutrition, vol. 136, no. 5, pp. 1395–1400, 2006. View at Google Scholar · View at Scopus
  72. K. S. Martin and A. M. Ferris, “Food insecurity and gender are risk factors for obesity,” Journal of Nutrition Education and Behavior, vol. 39, no. 1, pp. 31–36, 2007. View at Publisher · View at Google Scholar · View at Scopus
  73. Household Food Insecurity in Canada: Overview, http://www.hc-sc.gc.ca/fn-an/surveill/nutrition/commun/insecurit/index-eng.php.