Mathematical model for body fat percentage of children with cerebral palsy
Eduardo Borba Neves; Lucas Menghin Beraldo; Stéphani de Pol; Ana Cláudia Martins Szczypior Costin; Claudiana Renata Chiarello; Leandra Ulbricht
Abstract
Keywords
References
Albanese CV, Diessel E, Genant HK. Clinical applications of body composition measurements using DXA. Journal of Clinical Densitometry. 2003; 6(2):75-85. PMid:12794229. http://dx.doi.org/10.1385/JCD:6:2:75.
American College of Sports Medicine ACoSM. ACSM’s guidelines for exercise testing and prescription. Baltimore: Lippincott Williams & Wilkins; 2013.
Cook RD, Weisberg S. Residuals and influence in regression. New York: Chapman and Hall; 1982.
Durnin J, Rahaman M. The assessment of the amount of fat in the human body from measurements of skinfold thickness. British Journal of Nutrition. 1967; 21(3):681-9. PMid:6052883. http://dx.doi.org/10.1079/BJN19670070.
Elberg J, McDuffie JR, Sebring NG, Salaita C, Keil M, Robotham D, Reynolds JC, Yanovski JA. Comparison of methods to assess change in children’s body composition. The American Journal of Clinical Nutrition. 2004; 80(1):64-9. PMid:15213029.
Giachetti A, Lovato C, Piscitelli F, Milanese C, Zancanaro C. Robust automatic measurement of 3D scanned models for human body fat estimation. IEEE Journal of Biomedical and Health Informatics. 2015; 19(2):660-7. PMid:24691541. http://dx.doi.org/10.1109/JBHI.2014.2314360.
Gurka MJ, Kuperminc MN, Busby MG, Bennis JA, Grossberg RI, Houlihan CM, Stevenson RD, Henderson RC. Assessment and correction of skinfold thickness equations in estimating body fat in children with cerebral palsy. Developmental Medicine and Child Neurology. 2010; 52(2):e35-41. PMid:19811518. http://dx.doi.org/10.1111/j.1469-8749.2009.03474.x.
Helba M, Binkovitz LA. Pediatric body composition analysis with dual-energy X-ray absorptiometry. Pediatric Radiology. 2009; 39(7):647-56. PMid:19415261. http://dx.doi.org/10.1007/s00247-009-1247-0.
Heymsfield SB, Lichtman S, Baumgartner RN, Wang J, Kamen Y, Aliprantis A, Pierson R Jr. Body composition of humans: Comparison of two improved four-compartment models that differ in expense, technical complexity, and radiation exposure. The American Journal of Clinical Nutrition. 1990; 52(1):52-8. PMid:2360552.
Hussain Z, Jafar T, Zaman MU, Parveen R, Saeed F. Correlations of skin fold thickness and validation of prediction equations using DEXA as the gold standard for estimation of body fat composition in Pakistani children. BMJ Open. 2014; 4(4):e004194. PMid:24755209. http://dx.doi.org/10.1136/bmjopen-2013-004194.
Kuperminc MN, Gurka MJ, Bennis JA, Busby MG, Grossberg RI, Henderson RC, Stevenson RD. Anthropometric measures: Poor predictors of body fat in children with moderate to severe cerebral palsy. Developmental Medicine and Child Neurology. 2010; 52(9):824-30. PMid:20497455. http://dx.doi.org/10.1111/j.1469-8749.2010.03694.x.
Kuriyan R, Thomas T, Ashok S, Jayakumar J, Kurpad AV. A 4-compartment model based validation of air displacement plethysmography, dual energy X-ray absorptiometry, skinfold technique & bio-electrical impedance for measuring body fat in Indian adults. The Indian Journal of Medical Research. 2014; 139(5):700-7. PMid:25027079.
Liu L-F, Roberts R, Moyer-Mileur L, Samson-Fang L. Determination of body composition in children with cerebral palsy: bioelectrical impedance analysis and anthropometry vs dual-energy x-ray absorptiometry. Journal of the American Dietetic Association. 2005; 105(5):794-7. PMid:15883558. http://dx.doi.org/10.1016/j.jada.2005.02.006.
Neves E, Krueger E, Rosário B, Oliveira M, Pol S, Ripka W. Fat percentage equation for children with cerebral palsy: a novel approach. In: XIII Mediterranean Conference on Medical and Biological Engineering and Computing; 2013; Seville, Spain. Cham: Springer International Publishing; 2014. p. 121-4.
Oeffinger DJ, Gurka MJ, Kuperminc M, Hassani S, Buhr N, Tylkowski C. Accuracy of skinfold and bioelectrical impedance assessments of body fat percentage in ambulatory individuals with cerebral palsy. Developmental Medicine and Child Neurology. 2014; 56(5):475-81. PMid:24344745. http://dx.doi.org/10.1111/dmcn.12342.
Prior BM, Cureton KJ, Modlesky CM, Evans EM, Sloniger MA, Saunders M, Lewis RD. In vivo validation of whole body composition estimates from dual-energy X-ray absorptiometry. Journal of Applied Physiology. 1997; 83(2):623-30. PMid:9262461.
Razali NM, Wah YB. Power comparisons of shapiro-wilk, kolmogorov-smirnov, lilliefors and anderson-darling tests. Journal of Statistical Modeling and Analytics. 2011; 2(1):21-33.
Silva AM, Fields DA, Sardinha LB. A PRISMA-driven systematic review of predictive equations for assessing fat and fat-free mass in healthy children and adolescents using multicomponent molecular models as the reference method. Journal of Obesity. 2013a; 2013:1-15.
