Abstract
Adiposity is closely related to elevated blood pressure (BP); however, which adiposity indicator is the best predictor of elevated BP among children and adolescents is unclear. To clarify this, 99 366 participants aged 7–17 years from the Chinese National Survey on Students’ Constitution and Health in 2010 were included in this study. The adiposity indicators, including weight, body mass index (BMI), waist circumference, waist-to-height ratio (WHtR), hip circumference, body adiposity index (BAI), waist-to-hip ratio (WHR) and skinfold thickness, were converted into z-scores before use. The associations between elevated BP and adiposity indicators z-scores were assessed by using logistic regression model and area under the receiver operating characteristic curve (AUC). In general, BAI, BMI and WHtR z-scores were superior for predicting elevated BP compared with weight, waist circumference, hip circumference, WHR and skinfold thickness z-scores. In both sexes, BMI z-score revealed slightly higher AUCs than other indicators. Our findings suggest that general adiposity indicators were equivalent, if not superior, to abdominal adiposity indicators to predict elevated BP. BMI could be a better predictor of elevated BP than other studied adiposity indicators in children.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 12 digital issues and online access to articles
$119.00 per year
only $9.92 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
References
WHO. Global Health Risks: Mortality and Burden of Disease Attributable to Selected Major Risks. World Health Organization: Geneva, 2009.
National High Blood Pressure Education Program Working Group on High Blood Pressure in Children and Adolescents. The fourth report on the diagnosis, evaluation, and treatment of high blood pressure in children and adolescents. Pediatrics 2004; 114: 555–576.
McCrindle BW . Assessment and management of hypertension in children and adolescents. Nat Rev Cardiol 2010; 7: 155–163.
Din-Dzietham R, Liu Y, Bielo MV, Shamsa F . High blood pressure trends in children and adolescents in National Surveys, 1963 to 2002. Circulation 2007; 116: 1488–1496.
Gaal LFV, Mertens IL, Block CED . Mechanisms linking obesity with cardiovascular disease. Nature 2006; 444: 875–880.
Dong B, Wang HJ, Wang Z, Liu JS, Ma J . Trends in blood pressure and body mass index among chinese children and adolescents from 2005 to 2010. Am J Hypertens 2013; 26: 997–1004.
Ostchega Y, Carroll M, Prineas RJ, McDowell MA, Louis T, Tilert T . Trends of elevated blood pressure among children and adolescents: data from the National Health and Nutrition Examination Survey 1988–2006. Am J Hypertens 2009; 22: 59–67.
Wang H, Necheles J, Carnethon M, Wang B, Li Z, Wang L et al. Adiposity measures and blood pressure in Chinese children and adolescents. Arch Dis Child 2008; 93: 738–744.
de Hoog MLA, van Eijsden M, Stronks K, Gemke RJBJ, Vrijkotte TGM . Association between body size and blood pressure in children from different ethnic origins. Cardiovasc Diabetol 2012; 11: 136–145.
Tchernof A, Després JP . Pathophysiology of human visceral obesity: an update. Physiol Rev 2013; 93: 359–404.
Ashwell M, Gunn P, Gibson S . Waist-to-height ratio is a better screening tool than waist circumference and BMI for adult cardiometabolic risk factors: systematic review and meta-analysis. Obes Rev 2012; 13: 275–286.
Campagnolo PDB, Hoffman DJ, Vitolo MR . Waist-to-height ratio as a screening tool for children with risk factors for cardiovascular disease. Ann Hum Biol 2011; 38: 265–270.
Graves L, Garnett SP, Cowell CT, Baur LA, Ness A, Sattar N et al. Waist-to-height ratio and cardiometabolic risk factors in adolescence: findings from a prospective birth cohort. Pediatr Obes 2013; 9: 327–338.
Hara M, Saitou E, Lwata F, Okada T, Harada K . Waist-to-height ratio is the best predictor of cardiovascular disease risk factors in Japanses schoolchildren. J Atheroscler Thromb 2002; 9: 127–132.
Savva SC, Tornaritis M, Savva ME, Kourides Y, Panagi A, Silikiotou N et al. Waist circumference and waist-to-height ratio are better predictors of cardiovascular disease risk factors in children than body mass index. Int J Obesity 2000; 24: 1453–1458.
Freedman DS, Kahn HS, Mei Z, Grummer-Strawn LM, Dietz WH, Srinivasan SR et al. Relation of body mass index and waist-to-height ratio to cardiovascular disease risk factors in children and adolescents: the Bogalusa Heart Study. Am J Clin Nutr 2007; 86: 33–40.
Kromeyer-Hauschild K, Neuhauser H, Rosario AS, Schienkiewitz A . Abdominal obesity in german adolescents defined by waist-to-height ratio and its association to elevated blood pressure: The KiGGS Study. Obes Facts 2013; 6: 165–175.
Kuba VM, Leone C, Damiani D . Is waist-to-height ratio a useful indicator of cardio-metabolic risk in 6-10-year-old children? BMC Pediatr 2013; 13: 91–96.
Bergman RN, Stefanovski D, Buchanan TA, Sumner AE, Reynolds JC, Sebring NG et al. A Better Index of Body Adiposity. Obesity (Silver Spring) 2011; 19: 1083–1089.
