Skip to main content
Log in

The association between Healthy Beverage Index and anthropometric measures among children: a cross-sectional study

  • Original Article
  • Published:
Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity Aims and scope Submit manuscript

Abstract

Purpose

Several studies evaluated the associations between specific beverages and cardio-metabolic risks among children. However, the evidence on the association between patterns of the beverage consumption and children’s anthropometric indices is rare. Therefore, this study was conducted to examine the association between Healthy Beverage Index (HBI) and anthropometric measures among 6-year-old girl children.

Methods

In this cross-sectional study, 788 children selected from health centers in Tehran, Iran. Data on beverage intake, socio-demographic, physical activity, and anthropometric characteristics were evaluated using reliable and validated standard protocols. The predefined HBI was calculated based on the previous research.

Results

After controlling for several confounders [mother age, mother body mass index, mother physical activity, socioeconomic status, children physical activity and energy intake, total oils (all kinds of oils like animal and plant oils), and total sweet foods (sweet foods except sweetened beverages)], being in the third compared to the first tertile of HBI among children was associated with increased odds of wasting (OR: 5.16; 95% CI 1.5–17.79) and underweight/wasting (OR: 1.81; 95% CI 1.07–3.07). Among the HBI components, just being in the third compared to the first tertile of high-fat milk was inversely associated with decreased odds of wasting (OR: 0.18; 95% CI 0.04–0.73).

Conclusions

The HBI among children was associated with higher odds of wasting and underweight/wasting. In addition, high-fat milk consumption decreased the odds of wasting among children. Further prospective studies need to confirm these results.

Level of evidence

Level V, descriptive cross-sectional study.

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.

Similar content being viewed by others

References

  1. Mazidi M et al (2018) Prevalence of childhood and adolescent overweight and obesity in Asian countries: a systematic review and meta-analysis. AMS 14(6):1185. https://doi.org/10.5114/aoms.2018.79001

    Article  PubMed  Google Scholar 

  2. Kelishadi R et al (2014) Trend in the prevalence of obesity and overweight among Iranian children and adolescents: a systematic review and meta-analysis. Nutrition 30(4):393–400. https://doi.org/10.1016/j.nut.2013.08.011

    Article  PubMed  Google Scholar 

  3. Biro FM, Wien M (2010) Childhood obesity and adult morbidities. Am J Clin Nutr 91(5):1499S–1505S. https://doi.org/10.3945/ajcn.2010.28701B

    Article  PubMed  PubMed Central  Google Scholar 

  4. Ferraro AA, Fernandes MTB (2013) Relationship between childhood growth and later outcomes, in recent advances in growth research: nutritional, molecular and endocrine perspectives. Karger Publishers, Basel, pp 191–197. https://doi.org/10.1159/000342615

    Book  Google Scholar 

  5. Lytle LA (2009) Examining the etiology of childhood obesity: the IDEA study. Am J Community Psychol 44(3–4):338–349. https://doi.org/10.1007/s10464-009-9269-1

    Article  PubMed  PubMed Central  Google Scholar 

  6. Philippas NG, Lo CW (2005) Childhood obesity: etiology, prevention, and treatment. Nutr Clin Care 8(2):77–88

    PubMed  Google Scholar 

  7. Al-Hazzaa HM et al (2014) Prevalence of overweight, obesity, and abdominal obesity among urban Saudi adolescents: gender and regional variations. J Health Popul Nutr 32(4):634

    PubMed  PubMed Central  Google Scholar 

  8. Gui Z-H et al (2017) Sugar-sweetened beverage consumption and risks of obesity and hypertension in chinese children and adolescents: a national cross-sectional analysis. Nutrients 9(12):1302. https://doi.org/10.3390/nu9121302

    Article  PubMed Central  Google Scholar 

  9. Auerbach BJ et al (2017) Fruit juice and change in BMI: a meta-analysis. Pediatrics 139(4):e20162454. https://doi.org/10.1542/peds.2016-2454

    Article  PubMed  PubMed Central  Google Scholar 

  10. Mirmiran P et al (2015) Consumption of sugar sweetened beverage is associated with incidence of metabolic syndrome in Tehranian children and adolescents. Nutr Metabol 12(1):25. https://doi.org/10.1186/s12986-015-0021-6

    Article  CAS  Google Scholar 

  11. Libuda L et al (2008) Pattern of beverage consumption and long-term association with body-weight status in German adolescents–results from the DONALD study. Br J Nutr 99(6):1370–1379. https://doi.org/10.1017/S0007114507862362

