Abstract
Background: Body mass index (BMI) is the most widespread and the simplest method for the evaluation of body mass; it is often used as a sole technique in the diagnosis of obesity in children. The objective of the study was to evaluate the relationship between anthropometric and biochemical parameters and the incidence of the metabolic syndrome in obese children.
Methodology: A total of 110 children, aged 2–17 years, participated in the study. No overweight children (BMI 85–95 percentiles) were included. BMI was interpreted using the 2000 Centers for Disease Control and Prevention Growth Charts. The skinfold measurements were performed using an John Bull British Indicators Ltd. calipers, and interpreted using an the reference table values.
Results: In addition to lower sensitivity (mentioned in several earlier studies), BMI also shows a lower specificity in the diagnosis of obesity in children: BMI showed at least 10% of non-concomitance with skinfold thickness and waist circumferences and 8% with waist-to-height ratio. In addition, subscapular skinfold thickness, waist circumference, and waist/height ratio showed stronger correlations with serum insulin levels, low-density lipoprotein cholesterol, and family history than BMI itself.
Conclusion: The unreliability of BMI as the sole parameter for diagnosing obesity in children was found in our study. Even when overweight children were excluded from the study, the lack of specificity of BMI was demonstrated. We propose utilization of waist circumference and waist/height ratio along with the BMI for definitive diagnosis instead of relying on BMI only. In addition, waist circumference and subscapular fold thickness may be even better in estimation of metabolic risk than BMI.
References
1. Rolland-Cachera MF, Defeenger M, Bellisle F, Sempé M, Guilloud-Bataille M, et al. Adiposity rebound in children: a simple indicator for predicting obesity. Am J Clin Nutr 1984;39:129–35.10.1093/ajcn/39.1.129Search in Google Scholar
2. Patton GC, Viner R. Adolescent health: part 1 – Pubertal transition in health. Lancet 2007;369:1130–9.10.1016/S0140-6736(07)60366-3Search in Google Scholar
3. Bogin B. Patterns of human growth, 2nd ed. Cambridge, UK: Cambridge University Press, 1999.Search in Google Scholar
4. Pi-Sunyer XF. The obesity epidemic: pathophysiology and consequences of obesity. Obes Res 2002;10(Suppl 2):97S–104S.10.1038/oby.2002.202Search in Google Scholar PubMed
5. Gomuzzie AG. The emerging pattern of the genetic contribution to human obesity. Best Pract Res Clin Endocrinol Metabol 2002;16:611–21.10.1053/beem.2002.0224Search in Google Scholar PubMed
6. Cutting TA, Fisher JO, Grimm-Thomas K, Birch LL. Like mother, like daughter: familial patterns of overweight are mediated by mothers dietary disinhibition. Am J Clin Nutr1999;69:608–13.10.1093/ajcn/69.4.608Search in Google Scholar PubMed
7. Rosenbaum M, Leibel RL. The physiology of body weight regulation: relevance to the etiology of obesity ion children. Pediatrics (Suppl) 1998;101:525.10.1542/peds.101.S2.525Search in Google Scholar
8. Viner RM, Cole TJ. Adult socioeconomic, educational, social, and psychological outcomes of childhood obesity: a national birth cohort study. Br Med J 2005;330:1354.10.1136/bmj.38453.422049.E0Search in Google Scholar PubMed PubMed Central
9. Berkowitz RI, Stunkard AJ. Development of childhood obesity. Health, United States with socioeconomic status and health chartbook. In: Wadden, & Stunkard, editors. Handbook of obesity treatment. New York: Guilford Press, 2002: 15–531.Search in Google Scholar
10. Stamatakis PP, Chinn SR, Falascheti E. Overweight and obesity trends from 1974 to 2003 in English children: what is the role of socioeconomic factors? Arch Dis Child 2005;90:999–1004.10.1136/adc.2004.068932Search in Google Scholar PubMed PubMed Central
11. Bouchard C. Current understanding of the etiology of obesity: genetic and nongenetic factors. Am J Clin Nutr 1991;53:1561S.10.1093/ajcn/53.6.1561SSearch in Google Scholar PubMed
12. Arenz S, Rucker R, von Kries R. Breast feeding and childhood obesity – a systematic review. Int J Obes Relat Metab Disord 2004;28:1247–56.10.1038/sj.ijo.0802758Search in Google Scholar PubMed
13. Birch LL, Fisher JO. Development of eating behaviors among children and adolescents. Pediatrics (Suppl) 1998;101:539.Search in Google Scholar
