Relation of body mass index and skinfold thicknesses to cardiovascular disease risk factors in children: the Bogalusa Heart Study.

BACKGROUND Adverse levels of cardiovascular disease (CVD) risk factors are related to skinfold thicknesses and body mass index (BMI) among children, but the relative strengths of these associations are unknown. OBJECTIVE The objective was to determine whether the sum of the triceps and subscapular skinfold thicknesses (SF sum) is more strongly related to levels of 6 risk factors (triglycerides, LDL and HDL cholesterol, insulin, and systolic and diastolic blood pressure) than is BMI. DESIGN Cross-sectional analyses of schoolchildren examined in the Bogalusa Heart Study from 1981 to 1994 (n = 6866) were conducted. A risk factor summary index was derived by using principal components analysis. RESULTS After race, sex, study period, and age were controlled for, almost all comparisons indicated that BMI was more strongly related to risk factor levels than was the SF sum. Although the differences were generally small, many were statistically significant. Associations with the risk factor summary, for example, were r = 0.50 for BMI and r = 0.47 for SF sum (P < 0.001 for difference). Furthermore, an adverse risk factor summary was observed among 62% of the children with the highest (upper 5%) BMI levels but among only 54% of children with the highest SF sum levels. CONCLUSIONS BMI is at least as accurate as SF sum in identifying children and adolescents who are at metabolic risk. Because of the training and errors associated with skinfold-thickness measurements, the advantages of BMI should be considered in the design and interpretation of clinical and epidemiologic studies.

[1]  L. Baur,et al.  Body composition in adolescents with anorexia nervosa. , 2002, The American journal of clinical nutrition.

[2]  J. P. Clarys,et al.  Cadaver studies and their impact on the understanding of human adiposity , 2005, Ergonomics.

[3]  R. Tracy,et al.  Association between multiple cardiovascular risk factors and atherosclerosis in children and young adults. The Bogalusa Heart Study. , 1998, The New England journal of medicine.

[4]  C. Bouchard,et al.  Is adiposity at normal body weight relevant for cardiovascular disease risk? , 2002, International Journal of Obesity.

[5]  Jack Wang,et al.  The prediction of body fatness by BMI and skinfold thicknesses among children and adolescents , 2007, Annals of human biology.

[6]  B. Everitt An R and S-Plus® Companion to Multivariate Analysis , 2007 .

[7]  J. Schrezenmeir,et al.  Value of body fat mass vs anthropometric obesity indices in the assessment of metabolic risk factors , 2006, International Journal of Obesity.

[8]  A. Must,et al.  Risks and consequences of childhood and adolescent obesity , 1999, International Journal of Obesity.

[9]  P. Higgins,et al.  Defining health-related obesity in prepubertal children. , 2001, Obesity research.

[10]  J. Wang,et al.  Relation of BMI to fat and fat-free mass among children and adolescents , 2005, International Journal of Obesity.

[11]  Xu Lin,et al.  Independent associations of body-size adjusted fat mass and fat-free mass with the metabolic syndrome in Chinese , 2009, Annals of human biology.

[12]  M. Neovius,et al.  No Apparent Progress in Bioelectrical Impedance Accuracy: Validation Against Metabolic Risk and DXA , 2009, Obesity.

[13]  B. Hacking,et al.  Health consequences of obesity , 2003, Archives of disease in childhood.

[14]  S. Going,et al.  Receiver operating characteristic analysis of body mass index, triceps skinfold thickness, and arm girth for obesity screening in children and adolescents. , 1999, The American journal of clinical nutrition.

[15]  C. Bouchard,et al.  Validity of anthropometry in classifying youths as obese. , 1989, International journal of obesity.

[16]  Joohon Sung,et al.  Which Obesity Indicators Are Better Predictors of Metabolic Risk?: Healthy Twin Study , 2008, Obesity.

[17]  S B Heymsfield,et al.  An independent, inverse association of high-density-lipoprotein-cholesterol concentration with nonadipose body mass. , 1999, The American journal of clinical nutrition.

[18]  R. Hanson,et al.  Comparison of Body Size Measurements as Predictors of NIDDM in Pima Indians , 1995, Diabetes Care.

[19]  A. Prentice,et al.  Beyond body mass index , 2001, Obesity reviews : an official journal of the International Association for the Study of Obesity.

[20]  T. Bjørge,et al.  Body mass index in adolescence in relation to cause-specific mortality: a follow-up of 230,000 Norwegian adolescents. , 2008, American journal of epidemiology.

[21]  D. Kerr,et al.  Anthropometric measurement error and the assessment of nutritional status , 1999, British Journal of Nutrition.

[22]  V. Caron,et al.  United states. , 2018, Nursing standard (Royal College of Nursing (Great Britain) : 1987).

[23]  P. Sweetnam,et al.  Central obesity: predictive value of skinfold measurements for subsequent ischaemic heart disease at 14 years follow-up in the Caerphilly Study , 2001, International Journal of Obesity.