    Article  CAS  PubMed  Google Scholar 

  12. LaRowe TL, Moeller SM, Adams AK (2007) Beverage patterns, diet quality, and body mass index of US preschool and school-aged children. J Am Diet Assoc 107(7):1124–1133. https://doi.org/10.1016/j.jada.2007.04.013

    Article  CAS  PubMed  Google Scholar 

  13. Duffey KJ, Davy BM (2015) The healthy beverage index is associated with reduced cardiometabolic risk in US adults: a preliminary analysis. J Acad Nutr Diet 115(10):1682–1689. https://doi.org/10.1016/j.jand.2015.05.005

    Article  PubMed  Google Scholar 

  14. Hedrick V et al (2015) Changes in the healthy beverage index in response to an intervention targeting a reduction in sugar-sweetened beverage consumption as compared to an intervention targeting improvements in physical activity: results from the talking health trial. Nutrients 7(12):10168–10178. https://doi.org/10.3390/nu7125525

    Article  PubMed  PubMed Central  Google Scholar 

  15. Hu FB (2002) Dietary pattern analysis: a new direction in nutritional epidemiology. Curr Opin Lipidol 13(1):3–9. https://doi.org/10.1097/00041433-200202000-00002

    Article  CAS  PubMed  Google Scholar 

  16. Lim S et al (2009) Obesity and sugar-sweetened beverages in African–American preschool children: a longitudinal study. Obesity 17(6):1262–1268. https://doi.org/10.1038/oby.2008.656

    Article  PubMed  Google Scholar 

  17. Ludwig DS, Peterson KE, Gortmaker SL (2001) Relation between consumption of sugar-sweetened drinks and childhood obesity: a prospective, observational analysis. Lancet 357(9255):505–508. https://doi.org/10.1016/S0140-6736(00)04041-1

    Article  CAS  PubMed  Google Scholar 

  18. Forshee RA, Anderson PA, Storey ML (2008) Sugar-sweetened beverages and body mass index in children and adolescents: a meta-analysis. Am J Clin Nutr 87(6):1662–1671. https://doi.org/10.1093/ajcn/87.6.1662

    Article  CAS  PubMed  Google Scholar 

  19. Malik VS et al (2013) Sugar-sweetened beverages and weight gain in children and adults: a systematic review and meta-analysis. Am J Clin Nutr 98(4):1084–1102. https://doi.org/10.3945/ajcn.113.058362

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. Keller A, Bucher Della Torre S (2015) Sugar-sweetened beverages and obesity among children and adolescents: a review of systematic literature reviews. Childhood Obes 11(4):338–346. https://doi.org/10.1089/chi.2014.0117

    Article  Google Scholar 

  21. Venti CA, Tataranni PA, Salbe AD (2005) Lack of relationship between calcium intake and body size in an obesity-prone population. J Am Diet Assoc 105(9):1401–1407. https://doi.org/10.1016/j.jada.2005.06.004

    Article  CAS  PubMed  Google Scholar 

  22. Barba G et al (2005) Inverse association between body mass and frequency of milk consumption in children. Br J Nutr 93(1):15–19. https://doi.org/10.1079/BJN20041300

    Article  CAS  PubMed  Google Scholar 

  23. Skinner JD et al (2003) Longitudinal calcium intake is negatively related to children’s body fat indexes. J Am Diet Assoc 103(12):1626–1631. https://doi.org/10.1016/j.jada.2003.09.018

    Article  PubMed  Google Scholar 

  24. Berkey CS et al (2005) Milk, dairy fat, dietary calcium, and weight gain: a longitudinal study of adolescents. Arch Pediatr Adolesc Med 159(6):543–550. https://doi.org/10.1001/archpedi.159.6.543

    Article  PubMed  Google Scholar 

  25. Faith MS et al (2006) Fruit juice intake predicts increased adiposity gain in children from low-income families: weight status-by-environment interaction. Pediatrics 118(5):2066–2075. https://doi.org/10.1542/peds.2006-1117

    Article  PubMed  Google Scholar 

  26. Alexy U et al (1999) Fruit juice consumption and the prevalence of obesity and short stature in German preschool children: results of the DONALD study. J Pediatr Gastroenterol Nutr 29(3):343–349. https://doi.org/10.1097/00005176-199909000-00019

