Using quadratic inference functions to determine the factors associated with obesity: findings from the STEPS Survey in Iran.

PURPOSE The last study that had a representative sample of the Iranian population and examined the association between sociodemographic and lifestyle factors with obesity used data from the 1999 to 2000 National Health Survey in Iran. Concern about the increased prevalence of obesity has heightened interest in the association between varieties of these factors with obesity among Iranian households. METHODS Data (20,917 adults) were taken from the 2009 STEPwise approach to Surveillance survey in Iran that was conducted under the supervision of World Health Organization. Using quadratic inference function, we evaluated the relation of age, sex, physical activity, serving of fruit and vegetable, employment status, smoking, and place of residence with obesity. RESULTS Using 20-30 years as the reference group, the obesity odds ratios (ORs) were 2.48, 3.79, 3.52, and 3.15 for ages 30-40, 40-50, 50-60, and 60+ years, respectively. Obesity OR for female was 2.63, compared with male. Obesity ORs for smokers and ex-smokers were 0.64 and 1.18, respectively, compared with nonsmokers. Among Iranian adult, obesity ORs for the moderate and vigorous physical activity were 0.99 and 0.90, respectively, compared with low level. The estimated odds of obesity were 46% higher for rural adults. Obesity ORs for public and private employed were 0.79 and 0.76, respectively, compared with unemployed. CONCLUSIONS Our results may provide better insights of the factors associated with obesity and can be used as a basis to reinforce health programs to prevent obesity in Iran.

[1]  Kazem Mohammad,et al.  Factors associated with obesity in Iranian elderly people: results from the national health survey , 2011, BMC Research Notes.

[2]  Amelia Rodríguez Martín,et al.  Overweight and obesity: The role of education, employment and income in Spanish adults , 2008, Appetite.

[3]  Ken R. Smith,et al.  Moderate to Vigorous Physical Activity and Weight Outcomes: Does Every Minute Count? , 2013, American journal of health promotion : AJHP.

[4]  Tonia Kortmann,et al.  [Physical activity in obesity and overweight]. , 2013, Therapeutische Umschau. Revue therapeutique.

[5]  Moonseong Heo,et al.  Obesity and Functional Impairment: Influence of Comorbidity, Joint Pain, and Mental Health , 2010, Obesity.

[6]  B. Caballero,et al.  Global gender disparities in obesity: a review. , 2012, Advances in nutrition.

[7]  T. Glass,et al.  Neighborhoods and obesity in older adults: the Baltimore Memory Study. , 2006, American journal of preventive medicine.

[8]  S. Zeger,et al.  Longitudinal data analysis using generalized linear models , 1986 .

[9]  Bryan C. Batch,et al.  Dietary intakes associated with successful weight loss and maintenance during the Weight Loss Maintenance trial. , 2011, Journal of the American Dietetic Association.

[10]  E. Ford Current reviews of allergy and clinical immunology , 2005 .

[11]  F. Fuchs,et al.  Fruits and vegetables intake and characteristics associated among adolescents from Southern Brazil , 2012, Nutrition Journal.

[12]  M. Dehghan,et al.  Association between fruit juice consumption and self-reported body mass index among adult Canadians. , 2010, Journal of human nutrition and dietetics : the official journal of the British Dietetic Association.

[13]  Robert F Kushner,et al.  Obesity in older adults: technical review and position statement of the American Society for Nutrition and NAASO, The Obesity Society. , 2005, Obesity research.

[14]  D R Jacobs,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. , 2000, American journal of epidemiology.

[15]  L. Thabane,et al.  Comparison of generalized estimating equations and quadratic inference functions using data from the National Longitudinal Survey of Children and Youth (NLSCY) database , 2008, BMC medical research methodology.

[16]  J. Klumbienė,et al.  Sociodemographic and health behaviour factors associated with obesity in adult populations in Estonia, Finland and Lithuania. , 2004, European journal of public health.

[17]  R. Lipton,et al.  Chronic Pain and Obesity in Elderly People: Results from the Einstein Aging Study , 2009, Journal of the American Geriatrics Society.

[18]  Katherine M Flegal,et al.  Prevalence of obesity in the United States, 2009-2010. , 2012, NCHS data brief.

[19]  E. Arnesen,et al.  Determining lifestyle correlates of body mass index using multilevel analyses: the Tromsø Study, 1979-2001. , 2005, American journal of epidemiology.

[20]  Marjolein Visser,et al.  Re: "Changes in body weight and body fat distribution as risk factors for clinical diabetes in US men". , 2004, American journal of epidemiology.

[21]  M. Blössner,et al.  Global prevalence and trends of overweight and obesity among preschool children. , 2010, The American journal of clinical nutrition.

[22]  M. Wissing,et al.  Sex Differences Independent of Other Psycho-sociodemographic Factors as a Predictor of Body Mass Index in Black South African Adults , 2012, Journal of health, population, and nutrition.