14. USDA (US Department of Agriculture). 2000. Pyramid Servings Intakes by U.S. Children and Adults: 1994–1996. 1998; Agricultural Research Service, Community Nutrition Research Group.Search in Google Scholar
15. Ozata M, Gungor D, Turan M, Ozisik G, Bingol N, et al. Improved glycemic control increases fasting plasma acylation-stimulating protein and decreases leptin concentrations in type II subjects. J Clin Endocrinol Metabol 2001;86:3659–64.10.1210/jcem.86.8.7708Search in Google Scholar
16. Pajvani UB, Du X, Combs TP, Berg AH, Rajala MW, et al. Structure-function studies of adypocite secreted hormone Acrp30/ adiponectin. Implications for metabolic regulation and bioactivity. J Biol Chem 2003;278:9073–85.10.1074/jbc.M207198200Search in Google Scholar
17. Ouchi N, Kahira S, Funachashi T, Matsuzawa Y, Walsh K. Obesity, adiponectin and vascular inflammatory disease. Curr Opin Lipidol 2003;13:561–6.10.1097/00041433-200312000-00003Search in Google Scholar
18. Zhang JL, Qin YW, Zheng X, Qiu JL, Zou DJ. Serum resisstin level in essencial hypertension patients with different glucose tolerance. Diabet Med 2003;20:828–31.10.1046/j.1464-5491.2003.01057.xSearch in Google Scholar
19. Linton MF, Fazio S. A practical approach to risk assessment to prevent coronary artery disease and itc complications. Am J Cardiol 2003;92:19i–26i.10.1016/S0002-9149(03)00505-8Search in Google Scholar
20. Maeda K, Okubo K, Shimomura I, Funahashi T, Matsuzawa Y, et al. cDNA cloning and expression of a novel adipose specific collagen-like factor, apM1 (adipose most abundant gene transcript 1). Biochem Biophys Res Commun 1996;221:286–9.10.1006/bbrc.1996.0587Search in Google Scholar PubMed
21. Alemzadeh R, Lifshitz F. Childhood obesity. In: Lifshitz F, editor. Pediatric endocrinology. New York: Marcel Dekker, 1996: 753.Search in Google Scholar
22. Barlow SE, Dietz WH. Obesity evaluation and treatment: expert committee recommendations. Pediatrics 1998;102:e29.10.1542/peds.102.3.e29Search in Google Scholar PubMed
23. WHO. Obesity: Preventing and Managing the Global Epidemic. Report of a WHO Consultation, WHO, Geneva, 2000.Search in Google Scholar
24. Markovic-Jovanovic S. Nutritional management in Type 1 diabetes. In: Escher A, Li A, editors. Type 1 diabetes. Croatia: InTechOpen, 2013:19:469–91.Search in Google Scholar
25. Bray G. Coherent prevention and Management strategies for obesity. In D.J. Chadwick and G.C. Cardew, editors. The origins and conseqences of obesity. Chichester: Wiley, 1996:228–56.Search in Google Scholar
26. Goh VH, Tain CF, Tong TY, Mok HP, Wong MT. Are BMI and other anthropometric measures appropriate as indices for obesity? A study in an Asian population. J Lipid Res 2004;45:1892–8.10.1194/jlr.M400159-JLR200Search in Google Scholar PubMed
27. De Miguel-Etayo P, Mesana MI, Cardon G, De Bourdeaudhuij I, Góźdź M, et al. Reliability of anthropometric measurements in European preschool children: the ToyBox-study. Obes Rev 2014;15(Suppl 3):67–73.10.1111/obr.12181Search in Google Scholar PubMed
28. Kiess W, Galler A, Reich A, Müller G, Kapellen T, et al. Clinical aspects of obesity in childhood and adolescence. Obes Rev 2001;2:29–36.10.1046/j.1467-789x.2001.00017.xSearch in Google Scholar PubMed
29. Harrison GG, Buskirk ER, Lindsay Carter JE, Johnston FE, Lohman TG, et al. Skinfold thicknesses and measurement technique. In: Lohman TG, Roche AF, Martorell R, editors. Anthropometric standardization reference manual. Champaign, IL: Human Kinetics Books, 1988; 67–68a.Search in Google Scholar
30. Zimmet P, Algebrti KG, Kaufman F, Tajima N, Silink M, et al. The metabolic syndrome in children and adolescents – an IDF consensus report. Pediatr Diabetes 2007;8:299–306.10.1111/j.1399-5448.2007.00271.xSearch in Google Scholar PubMed
31. Javed A, Jumean M, Murad MH, Okorodudu D, Kumar S, et al. Diagnostic performance of body mass index to identify obesity as defined by body adiposity in children and adolescents: a systematic review and meta-analysis. Pediatr Obes 2014; DOI: 10.1111/ijpo.242. Available at: http://www.readcube.com/articles/10.1111%2Fijpo.242?r3_referer=wol&tracking_action=preview_click&show_checkout=1.10.1111/ijpo.242Search in Google Scholar PubMed
32. Glaner MF. Body mass index as indicative of body fat compared to the skinfolds. Rev Bras Med Esporte 2005;11:229e–32e.10.1590/S1517-86922005000400008Search in Google Scholar
