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Body composition, energy expenditure and physical activity

Associations of age and body mass index with hydration and density of fat-free mass from 4 to 22 years

Abstract

Background

Most body composition techniques assume constant properties of fat free mass (FFM) (hydration and density) regardless of nutritional status, which may lead to biased values.

Aim

To evaluate the interactive associations of age and body mass index (BMI) with hydration and density of FFM.

Methods

Data from subjects aged between 4 and 22 years old from several studies conducted in London, UK were assessed. Hydration (HFFM) and density (DFFM) of FFM obtained from the four-component model in 936 and 905 individuals, respectively, were assessed. BMI was converted in to z-scores, and categorised into five groups using z-score cut-offs (thin, normal weight, overweight, obese, and severely obese). Linear regression models for HFFM and DFFM were developed using age, sex, and BMI group as predictors.

Results

Nearly 30% of the variability in HFFM was explained by models including age and BMI groups, showing increasing HFFM values in heavier BMI groups. On the other hand, 40% of variability in DFFM was explained by age, sex, and BMI groups, with DFFM values decreasing in association with higher BMI group.

Conclusion

Nutritional status should be considered when assessing body composition using two-component methods, and reference data for HFFM and DFFM is needed for higher BMI groups to avoid bias. Further research is needed to explain intra-individual variability in FFM properties.

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References

  1. Wells JCK, Fewtrell MS. Is body composition important for paediatricians? Arch Dis Child. 2008;93:168–72.

    Article  PubMed  Google Scholar 

  2. Stolic M, Russell A, Hutley L, Fielding G, Hay J, MacDonald G, et al. Glucose uptake and insulin action in human adipose tissue—influence of BMI, anatomical depot and body fat distribution. Int J Obes. 2002;26:17–23.

    Article  CAS  Google Scholar 

  3. Westerterp KR. Control of energy expenditure in humans. Eur J Clin Nutr. 2017;71:340–4.

    Article  CAS  PubMed  Google Scholar 

  4. Maffetone PB, Laursen PB. The prevalence of overfat adults and children in the US. Front Public Health. 2017;5:1–9.

    Google Scholar 

  5. Park MH, Falconer C, Viner RM, Kinra S. The impact of childhood obesity on morbidity and mortality in adulthood: a systematic review. Obes Rev. 2012;13:985–1000.

    Article  CAS  PubMed  Google Scholar 

  6. Singh AS, Mulder C, Twisk JWR, Van Mechelen W, Chinapaw MJM. Tracking of childhood overweight into adulthood: a systematic review of the literature. Obes Rev. 2008;9:474–88.

    Article  CAS  Google Scholar 

  7. Wells JCK. A Hattori chart analysis of body mass index in infants and children. Int J Obes Relat Metab Disord. 2000;24:325–9.

    Article  CAS  PubMed  Google Scholar 

  8. Clarys JP, Martin D, Drinkwater T. Gross tissue weights in the human body by cadaver dissection. Hum Biol. 1984;56:459–73.

  9. Lohman TG. Assessment of body composition in children. Pediatr Exerc Sci. 1989;1:19–30.

    Article  Google Scholar 

  10. Wells JCK, Fuller NJ, Dewit O, Fewtrell MS, Elia M, Cole TJ. Four-component model of body composition in children: density and hydration of fat-free mass and comparison with simpler models. Am J Clin Nutr. 1999;69:904–12.

    Article  CAS  PubMed  Google Scholar 

  11. Bray GA, DeLany JP, Harsha DW, Volaufova J, Champagne CM. Body composition of African American and white children: a 2-year follow-up of the BAROC study. Obes Res. 2001;9:605–21.

    Article  CAS  PubMed  Google Scholar 

  12. Haroun D, Wells JCK, Williams JE, Fuller NJ, Fewtrell MS, Lawson MS. Composition of the fat-free mass in obese and nonobese children: Matched case-control analyses. Int J Obes. 2005;29:29–36.

    Article  CAS  Google Scholar 

  13. Wells JCK, Fewtrell MS, Williams JE, Haroun D, Lawson MS, Cole TJ. Body composition in normal weight, overweight and obese children: matched case-control analyses of total and regional tissue masses, and body composition trends in relation to relative weight. Int J Obes. 2006;30:1506–13.

    Article  CAS  Google Scholar 

  14. Croker H, Viner RM, Nicholls D, Haroun D, Chadwick P, Edwards C, et al. Family-based behavioural treatment of childhood obesity in a UK national health service setting: randomized controlled trial. Int J Obes. 2012;36:16–26.

    Article  CAS  Google Scholar 

  15. Wells JCK, Williams JE, Fewtrell M, Singhal A, Lucas A, Cole TJ. A simplified approach to analysing bio-electrical impedance data in epidemiological surveys. Int J Obes. 2007;31:507–14.

    Article  CAS  Google Scholar 

  16. Haroun D, Croker H, Viner RM, Williams JE, Darch TS, Fewtrell MS, et al. Validation of BIA in obese children and adolescents and re-evaluation in a longitudinal study. Obesity. 2009;17:2245–50.