Silva DR, Ribeiro AS, Pavão FH, Ronque ER, Avelar A, Silva AM, Cyrino ES. Validity of the methods to assess body fat in children and adolescents using multi-compartment models as the reference method: a systematic review. Revista da Associação Médica Brasileira. 2013b; 59(5):475-86. PMid:24119380. http://dx.doi.org/10.1016/j.ramb.2013.03.006.
Slaughter MH, Lohman T, Boileau R, Horswill C, Stillman R, Van Loan M, Bemben D. Skinfold equations for estimation of body fatness in children and youth. Human Biology. 1988; 60(5):709-23. PMid:3224965.
Sopher AB, Thornton JC, Wang J, Pierson RN Jr, Heymsfield SB, Horlick M. Measurement of percentage of body fat in 411 children and adolescents: a comparison of dual-energy X-ray absorptiometry with a four-compartment model. Pediatrics. 2004; 113(5):1285-90. PMid:15121943. http://dx.doi.org/10.1542/peds.113.5.1285.
Sproule DM, Montes J, Dunaway SL, Montgomery M, Battista V, Shen W, Punyanitya M, Darryl C, Kaufmann P. Bioelectrical impedance analysis can be a useful screen for excess adiposity in spinal muscular atrophy. Journal of Child Neurology. 2010; 25(11):1348-54. PMid:20388937. http://dx.doi.org/10.1177/0883073810365185.
Stallings VA, Cronk CE, Zemel BS, Charney EB. Body composition in children with spastic quadriplegic cerebral palsy. The Journal of Pediatrics. 1995; 126(5):833-9. PMid:7752019. http://dx.doi.org/10.1016/S0022-3476(95)70424-8.
Stallings VA, Zemel BS, Davies JC, Cronk CE, Charney EB. Energy expenditure of children and adolescents with severe disabilities: a cerebral palsy model. The American Journal of Clinical Nutrition. 1996; 64(4):627-34. PMid:8839510.
Stevenson RD, Conaway M, Chumlea WC, Rosenbaum P, Fung EB, Henderson RC, Worley G, Liptak G, O’Donnell M, Samson-Fang L, Stallings VA. Growth and health in children with moderate-to-severe cerebral palsy. Pediatrics. 2006; 118(3):1010-8. PMid:16950992. http://dx.doi.org/10.1542/peds.2006-0298.
Svendsen OL, Haarbo J, Hassager C, Christiansen C. Accuracy of measurements of body composition by dual-energy x-ray absorptiometry in vivo. The American Journal of Clinical Nutrition. 1993; 57(5):605-8. PMid:8480673.
Testolin CG, Gore R, Rivkin T, Horlick M, Arbo J, Wang Z, Chiumello G, Heymsfield SB. Dual-energy X-ray absorptiometry: analysis of pediatric fat estimate errors due to tissue hydration effects. Journal of Applied Physiology. 2000; 89(6):2365-72. PMid:11090591.
Tomoum HY, Badawy NB, Hassan NE, Alian KM. Anthropometry and body composition analysis in children with cerebral palsy. Clinical Nutrition (Edinburgh, Lothian). 2010; 29(4):477-81. PMid:19926178. http://dx.doi.org/10.1016/j.clnu.2009.10.009.
Toombs RJ, Ducher G, Shepherd JA, Souza MJ. The impact of recent technological advances on the trueness and precision of DXA to assess body composition. Obesity (Silver Spring, Md.). 2012; 20(1):30-9. PMid:21760631. http://dx.doi.org/10.1038/oby.2011.211.
Van den Berg-Emons H, Saris W, Barbanson D, Westerterp K, Huson A, Van Baak M. Daily physical activity of schoolchildren with spastic diplegia and of healthy control subjects. The Journal of Pediatrics. 1995; 127(4):578-84. PMid:7562279. http://dx.doi.org/10.1016/S0022-3476(95)70115-X.
Van den Berg-Emons R, Van Baak M, Westerterp KR. Are skinfold measurements suitable to compare body fat between children with spastic cerebral palsy and healthy controls? Developmental Medicine and Child Neurology. 1998; 40(5):335-9. PMid:9630261.
Van der Ploeg GE, Withers RT, Laforgia J. Percent body fat via DEXA: comparison with a four-compartment model. Journal of Applied Physiology. 2003; 94(2):499-506. PMid:12531910. http://dx.doi.org/10.1152/japplphysiol.00436.2002.
Wells JC, Haroun D, Williams JE, Wilson C, Darch T, Viner RM, Eaton S, Fewtrell MS. Evaluation of DXA against the four-component model of body composition in obese children and adolescents aged 5-21 years. International Journal of Obesity. 2010; 34(4):649-55. PMid:20065958. http://dx.doi.org/10.1038/ijo.2009.249.
Williams JE, Wells JC, Wilson CM, Haroun D, Lucas A, Fewtrell MS. Evaluation of Lunar Prodigy dual-energy X-ray absorptiometry for assessing body composition in healthy persons and patients by comparison with the criterion 4-component model. The American Journal of Clinical Nutrition. 2006; 83(5):1047-54. PMid:16685045.
Wong WW, Hergenroeder AC, Stuff JE, Butte NF, Smith EOB, Ellis KJ. Evaluating body fat in girls and female adolescents: advantages and disadvantages of dual-energy X-ray absorptiometry. The American Journal of Clinical Nutrition. 2002; 76(2):384-9. PMid:12145011.