[24]  W. Willett,et al.  Absolute fat mass, percent body fat, and body-fat distribution: which is the real determinant of blood pressure and serum glucose? , 1992, The American journal of clinical nutrition.

[25]  P. Whincup,et al.  Measures of adiposity in the identification of metabolic abnormalities in elderly men. , 2005, The American journal of clinical nutrition.

[26]  S. Going,et al.  Body fatness and risk for elevated blood pressure, total cholesterol, and serum lipoprotein ratios in children and adolescents. , 1992, American journal of public health.

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

[28]  G. Berenson,et al.  Cardiovascular risk factors in children : the early natural history of atherosclerosis and essential hypertension , 1979 .

[29]  S. Daniels,et al.  The utility of body mass index as a measure of body fatness in children and adolescents: differences by race and gender. , 1997, Pediatrics.

[30]  W. Mueller,et al.  Reliability, dependability, and precision of anthropometric measurements. The Second National Health and Nutrition Examination Survey 1976-1980. , 1989, American journal of epidemiology.

[31]  Shumei S. Sun,et al.  Lipids, lipoproteins, lifestyle, adiposity and fat-free mass during middle age: the Fels Longitudinal Study , 2006, International Journal of Obesity.

[32]  S. Srinivasan,et al.  Serum Lipoprotein Profile in Children from a Biracial Community: The Bogalusa Heart Study , 1976, Circulation.

[33]  J. Sim,et al.  The kappa statistic in reliability studies: use, interpretation, and sample size requirements. , 2005, Physical therapy.

[34]  P. Schwandt,et al.  Parameters of childhood obesity and their relationship to cardiovascular risk factors in healthy prepubescent children , 2001, International Journal of Obesity.

[35]  Donna Spiegelman,et al.  Comparison of Bioelectrical Impedance and BMI in Predicting Obesity‐Related Medical Conditions , 2006, Obesity.

[36]  D R Jacobs,et al.  Comparison of body fatness measurements by BMI and skinfolds vs dual energy X-ray absorptiometry and their relation to cardiovascular risk factors in adolescents , 2005, International Journal of Obesity.

[37]  L. Moreno,et al.  Body mass index, triceps skinfold and waist circumference in screening for adiposity in male children and adolescents , 2001, Acta paediatrica.

[38]  Peter Dalgaard,et al.  R Development Core Team (2010): R: A language and environment for statistical computing , 2010 .

[39]  P. Allhoff,et al.  Bogalusa Heart Study , 2020, Encyclopedia of Behavioral Medicine.

[40]  A. Sarría,et al.  Skinfold thickness measurements are better predictors of body fat percentage than body mass index in male Spanish children and adolescents , 1998, European Journal of Clinical Nutrition.

[41]  Xiao-Li Meng,et al.  Comparing correlated correlation coefficients , 1992 .

[42]  M. Kawai,et al.  Body mass index (weight/height2) or percentage body fat by bioelectrical impedance analysis: which variable better reflects serum lipid profile? , 1999, International Journal of Obesity.

[43]  C. Blizzard,et al.  Defining obesity in children by biological endpoint rather than population distribution. , 1996, International journal of obesity and related metabolic disorders : journal of the International Association for the Study of Obesity.

[44]  T. Meade,et al.  Skinfold thickness, body mass index, and fatal coronary heart disease: 30 year follow up of the Northwick Park heart study , 2006, Journal of Epidemiology and Community Health.

[45]  M. Onis,et al.  Reliability of anthropometric measurements in the WHO Multicentre Growth Reference Study , 2006, Acta paediatrica (Oslo, Norway : 1992). Supplement.

[46]  E. Ravussin,et al.  Body mass index as a measure of adiposity in children and adolescents: relationship to adiposity by dual energy x-ray absorptiometry and to cardiovascular risk factors. , 2001, The Journal of clinical endocrinology and metabolism.

[47]  A. Dyer,et al.  Measures of adiposity and coronary heart disease mortality in the Chicago Western Electric Company Study. , 1996, Journal of clinical epidemiology.

[48]  N. Krebs,et al.  Assessment of Child and Adolescent Overweight and Obesity , 2007, Pediatrics.

[49]  G. Berenson,et al.  Measurement error and reliability in four pediatric cross-sectional surveys of cardiovascular disease risk factor variables--the Bogalusa Heart Study. , 1987, Journal of chronic diseases.

[50]  C. Champagne,et al.  Prediction of body fat in 12-y-old African American and white children: evaluation of methods. , 2002, The American journal of clinical nutrition.

[51]  Shumei S. Sun,et al.  Do Changes in Body Mass Index Percentile Reflect Changes in Body Composition in Children? Data From the Fels Longitudinal Study , 2006, Pediatrics.

[52]  T. Meade,et al.  Skinfold thickness, body mass index and ischaemic heart disease. , 1989, Journal of epidemiology and community health.