Barreira TV, Harrington DM, Staiano AE, Heymsfield SB, Katzmarzyk PT . Body adiposity index, body mass index, and body fat in white and black adults. JAMA 2011; 306: 828–830.
Ji CY, Chen TJ . Empirical changes in the prevalence of overweight and obesity among Chinese students from 1985 to 2010 and corresponding preventive strategies. Biomed Environ Sci 2013; 26: 1–12.
Ji CY . Report on childhood obesity in China (1)-body mass index reference for screening overweight and obesity in Chinese school-age children. Biomed Environ Sci 2005; 18: 390–400.
Weesie J . Seemingly unrelated estimation and the cluster-adjusted sandwich estimator. In: Stata Technical Bulletin Reprints. College Station: TX: Stata Press, 1999, pp 231–248.
Cook NR . Use and misuse of the receiver operating characteristic curve in risk prediction. Circulation 2007; 115: 928–935.
Lawlor DA, Benfield L, Logue J, Tilling K, Howe LD, Fraser A et al. Association between general and central adiposity in childhood, and change in these, with cardiovascular risk factors in adolescence: prospective cohort study. BMJ 2010; 341: c6224.
Ma J, Wang Z, Dong B, Song Y, Hu P, Zhang B . Body fat and blood pressure: comparison of blood pressure measurements in Chinese children with different body fat levels. Br J Nutr 2012; 108: 1672–1677.
Benfield LL, Fox KR, Peters DM, Blake H, Rogers I, Grant C et al. Magnetic resonance imaging of abdominal adiposity in a large cohort of British children. Int J Obes (Lond) 2008; 32: 91–99.
Maximova K, Chiolero A, O’Loughliin J, Tremblay A, Lambert M, Paradis G . Ability of different adiposity indicators to identify children with elevated blood pressure. J Hypertens 2011; 29: 2075–2083.
Chiolero A, Paradis G, Maximova K, Burnier M, Bovet P . No use for waist-for-height ratio in addition to body mass index to identify children with elevated blood pressure. Blood Press 2013; 22: 17–20.
Landsberg L, Aronne LJ, Beilin LJ, Burke V, Igel LI, Lloyd-Jones D et al. Obesity-related hypertension: pathogenesis, cardiovascular risk, and treatment—a position paper of the The Obesity Society and the American Society of Hypertension. Obesity (Silver Spring) 2013; 21: 8–24.
Johnson ST, Kuk JL, Mackenzie KA, Huang TT, Rosychuk RJ, Ball GD . Metabolic risk varies according to waist circumference measurement site in overweight boys and girls. J Pediatr 2010; 156: 247–252.
Wang J, Thornton JC, Bari S, Williamson B, Gallagher D, Heymsfield SB et al. Comparisons of waist circumferences measured at 4 sites. Am J Clin Nutr 2003; 77: 379–384.
Jafar TH, Islam M, Poulter N, Hatcher J, Schmid CH, Levey AS et al. Children in South Asia have higher body mass-adjusted blood pressure levels than white children in the United States: a comparative study. Circulation 2005; 111: 1291–1297.
Acknowledgements
We would like to thank WK Liao, WH Xing, X Zhang and the members of Chinese National Survey on Students’ Constitution and Health for providing access to the survey data. We also appreciate all the students who participated in the survey for their cooperation. This work is supported by the grant from the National Health and Medical Research Council of Australia (APP1045000) to ZW; Specialized Research Fund for the Doctoral Program of Higher Education of China (20120001110016) and National Natural Science Foundation of China (81172683) and Research Special Fund for Public Welfare Industry of Health of China (201202010) to JM.
Author Contributions
Study concept and design: BD, JM and ZW. Acquisition of data: JM. Analysis and interpretation of data: BD, ZW, JM and H-JW. Draft of the manuscript: BD. Critical revision of the manuscript for important intellectual content: ZW, JM and H-JW. Administrative, technical and material support: ZW, JM and H-JW.
Author information
Authors and Affiliations
Corresponding authors
Ethics declarations
Competing interests
The authors declare no conflict of interest.
Rights and permissions
About this article
Cite this article
Dong, B., Wang, Z., Wang, HJ. et al. Associations between adiposity indicators and elevated blood pressure among Chinese children and adolescents. J Hum Hypertens 29, 236–240 (2015). https://doi.org/10.1038/jhh.2014.95
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/jhh.2014.95
This article is cited by
-
Diagnostic accuracy of anthropometric indices for discriminating elevated blood pressure in pediatric population: a systematic review and a meta-analysis
BMC Pediatrics (2022)
-
Association of waist circumference with blood pressure and familial dietary habits in preschool children: a cross-sectional study in northeastern China
Italian Journal of Pediatrics (2022)
-
Associations between body mass index, waist circumference, waist-to-height ratio, and high blood pressure among adolescents: a cross-sectional study
Scientific Reports (2019)
-
Prevalence of hypertension and prehypertension and its association with anthropometrics among children: a cross-sectional survey in Tianjin, China
Journal of Human Hypertension (2018)
-
The value of hip circumference/heightx ratio for identifying childhood hypertension
Scientific Reports (2018)