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Published in: BMC Public Health 1/2016

Open Access 01-12-2016 | Research article

Overweight at four years of age in a Swedish birth cohort: influence of neighbourhood-level purchasing power

Authors: Josefine Roswall, Gerd Almqvist-Tangen, Anders Holmén, Bernt Alm, Stefan Bergman, Jovanna Dahlgren, Ulf Strömberg

Published in: BMC Public Health | Issue 1/2016

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Abstract

Background

A number of child/parental factors have been shown to be significant predictors of childhood overweight, although a better understanding of possible contextual influences of neighbourhood-level characteristics might provide new insights leading to tailored, targeted interventions. The aim of this study was to explore the impact of neighbourhood purchasing power and its relationship with other known risk factors related to childhood overweight in a prospective birth cohort.

Methods

A prospective, population-based, birth-cohort study was conducted in south-western Sweden, comprising 2,666 infants born in 2007–2008. Childhood overweight was assessed by body mass index (BMI) data from follow-up examinations at four years of age (n = 2,026) and overweight defined according to the International Obesity Task Force. Using logistic regression analysis, the influential child/parental predictors were identified from the candidate predictors, viz. child’s gender, as well as birth weight adjusted for gestational age and parental factors at recruitment, including maternal smoking status, maternal BMI (before pregnancy), paternal BMI and parental educational level. The children’s residential parishes at follow-up were stratified by parish-level household purchasing power (<10 %, 10–19.9 %, 20–29.9 % and ≥30 % of all resident families with low purchasing power) and the “contextual” influence was analysed. In each such neighbourhood stratum, the adjusted overweight ratio (AOR), i.e. the ratio between the observed number of overweight children and the expected number, taking account of the influential child/parental predictors, was estimated.

Results

The prevalence of overweight at four years of age was 11.9 %. In the economically strongest neighbourhoods (i.e. <10 % of resident families with low purchasing power), the AOR was 0.60 (95 % confidence interval (CI): 0.34–0.98). The corresponding empirically Bayes-adjusted AOR was 0.73 (95 % CI: 0.46–1.02; 97 % posterior probability of AOR <1). In the other neighbourhood strata, the statistical evidence of a deviant AOR was weaker.