    Article  CAS  PubMed  Google Scholar 

  27. Skinner D, Carruth BR (2001) A longitudinal study of children’s juice intake and growth: the juice controversy revisited. J Am Diet Assoc 101(4):432–437. https://doi.org/10.1016/S0002-8223(01)00111-0

    Article  CAS  PubMed  Google Scholar 

  28. Newby P et al (2004) Beverage consumption is not associated with changes in weight and body mass index among low-income preschool children in North Dakota. J Am Diet Assoc 104(7):1086–1094. https://doi.org/10.1016/j.jada.2004.04.020

    Article  CAS  PubMed  Google Scholar 

  29. Skinner JD et al (1999) Fruit juice intake is not related to children’s growth. Pediatrics 103(1):58–64. https://doi.org/10.1542/peds.103.1.58

    Article  CAS  PubMed  Google Scholar 

  30. de Castro JM (1993) A twin study of genetic and environmental influences on the intake of fluids and beverages. Physiol Behav 54(4):677–687. https://doi.org/10.1016/0031-9384(93)90076-R

    Article  PubMed  Google Scholar 

  31. Kmietowicz Z (2012) Countries that use large amounts of high fructose corn syrup have higher rates of type 2 diabetes. BMJ 345:1. https://doi.org/10.1136/bmj.e7994

    Article  Google Scholar 

  32. Jürgens H et al (2005) Consuming fructose-sweetened beverages increases body adiposity in mice. Obes Res 13(7):1146–1156. https://doi.org/10.1038/oby.2005.136

    Article  PubMed  Google Scholar 

  33. WHO (2006) WHO child growth standards: length/height-for-age, weight-for-age, weight-for-length, weight-for-height and body mass index-for-age: methods and development. WHO, Geneva

    Google Scholar 

  34. Saraf-Bank S et al (2017) Adherence to Healthy Eating Index-2010 is inversely associated with metabolic syndrome and its features among Iranian adult women. Eur J Clin Nutr 71(3):425–430. https://doi.org/10.1038/ejcn.2016.173

    Article  CAS  PubMed  Google Scholar 

  35. Ainsworth BE et al (2000) Compendium of physical activities: an update of activity codes and MET intensities. Med Sci Sports Exerc 32(9):S498–S504. https://doi.org/10.1097/00005768-200009001-00009

    Article  CAS  PubMed  Google Scholar 

  36. Braun KV et al (2016) Dietary intake of protein in early childhood is associated with growth trajectories between 1 and 9 years of age. J Nutr 146(11):2361–2367. https://doi.org/10.3945/jn.116.237164

    Article  CAS  PubMed  Google Scholar 

  37. Dubois L et al (2016) Dietary intake at 9 years and subsequent body mass index in adolescent boys and girls: a study of monozygotic twin pairs. Twin Res Hum Genet 19(1):47–59. https://doi.org/10.1017/thg.2015.97

    Article  PubMed  Google Scholar 

  38. DeBoer MD, Agard HE, Scharf RJ (2015) Milk intake, height and body mass index in preschool children. Arch Dis Child 100(5):460–465. https://doi.org/10.1136/archdischild-2014-306958

    Article  PubMed  Google Scholar 

  39. Zemel MBJL (2003) Role of dietary calcium and dairy products in modulating adiposity. Lipids 38(2):139–146. https://doi.org/10.1007/s11745-003-1044-6

    Article  CAS  PubMed  Google Scholar 

  40. Voortman T et al (2016) Protein intake in early childhood and body composition at the age of 6 years: the Generation R Study. Int J Obes 40(6):1018–1025. https://doi.org/10.1038/ijo.2016.29

    Article  CAS  Google Scholar 

  41. Danyliw AD et al (2012) Beverage patterns among Canadian children and relationship to overweight and obesity. Appl Physiol Nutr Metabol 37(5):900–906. https://doi.org/10.1139/h2012-074

    Article  CAS  Google Scholar 

  42. Lee KW, Shin D (2017) A healthy beverage consumption pattern is inversely associated with the risk of obesity and metabolic abnormalities in Korean adults. J Med Food 31(1):797.22. https://doi.org/10.1089/jmf.2017.0119

    Article  CAS  Google Scholar 

  43. Mathias KC, Slining MM, Popkin BM (2013) Foods and beverages associated with higher intake of sugar-sweetened beverages. Am J Prev Med 44(4):351–357. https://doi.org/10.1016/j.amepre.2012.11.036