33. Freedman DS, Sherry B. The validity of BMI as an indicator of body fatness and risk among children. Pediatrics 2009;124(Suppl 1):S23–4.10.1542/peds.2008-3586ESearch in Google Scholar PubMed
34. Ashwell M, Gunn P, Gibson P. 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;13:275–86.10.1111/j.1467-789X.2011.00952.xSearch in Google Scholar PubMed
35. Haas GM, Liepold E, Schwandt E. Predicting cardiovascular risk factors by different body fat patterns in 3850 German children: the PEP family heart study. Int J Prev Med 2011;2:15–9.Search in Google Scholar
36. Maffeis C, Banzato C, Talamini G. Obesity study group of the italian society of pediatric endocrinology and diabetology. Waist-to-height ratio, a useful index to identify high metabolic risk in overweight children. J Pediatr 2008;152:207–13.10.1016/j.jpeds.2007.09.021Search in Google Scholar PubMed
37. Freedman D, Kahn HS, Mei Z, Grummer-Strawn LM, Dietz WH, 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;86:33–40.10.1093/ajcn/86.1.33Search in Google Scholar PubMed
38. Mei Z, Laurence M. Strawn G, Wang J, Thornton JC, et al. Do skinfold measurements provide additional information to body mass index in the assessment of body fatness among children and adolescents? Pediatrics 2007;119:e1306–13.10.1542/peds.2006-2546Search in Google Scholar PubMed
39. Sung RYT, So HK. Waist circumference and waist-to-height ratio of Hong Kong Chinese children. BMC Public Health 2008;8:324.10.1186/1471-2458-8-324Search in Google Scholar PubMed PubMed Central
40. Savva C, Tornaritis M, Savva ME, Kourides Y, Panagi A, 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 Obes Relat Metab Disord 2000;24: p1453–8.10.1038/sj.ijo.0801401Search in Google Scholar PubMed
41. Nooyens AC, Koppes LL, Visscher TL, Twisk JW, Kemper HC, et al. Adolescent skinfold thickness is a better predictor of high body fatness in adults than is body mass index: the amsterdam growth and health longitudinal study. Am J Clin Nutr 2007;85:1533–9.10.1093/ajcn/85.6.1533Search in Google Scholar PubMed
42. Liem ET, De Lucia Rolfe E, L’Abée C, Sauer PJ, Ong KK, et al. Measuring abdominal adiposity in 6- to 7-year-old children. Eur J Clin Nutr 2009;63:835–41.10.1038/ejcn.2008.57Search in Google Scholar PubMed
43. Botton J, Heude B, Kettaneh A, Borys JM, Lommez A, et al. Cardiovascular risk factor levels and their relationships with overweight and fat distribution in children: the Fleurbaix Laventie Ville Santé II study. Metabolism 2007;56:614–22.10.1016/j.metabol.2006.12.006Search in Google Scholar PubMed PubMed Central
44. Yan W, Wang X, Yao H, Dai J, Zheng Y, et al. Waist-to-height ratio and BMI predict different cardiovascular risk factors in Chinese children. Diabetes Care 2006;29:2760–1.10.2337/dc06-1546Search in Google Scholar PubMed
45. Moser DC, Giuliano I, Titski A, Gaya AR, Coelho-e-Silva MJ, et al. Anthropometric measures and blood pressure in school children. J Pediatr (Rio J) 2013;89:243–9.10.1016/j.jped.2012.11.006Search in Google Scholar PubMed
46. Freedman DS, Serdula M, Srinivasan SR, Berenson GS. Relation of circumferences and skinfold thicknesses to lipid and insulin concentrations in children and adolescents: the Bogalusa Heart Study. J Clin Nutr 1999;692:308–17.10.1093/ajcn/69.2.308Search in Google Scholar PubMed
47. Freedman DS, Ogden CL, Blanck HM, Borrud LG, Dietz WH. The abilities of body mass index and skinfold thicknesses to identify children with low or elevated levels of dual-energy X-ray absorptiometry-determined body fatness. J Pediatr 2013;163:160–6.e1.10.1016/j.jpeds.2012.12.093Search in Google Scholar PubMed PubMed Central
©2015 by De Gruyter
Articles in the same Issue
- Frontmatter
- Highlight: Obesity
- Childhood obesity at the crossroads
- Obesogenic environments: environmental approaches to obesity prevention
- Childhood obesity and eating behaviour
- Hypothalamic obesity in children: pathophysiology to clinical management
- The reliability of body mass index in the diagnosis of obesity and metabolic risk in children
- Determining abdominal obesity cut-offs and relevant risk factors for anthropometric indices in Turkish children and adolescents
- The effect of body mass index on blood pressure varies by race among obese children