Conclusion

The economically strongest neighbourhoods had a lower prevalence than expected of overweight at four years of age. This finding should prompt studies to acquire more knowledge of potentially modifiable factors that differ between neighbourhoods and are related to childhood overweight, providing a basis for tailored, targeted interventions.
Literature
1.
go back to reference Ahrens W, Pigeot I, Pohlabeln H, De Henauw S, Lissner L, Molnar D, Moreno LA, Tornaritis M, Veidebaum T, Siani A. Prevalence of overweight and obesity in European children below the age of 10. Int J Obes (Lond). 2014;38 Suppl 2:S99–S107.CrossRef Ahrens W, Pigeot I, Pohlabeln H, De Henauw S, Lissner L, Molnar D, Moreno LA, Tornaritis M, Veidebaum T, Siani A. Prevalence of overweight and obesity in European children below the age of 10. Int J Obes (Lond). 2014;38 Suppl 2:S99–S107.CrossRef
2.
go back to reference Cattaneo A, Monasta L, Stamatakis E, Lioret S, Castetbon K, Frenken F, Manios Y, Moschonis G, Savva S, Zaborskis A, et al. Overweight and obesity in infants and pre-school children in the European Union: a review of existing data. Obesity reviews : an official journal of the International Association for the Study of Obesity. 2010;11(5):389–98.CrossRef Cattaneo A, Monasta L, Stamatakis E, Lioret S, Castetbon K, Frenken F, Manios Y, Moschonis G, Savva S, Zaborskis A, et al. Overweight and obesity in infants and pre-school children in the European Union: a review of existing data. Obesity reviews : an official journal of the International Association for the Study of Obesity. 2010;11(5):389–98.CrossRef
3.
go back to reference Moraeus L, Lissner L, Yngve A, Poortvliet E, Al-Ansari U, Sjoberg A. Multi-level influences on childhood obesity in Sweden: societal factors, parental determinants and child’s lifestyle. Int J Obes (Lond). 2012;36(7):969–76.CrossRef Moraeus L, Lissner L, Yngve A, Poortvliet E, Al-Ansari U, Sjoberg A. Multi-level influences on childhood obesity in Sweden: societal factors, parental determinants and child’s lifestyle. Int J Obes (Lond). 2012;36(7):969–76.CrossRef
4.
go back to reference Eriksson JG, Forsen T, Tuomilehto J, Osmond C, Barker DJ. Early adiposity rebound in childhood and risk of Type 2 diabetes in adult life. Diabetologia. 2003;46(2):190–4.PubMed Eriksson JG, Forsen T, Tuomilehto J, Osmond C, Barker DJ. Early adiposity rebound in childhood and risk of Type 2 diabetes in adult life. Diabetologia. 2003;46(2):190–4.PubMed
5.
go back to reference Whitaker RC, Wright JA, Pepe MS, Seidel KD, Dietz WH. Predicting obesity in young adulthood from childhood and parental obesity. N Engl J Med. 1997;337(13):869–73.CrossRefPubMed Whitaker RC, Wright JA, Pepe MS, Seidel KD, Dietz WH. Predicting obesity in young adulthood from childhood and parental obesity. N Engl J Med. 1997;337(13):869–73.CrossRefPubMed
6.
go back to reference Freedman DS, Mei Z, Srinivasan SR, Berenson GS, Dietz WH. Cardiovascular risk factors and excess adiposity among overweight children and adolescents: the Bogalusa Heart Study. J Pediatr. 2007;150(1):12–7. e12.CrossRefPubMed Freedman DS, Mei Z, Srinivasan SR, Berenson GS, Dietz WH. Cardiovascular risk factors and excess adiposity among overweight children and adolescents: the Bogalusa Heart Study. J Pediatr. 2007;150(1):12–7. e12.CrossRefPubMed
7.
go back to reference Boney CM, Verma A, Tucker R, Vohr BR. Metabolic syndrome in childhood: association with birth weight, maternal obesity, and gestational diabetes mellitus. Pediatrics. 2005;115(3):e290–6.CrossRefPubMed Boney CM, Verma A, Tucker R, Vohr BR. Metabolic syndrome in childhood: association with birth weight, maternal obesity, and gestational diabetes mellitus. Pediatrics. 2005;115(3):e290–6.CrossRefPubMed
8.