    Article  PubMed  PubMed Central  Google Scholar 

  44. Johnson L, Mander AP, Jones LR, Emmett PM, Jebb SA (2007) Is sugar-sweetened beverage consumption associated with increased fatness in children? Nutrition. 23(7–8):557–563. https://doi.org/10.1016/j.nut.2007.05.005

    Article  CAS  PubMed  Google Scholar 

  45. Andersen LF et al (2005) Overweight and obesity among Norwegian schoolchildren: changes from 1993 to 2000. Scand J Public Health 33(2):99–106. https://doi.org/10.1080/140349404100410019172

    Article  PubMed  Google Scholar 

  46. Grandjean AC et al (2000) The effect of caffeinated, non-caffeinated, caloric and non-caloric beverages on hydration. J Am Coll Nutr 19(5):591–600. https://doi.org/10.1080/07315724.2000.10718956

    Article  CAS  PubMed  Google Scholar 

  47. Van Wymelbeke V et al (2004) Influence of repeated consumption of beverages containing sucrose or intense sweeteners on food intake. Eur J Clin Nutr 58(1):154. https://doi.org/10.1038/sj.ejcn.1601762

    Article  CAS  PubMed  Google Scholar 

  48. Harrington S (2008) The role of sugar-sweetened beverage consumption in adolescent obesity: a review of the literature. J School Nurs 24(1):3–12. https://doi.org/10.1177/10598405080240010201

    Article  Google Scholar 

  49. Trumbo PR, Rivers CR (2014) Systematic review of the evidence for an association between sugar-sweetened beverage consumption and risk of obesity. Nutr Rev 72(9):566–574. https://doi.org/10.1111/nure.12128

    Article  PubMed  Google Scholar 

  50. DeBoer MD, Scharf RJ, Demmer RT (2013) Sugar-sweetened beverages and weight gain in 2- to 5-year-old children. Pediatrics 132(3):413–420. https://doi.org/10.1542/peds.2013-0570

    Article  PubMed  PubMed Central  Google Scholar 

  51. Field AE et al (2003) Association between fruit and vegetable intake and change in body mass index among a large sample of children and adolescents in the United States. Int J Obes 27(7):821. https://doi.org/10.1038/sj.ijo.0802297

    Article  CAS  Google Scholar 

  52. Welsh JA et al (2005) Overweight among low-income preschool children associated with the consumption of sweet drinks: Missouri, 1999–2002. Pediatrics 115(2):e223–e229. https://doi.org/10.1542/peds.2004-1148

    Article  PubMed  Google Scholar 

  53. EFSA Panel on Dietetic Products, N. and A.J.E. Journal (2010) Scientific Opinion on Dietary Reference Values for fats, including saturated fatty acids, polyunsaturated fatty acids, monounsaturated fatty acids, trans fatty acids, and cholesterol. EFSA J 8(3):1461. https://doi.org/10.2903/j.efsa.2010.1461

    Article  CAS  Google Scholar 

  54. Joint F (2010) Fats and fatty acids in human nutrition. Report of an expert consultation, 10–14 November 2008, Geneva

  55. Bresson J-L et al (2008) Animal protein and bone growth-Scientific substantiation of a health claim related to animal protein and bone growth pursuant to Article 14 of Regulation (EC) No 1924/2006 [1]: scientific opinion of the panel on dietetic products. Nutr Allerg 6(11):858. https://doi.org/10.2903/j.efsa.2008.858

    Article  Google Scholar 

  56. Stephen A et al (2012) The role and requirements of digestible dietary carbohydrates in infants and toddlers. Eur J Clin Nutr 66(7):765. https://doi.org/10.1038/ejcn.2012.27

    Article  CAS  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

The authors thank the subjects who participated in the study. This study was funded by the National Institute for Medical Research Development (Grant Number: 94-04-161-31112).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Leila Azadbakht.

Ethics declarations

Conflict of interest

None.

Ethical approval

This study ethically approved by National Institute for Medical Research Development of Tehran University of medical science, Tehran, Iran (IR. TUMS. VCR.REC.94-04-161-31 112).

Informed consent

Informed consent was obtained from each participant prior to the study.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Jalilpiran, Y., Mozaffari, H., Askari, M. et al. The association between Healthy Beverage Index and anthropometric measures among children: a cross-sectional study. Eat Weight Disord 26, 1437–1445 (2021). https://doi.org/10.1007/s40519-020-00954-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40519-020-00954-z

Keywords

Navigation