- Insulin secretion response during oral glucose tolerance test is related to low cardiorespiratory fitness in obese adolescents
- Is there a relationship between cardiovascular risk factors and dehydroepiandrosterone sulfate levels in childhood obesity?
- The effect of lifestyle change and metformin therapy on serum arylesterase and paraoxonase activity in obese children
- Childhood obesity, thyroid function, and insulin resistance – is there a link? A longitudinal study
- Associations between IGF-I, IGF-binding proteins and bone turnover markers in prepubertal obese children
- Osteocalcin is inversely associated with adiposity and leptin in adolescent boys
- Association between cardiovascular risk factors and carotid intima-media thickness in prepubertal Brazilian children
- Insulin resistance and cardiometabolic risk factors in obese children and adolescents: a hierarchical approach
- The role of apolipoprotein E polymorphism in improving dyslipidemia in obese adolescents following physical exercise and National Cholesterol Education Program Step II intervention
- Review article
- Is ultrasound useful in the diagnosis of adolescents with polycystic ovary syndrome?
- Original articles
- IGF-II expression and methylation in small for gestational age infants
- Early screening of FTO and MC4R variants in newborns of Greek origin
- Pitfalls in hormonal diagnosis of 17-beta hydroxysteroid dehydrogenase III deficiency
- The prevalence of vitamin D deficiency among schoolchildren: a cohort study from Xinxiang, China
- Management of testosterone therapy in adolescents and young men with hypogonadism: are we following adult clinical practice guidelines?
- Vitamin D status and its associations with components of metabolic syndrome in healthy children
- Metformin treatment improves weight and dyslipidemia in children with metabolic syndrome
- Patient reports
- Hypothyroidism caused by the combination of two heterozygous mutations: one in the TSH receptor gene the other in the DUOX2 gene
- Ovarian carcinoma in a 14-year-old with classical salt-wasting congenital adrenal hyperplasia and bilateral adrenalectomy
- An asymptomatic mother diagnosed with 3-methylcrotonyl-CoA carboxylase deficiency after newborn screening
- A new missense mutation in the BCKDHB gene causes the classic form of maple syrup urine disease (MSUD)
- Ovotesticular disorder of sex development with unusual karyotype: patient report
- First case report of medium-chain acyl-coenzyme A dehydrogenase deficiency in China
- Virilizing adrenal oncocytoma in a 9-year-old girl: rare neoplasm with an intriguing postoperative course
- Unexpected clinical features in a female patient with proopiomelanocortin (POMC) deficiency
- Sirolimus therapy in a patient with severe hyperinsulinaemic hypoglycaemia due to a compound heterozygous ABCC8 gene mutation
- Cross-reactivity of adrenal steroids with aldosterone may prevent the accurate diagnosis of congenital adrenal hyperplasia
- Hyperthyroidism hidden by congenital central hypoventilation syndrome
- The use of pamidronate for acute vitamin D intoxication, clinical experience with three cases
- Chondrocalcinosis related to familial hypomagnesemia with hypercalciuria and nephrocalcinosis
- Cushing syndrome related to leukemic infiltration of the central nervous system
- Hashimoto’s encephalopathy: a rare pediatric brain disease
- Short communication
- A novel ABCD1 gene mutation in a Chinese patient with X-linked adrenoleukodystrophy
Articles in the same Issue
- Frontmatter
- Highlight: Obesity
- Childhood obesity at the crossroads
- Obesogenic environments: environmental approaches to obesity prevention
- Childhood obesity and eating behaviour
- Hypothalamic obesity in children: pathophysiology to clinical management
- The reliability of body mass index in the diagnosis of obesity and metabolic risk in children
- Determining abdominal obesity cut-offs and relevant risk factors for anthropometric indices in Turkish children and adolescents
- The effect of body mass index on blood pressure varies by race among obese children
- Insulin secretion response during oral glucose tolerance test is related to low cardiorespiratory fitness in obese adolescents
- Is there a relationship between cardiovascular risk factors and dehydroepiandrosterone sulfate levels in childhood obesity?