go back to reference Ong KK, Ahmed ML, Emmett PM, Preece MA, Dunger DB. Association between postnatal catch-up growth and obesity in childhood: prospective cohort study. BMJ. 2000;320(7240):967–71.CrossRefPubMedPubMedCentral Ong KK, Ahmed ML, Emmett PM, Preece MA, Dunger DB. Association between postnatal catch-up growth and obesity in childhood: prospective cohort study. BMJ. 2000;320(7240):967–71.CrossRefPubMedPubMedCentral
9.
go back to reference Parsons TJ, Power C, Manor O. Fetal and early life growth and body mass index from birth to early adulthood in 1958 British cohort: longitudinal study. BMJ. 2001;323(7325):1331–5.CrossRefPubMedPubMedCentral Parsons TJ, Power C, Manor O. Fetal and early life growth and body mass index from birth to early adulthood in 1958 British cohort: longitudinal study. BMJ. 2001;323(7325):1331–5.CrossRefPubMedPubMedCentral
10.
go back to reference Wang X, Liang L, Junfen FU, Lizhong DU. Metabolic syndrome in obese children born large for gestational age. Indian J Pediatr. 2007;74(6):561–5.CrossRefPubMed Wang X, Liang L, Junfen FU, Lizhong DU. Metabolic syndrome in obese children born large for gestational age. Indian J Pediatr. 2007;74(6):561–5.CrossRefPubMed
11.
go back to reference Lamerz A, Kuepper-Nybelen J, Wehle C, Bruning N, Trost-Brinkhues G, Brenner H, Hebebrand J, Herpertz-Dahlmann B. Social class, parental education, and obesity prevalence in a study of six-year-old children in Germany. Int J Obes (Lond). 2005;29(4):373–80.CrossRef Lamerz A, Kuepper-Nybelen J, Wehle C, Bruning N, Trost-Brinkhues G, Brenner H, Hebebrand J, Herpertz-Dahlmann B. Social class, parental education, and obesity prevalence in a study of six-year-old children in Germany. Int J Obes (Lond). 2005;29(4):373–80.CrossRef
12.
go back to reference Oken E, Levitan EB, Gillman MW. Maternal smoking during pregnancy and child overweight: systematic review and meta-analysis. Int J Obes (Lond). 2008;32(2):201–10.CrossRef Oken E, Levitan EB, Gillman MW. Maternal smoking during pregnancy and child overweight: systematic review and meta-analysis. Int J Obes (Lond). 2008;32(2):201–10.CrossRef
13.
go back to reference Yu Z, Han S, Zhu J, Sun X, Ji C, Guo X. Pre-pregnancy body mass index in relation to infant birth weight and offspring overweight/obesity: a systematic review and meta-analysis. PLoS One. 2013;8(4), e61627.CrossRefPubMedPubMedCentral Yu Z, Han S, Zhu J, Sun X, Ji C, Guo X. Pre-pregnancy body mass index in relation to infant birth weight and offspring overweight/obesity: a systematic review and meta-analysis. PLoS One. 2013;8(4), e61627.CrossRefPubMedPubMedCentral
14.
go back to reference Grow HM, Cook AJ, Arterburn DE, Saelens BE, Drewnowski A, Lozano P. Child obesity associated with social disadvantage of children’s neighborhoods. Soc Sci Med. 2010;71(3):584–91.CrossRefPubMedPubMedCentral Grow HM, Cook AJ, Arterburn DE, Saelens BE, Drewnowski A, Lozano P. Child obesity associated with social disadvantage of children’s neighborhoods. Soc Sci Med. 2010;71(3):584–91.CrossRefPubMedPubMedCentral
16.
go back to reference Ogden CL, Carroll MD, Curtin LR, Lamb MM, Flegal KM. Prevalence of high body mass index in US children and adolescents, 2007–2008. JAMA. 2010;303(3):242–9.CrossRefPubMed Ogden CL, Carroll MD, Curtin LR, Lamb MM, Flegal KM. Prevalence of high body mass index in US children and adolescents, 2007–2008. JAMA. 2010;303(3):242–9.CrossRefPubMed
17.
go back to reference Wijnhoven TM, van Raaij JM, Spinelli A, Starc G, Hassapidou M, Spiroski I, Rutter H, Martos E, Rito AI, Hovengen R, et al. WHO European Childhood Obesity Surveillance Initiative: body mass index and level of overweight among 6-9-year-old children from school year 2007/2008 to school year 2009/2010. BMC Public Health. 2014;14:806.CrossRefPubMedPubMedCentral Wijnhoven TM, van Raaij JM, Spinelli A, Starc G, Hassapidou M, Spiroski I, Rutter H, Martos E, Rito AI, Hovengen R, et al. WHO European Childhood Obesity Surveillance Initiative: body mass index and level of overweight among 6-9-year-old children from school year 2007/2008 to school year 2009/2010. BMC Public Health. 2014;14:806.CrossRefPubMedPubMedCentral