[23]  M. Perri,et al.  Prevalence of obesity among adults from rural and urban areas of the United States: findings from NHANES (2005-2008). , 2012, The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association.

[24]  S. Zubrick,et al.  Tackling overweight and obesity: does the public health message match the science? , 2013, BMC Medicine.

[25]  Donna Spiegelman,et al.  Changes in body weight and body fat distribution as risk factors for clinical diabetes in US men. , 2004, American journal of epidemiology.

[26]  A. Rissanen,et al.  Association of smoking in adolescence with abdominal obesity in adulthood: a follow-up study of 5 birth cohorts of Finnish twins. , 2009, American journal of public health.

[27]  J. Probst,et al.  Maternal obesity and gestational weight gain in rural versus urban dwelling women in South Carolina. , 2013, The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association.

[28]  Alex Burdorf,et al.  The contribution of overweight, obesity, and lack of physical activity to exit from paid employment: a meta-analysis. , 2013, Scandinavian journal of work, environment & health.

[29]  Kazem Mohammad,et al.  Changes in Body Mass Index across Age Groups in Iranian Women: Results from the National Health Survey , 2012, Journal of nutrition and metabolism.

[30]  Kazem Mohammad,et al.  Factors related to obesity among Iranian men: results from the National Health Survey , 2010, Public Health Nutrition.

[31]  Eero Lahelma,et al.  Relative weight and income at different levels of socioeconomic status. , 2004, American journal of public health.

[32]  N. Cook,et al.  Does weight loss from middle age to old age explain the inverse weight mortality relation in old age? , 1995, American journal of epidemiology.

[33]  G. Berglund,et al.  A prospective study of adiposity and all-cause mortality: the Malmö Diet and Cancer Study. , 2002, Obesity research.

[34]  D. Felson,et al.  Body weight, body mass index, and incident symptomatic osteoarthritis of the hand, hip, and knee. , 1999, Epidemiology.

[35]  Peter X-K Song,et al.  Quadratic inference functions in marginal models for longitudinal data , 2009, Statistics in medicine.

[36]  U. John,et al.  Smoking status, cigarettes per day, and their relationship to overweight and obesity among former and current smokers in a national adult general population sample , 2005, International Journal of Obesity.

[37]  Y. Mineur,et al.  Nicotine, Food Intake, and Activation of POMC Neurons , 2013, Neuropsychopharmacology.

[38]  R. Loos,et al.  Recent progress in the genetics of common obesity. , 2009, British journal of clinical pharmacology.

[39]  C. Lavie,et al.  Obesity and cardiovascular disease: risk factor, paradox, and impact of weight loss. , 2009, Journal of the American College of Cardiology.

[40]  T. Cole,et al.  Associations of economic and gender inequality with global obesity prevalence: understanding the female excess. , 2012, Social science & medicine.

[41]  M. Fiore,et al.  Characterization of tobacco withdrawal symptoms: transdermal nicotine reduces hunger and weight gain , 1996, Psychopharmacology.

[42]  I. Kawachi,et al.  Gender and Socioeconomic Status in Relation to Weight Perception and Weight Control Behavior in Korean Adults , 2013, Obesity Facts.

[43]  Adolescents' Perception of Causes of Obesity: Unhealthy Lifestyles or Heritage? , 2012, The Journal of adolescent health : official publication of the Society for Adolescent Medicine.

[44]  SA French,et al.  Prevalence and correlates of large weight gains and losses , 2002, International Journal of Obesity.

[45]  Yan Rao,et al.  Nicotine Decreases Food Intake Through Activation of POMC Neurons , 2011, Science.

[46]  Shigeho Tanaka,et al.  Effects of intermittent physical activity on fat utilization over a whole day. , 2013, Medicine and science in sports and exercise.

[47]  Andrea Rotnitzky,et al.  Regression Models for Discrete Longitudinal Responses , 1993 .

[48]  Sotirios Giannopoulos,et al.  Metabolic Syndrome and Alzheimer's Disease: A Link to a Vascular Hypothesis? , 2008, CNS Spectrums.

[49]  K. Flegal,et al.  Prevalence of overweight and obesity in the United States, 1999-2004. , 2006, JAMA.

[50]  B. Lindsay,et al.  Improving generalised estimating equations using quadratic inference functions , 2000 .

[51]  A. Goldberg,et al.  Effects of cigarette smoking and its cessation on body weight and plasma leptin levels. , 1999, Metabolism: clinical and experimental.

[52]  K. Mohammad,et al.  Sociodemographic and smoking associated with obesity in adult women in Iran: results from the National Health Survey. , 2008, Journal of public health.

[53]  Jacques Cornuz,et al.  The tobacco industry’s past role in weight control related to smoking , 2011, European journal of public health.