- The effect of lifestyle change and metformin therapy on serum arylesterase and paraoxonase activity in obese children
- Childhood obesity, thyroid function, and insulin resistance – is there a link? A longitudinal study
- Associations between IGF-I, IGF-binding proteins and bone turnover markers in prepubertal obese children
- Osteocalcin is inversely associated with adiposity and leptin in adolescent boys
- Association between cardiovascular risk factors and carotid intima-media thickness in prepubertal Brazilian children
- Insulin resistance and cardiometabolic risk factors in obese children and adolescents: a hierarchical approach
- The role of apolipoprotein E polymorphism in improving dyslipidemia in obese adolescents following physical exercise and National Cholesterol Education Program Step II intervention
- Review article
- Is ultrasound useful in the diagnosis of adolescents with polycystic ovary syndrome?
- Original articles
- IGF-II expression and methylation in small for gestational age infants
- Early screening of FTO and MC4R variants in newborns of Greek origin
- Pitfalls in hormonal diagnosis of 17-beta hydroxysteroid dehydrogenase III deficiency
- The prevalence of vitamin D deficiency among schoolchildren: a cohort study from Xinxiang, China
- Management of testosterone therapy in adolescents and young men with hypogonadism: are we following adult clinical practice guidelines?
- Vitamin D status and its associations with components of metabolic syndrome in healthy children
- Metformin treatment improves weight and dyslipidemia in children with metabolic syndrome
- Patient reports
- Hypothyroidism caused by the combination of two heterozygous mutations: one in the TSH receptor gene the other in the DUOX2 gene
- Ovarian carcinoma in a 14-year-old with classical salt-wasting congenital adrenal hyperplasia and bilateral adrenalectomy
- An asymptomatic mother diagnosed with 3-methylcrotonyl-CoA carboxylase deficiency after newborn screening
- A new missense mutation in the BCKDHB gene causes the classic form of maple syrup urine disease (MSUD)
- Ovotesticular disorder of sex development with unusual karyotype: patient report
- First case report of medium-chain acyl-coenzyme A dehydrogenase deficiency in China
- Virilizing adrenal oncocytoma in a 9-year-old girl: rare neoplasm with an intriguing postoperative course
- Unexpected clinical features in a female patient with proopiomelanocortin (POMC) deficiency
- Sirolimus therapy in a patient with severe hyperinsulinaemic hypoglycaemia due to a compound heterozygous ABCC8 gene mutation
- Cross-reactivity of adrenal steroids with aldosterone may prevent the accurate diagnosis of congenital adrenal hyperplasia
- Hyperthyroidism hidden by congenital central hypoventilation syndrome
- The use of pamidronate for acute vitamin D intoxication, clinical experience with three cases
- Chondrocalcinosis related to familial hypomagnesemia with hypercalciuria and nephrocalcinosis
- Cushing syndrome related to leukemic infiltration of the central nervous system
- Hashimoto’s encephalopathy: a rare pediatric brain disease
- Short communication
- A novel ABCD1 gene mutation in a Chinese patient with X-linked adrenoleukodystrophy