18.
go back to reference Sjoberg A, Moraeus L, Yngve A, Poortvliet E, Al-Ansari U, Lissner L. Overweight and obesity in a representative sample of schoolchildren - exploring the urban–rural gradient in Sweden. Obesity reviews: an official journal of the International Association for the Study of Obesity. 2011;12(5):305–14.CrossRef Sjoberg A, Moraeus L, Yngve A, Poortvliet E, Al-Ansari U, Lissner L. Overweight and obesity in a representative sample of schoolchildren - exploring the urban–rural gradient in Sweden. Obesity reviews: an official journal of the International Association for the Study of Obesity. 2011;12(5):305–14.CrossRef
19.
go back to reference Shrewsbury V, Wardle J. Socioeconomic status and adiposity in childhood: a systematic review of cross-sectional studies 1990–2005. Obesity (Silver Spring) 2008. 2008;16(2):275–84.CrossRef Shrewsbury V, Wardle J. Socioeconomic status and adiposity in childhood: a systematic review of cross-sectional studies 1990–2005. Obesity (Silver Spring) 2008. 2008;16(2):275–84.CrossRef
20.
21.
go back to reference Galvez MP, Hong L, Choi E, Liao L, Godbold J, Brenner B. Childhood obesity and neighborhood food-store availability in an inner-city community. Acad Pediatr. 2009;9(5):339–43.CrossRefPubMedPubMedCentral Galvez MP, Hong L, Choi E, Liao L, Godbold J, Brenner B. Childhood obesity and neighborhood food-store availability in an inner-city community. Acad Pediatr. 2009;9(5):339–43.CrossRefPubMedPubMedCentral
22.
go back to reference Darmon N, Drewnowski A. Does social class predict diet quality? Am J Clin Nutr. 2008;87(5):1107–17.PubMed Darmon N, Drewnowski A. Does social class predict diet quality? Am J Clin Nutr. 2008;87(5):1107–17.PubMed
23.
go back to reference Singh GK, Siahpush M, Kogan MD. Neighborhood socioeconomic conditions, built environments, and childhood obesity. Health Aff (Millwood). 2010;29(3):503–12.CrossRef Singh GK, Siahpush M, Kogan MD. Neighborhood socioeconomic conditions, built environments, and childhood obesity. Health Aff (Millwood). 2010;29(3):503–12.CrossRef
24.
go back to reference Gerd AT, Bergman S, Dahlgren J, Roswall J, Alm B. Factors associated with discontinuation of breastfeeding before 1 month of age. Acta Paediatr. 2012;101(1):55–60.CrossRefPubMed Gerd AT, Bergman S, Dahlgren J, Roswall J, Alm B. Factors associated with discontinuation of breastfeeding before 1 month of age. Acta Paediatr. 2012;101(1):55–60.CrossRefPubMed
25.
go back to reference Karlberg J, Luo ZC, Albertsson-Wikland K. Body mass index reference values (mean and SD) for Swedish children. Acta Paediatr. 2001;90(12):1427–34.CrossRefPubMed Karlberg J, Luo ZC, Albertsson-Wikland K. Body mass index reference values (mean and SD) for Swedish children. Acta Paediatr. 2001;90(12):1427–34.CrossRefPubMed
26.
go back to reference Cole TJ, Bellizzi MC, Flegal KM, Dietz WH. Establishing a standard definition for child overweight and obesity worldwide: international survey. BMJ. 2000;320(7244):1240–3.CrossRefPubMedPubMedCentral Cole TJ, Bellizzi MC, Flegal KM, Dietz WH. Establishing a standard definition for child overweight and obesity worldwide: international survey. BMJ. 2000;320(7244):1240–3.CrossRefPubMedPubMedCentral
27.
go back to reference Niklasson A, Ericson A, Fryer JG, Karlberg J, Lawrence C, Karlberg P. An update of the Swedish reference standards for weight, length and head circumference at birth for given gestational age (1977–1981). Acta Paediatr Scand. 1991;80(8–9):756–62.CrossRefPubMed Niklasson A, Ericson A, Fryer JG, Karlberg J, Lawrence C, Karlberg P. An update of the Swedish reference standards for weight, length and head circumference at birth for given gestational age (1977–1981). Acta Paediatr Scand. 1991;80(8–9):756–62.CrossRefPubMed
28.