    Article  PubMed  Google Scholar 

  17. Wells JCK, Fuller NJ, Wright A, Fewtrell MS, Cole TJ. Evaluation of air-displacement plethysmography in children aged 5–7 years using a three-component model of body composition. Br J Nutr. 2003;90:699.

    Article  CAS  PubMed  Google Scholar 

  18. Wells JCK, Williams JE, Chomtho S, Darch T, Grijalva-Eternod C, Kennedy K, et al. Body-composition reference data for simple and reference techniques and a 4-component model: a new UK reference child. Am J Clin Nutr. 2012;96:1316–26.

    Article  CAS  PubMed  Google Scholar 

  19. Cole T, Freeman J, Preece M. Body mass index reference curves for the. UK, 1990. Arch Dis Child. 1995;73:25–9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. Dewit O, Fuller NJ, Fewtrell MS, Elia M, Wells JCK. Whole-body air-displacement plethysmography compared to hydrodensitometry for body composition analysis. Arch Dis Child. 2000;82(c):159–64.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  21. Fuller NJ, Jebb Sa, Laskey Ma, Coward Wa, Elia M. Four-component model for the assessment of body composition in humans: comparison with alternative methods, and evaluation of the density and hydration of fat-free mass. Clin Sci. 1992;82:687–93.

    Article  CAS  PubMed  Google Scholar 

  22. Brozek J, Grande F, Anderson JT, Keys A. Densitometric analysis of body composition: revision of some quantitative assumptions. Ann N Y Acad Sci. 1963;110:113–40.

    Article  CAS  PubMed  Google Scholar 

  23. Wells JCK, Williams JE, Chomtho S, Darch T, Grijalva-Eternod C, Kennedy K, et al. Pediatric reference data for lean tissue properties: density and hydration from age 5 to 20 y. Am J Clin Nutr. 2010;91:610–8.

    Article  CAS  PubMed  Google Scholar 

  24. Montagnese C, Williams JE, Haroun D, Siervo M, Fewtrell MS, Wells JCK. Is a single bioelectrical impedance equation valid for children of wide ranges of age, pubertal status and nutritional status? Evidence from the 4-component model. Eur J Clin Nutr. 2013;67(S1):S34–9.

    Article  PubMed  Google Scholar 

  25. Wang Z. Review articles hydration of fat-free body mass: review and critique of a classic. Am J Clin Nutr. 1999;69:833–41.

    Article  CAS  PubMed  Google Scholar 

  26. Battistini N, Virgili F, Severi S, Brambilla P, Manzoni P, Beccaria L, et al. Relative expansion of extracellular water in obese vs. normal children. J Appl Physiol (Bethesda, MD 1985). 1995;79:94–6.

    Article  CAS  PubMed  Google Scholar 

  27. Waki M, Kral JG, Mazariegos M, Wang J, Pierson RN, Heymsfield SB. Relative expansion of extracellular fluid in obese vs. nonobese women. Am J Physiol Metab. 1991;261(2 Pt 1):E199–203.

    Article  CAS  Google Scholar 

  28. Visser M, Gallagher D, Deurenberg P, Wang J, Pierson RN, Heymsfield SB. Density of fat-free body mass: relationship with race, age, and level of body fatness. Am J Physiol Metab. 1997;272(5 Pt 1):E781–7.

    Article  CAS  Google Scholar 

  29. Leone PA, Gallagher D, Wang J, Heymsfield SB. Relative overhydration of fat-free mass in postobese versus never-obese subjects. Ann N Y Acad Sci. 2000;904:514–9.

    Article  Google Scholar 

  30. Shepherd JA, Fan B, Lu Y, Wu XP, Wacker WK, Ergun DL, et al. A multinational study to develop universal standardization of whole-body bone density and composition using GE Healthcare Lunar and Hologic DXA systems. J Bone Miner Res. 2012;27:2208–16.

    Article  PubMed  Google Scholar 

  31. Fields DA, Hunter GR, Coran MI. Validation of the BOD POD with hydrostatic weighing: influence of body clothing. Int J Obes. 2000;24:200–5.

    Article  CAS  Google Scholar 

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Funding

A public competitive grant (AEE2018-Biomedicina from the Universitat Rovira i Virgili (URV)) was conceded to DG-M to perform a stay of 3 months in the Childhood Nutrition Research Centre (UCL Great Ormond Street Institute of Child Health, London, UK) between August 2018 and October 2018, to perform the analyses under the supervision of JCKW.

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Contributions

DG-M performed analyses and drafted the article; JCKW and VL designed the study; JCKW, VL, MF, JEW and NF supported the analyses and critically reviewed the manuscript. All authors approved the final version of the manuscript.

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Correspondence to Jonathan C. K. Wells.

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The authors declare that they have no conflict of interest.

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Gutiérrez-Marín, D., Luque, V., Ferré, N. et al. Associations of age and body mass index with hydration and density of fat-free mass from 4 to 22 years. Eur J Clin Nutr 73, 1422–1430 (2019). https://doi.org/10.1038/s41430-019-0447-4

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