go back to reference Reilly JJ, Armstrong J, Dorosty AR, Emmett PM, Ness A, Rogers I, Steer C, Sherriff A. Early life risk factors for obesity in childhood: cohort study. BMJ. 2005;330(7504):1357.CrossRefPubMedPubMedCentral Reilly JJ, Armstrong J, Dorosty AR, Emmett PM, Ness A, Rogers I, Steer C, Sherriff A. Early life risk factors for obesity in childhood: cohort study. BMJ. 2005;330(7504):1357.CrossRefPubMedPubMedCentral
29.
go back to reference Robinson SM, Crozier SR, Harvey NC, Barton BD, Law CM, Godfrey KM, Cooper C, Inskip HM. Modifiable early-life risk factors for childhood adiposity and overweight: an analysis of their combined impact and potential for prevention. Am J Clin Nutr. 2015;101(2):368–75.CrossRefPubMed Robinson SM, Crozier SR, Harvey NC, Barton BD, Law CM, Godfrey KM, Cooper C, Inskip HM. Modifiable early-life risk factors for childhood adiposity and overweight: an analysis of their combined impact and potential for prevention. Am J Clin Nutr. 2015;101(2):368–75.CrossRefPubMed
30.
go back to reference Almquist-Tangen G, Stromberg U, Holmen A, Alm B, Roswall J, Bergman S, Dahlgren J. Influence of neighbourhood purchasing power on breastfeeding at four months of age: a Swedish population-based cohort study. BMC Public Health. 2013;13(1):1077.CrossRefPubMedPubMedCentral Almquist-Tangen G, Stromberg U, Holmen A, Alm B, Roswall J, Bergman S, Dahlgren J. Influence of neighbourhood purchasing power on breastfeeding at four months of age: a Swedish population-based cohort study. BMC Public Health. 2013;13(1):1077.CrossRefPubMedPubMedCentral
31.
go back to reference Hosmer DW, Lemeshow S. Applied Logistic Regression. New York, NY, John Wiley & sons, 2000. Hosmer DW, Lemeshow S. Applied Logistic Regression. New York, NY, John Wiley & sons, 2000.
33.
go back to reference Clayton D, Kaldor J. Empirical Bayes estimates of age-standardized relative risks for use in disease mapping. Biometrics. 1987;43(3):671–81.CrossRefPubMed Clayton D, Kaldor J. Empirical Bayes estimates of age-standardized relative risks for use in disease mapping. Biometrics. 1987;43(3):671–81.CrossRefPubMed
34.
35.
go back to reference Stromberg U. Post-study probability of effect at least equal to a given value. Epidemiology. 1994;5(4):477.CrossRefPubMed Stromberg U. Post-study probability of effect at least equal to a given value. Epidemiology. 1994;5(4):477.CrossRefPubMed
37.
go back to reference Almquist-Tangen G, Stromberg U, Holmen A, Alm B, Roswall J, Bergman S, Dahlgren J. Influence of neighbourhood purchasing power on breastfeeding at four months of age: a Swedish population-based cohort study. BMC Public Health. 2013;13:1077.CrossRefPubMedPubMedCentral Almquist-Tangen G, Stromberg U, Holmen A, Alm B, Roswall J, Bergman S, Dahlgren J. Influence of neighbourhood purchasing power on breastfeeding at four months of age: a Swedish population-based cohort study. BMC Public Health. 2013;13:1077.CrossRefPubMedPubMedCentral
38.
go back to reference Sobal J. Obesity and socioeconomic status: a framework for examining relationships between physical and social variables. Med Anthropol. 1991;13(3):231–47.CrossRefPubMed Sobal J. Obesity and socioeconomic status: a framework for examining relationships between physical and social variables. Med Anthropol. 1991;13(3):231–47.CrossRefPubMed
39.
go back to reference van Jaarsveld CH, Miles A, Wardle J. Pathways from deprivation to health differed between individual and neighborhood-based indices. J Clin Epidemiol. 2007;60(7):712–9.CrossRefPubMed van Jaarsveld CH, Miles A, Wardle J. Pathways from deprivation to health differed between individual and neighborhood-based indices. J Clin Epidemiol. 2007;60(7):712–9.CrossRefPubMed
Metadata
Title
Overweight at four years of age in a Swedish birth cohort: influence of neighbourhood-level purchasing power
Authors
Josefine Roswall
Gerd Almqvist-Tangen
Anders Holmén
Bernt Alm
Stefan Bergman
Jovanna Dahlgren
Ulf Strömberg
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2016
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-016-3252-1

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