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Energy intake, physical activity and body weight: a simulation model

Published online by Cambridge University Press:  09 March 2007

Klaas R. Westerterp
Affiliation:
Department of Human Biology, Open University, Heerlen, The Netherlands
Jeroen H. H. L. M. Donkers
Affiliation:
Department of Medical Informatics, Open University, Heerlen, The Netherlands
Elisabeth W. H. M. Fredrix
Affiliation:
Department of Natural Sciences, Open University, Heerlen, The Netherlands
Piet oekhoudt
Affiliation:
Department of Mathematics, University of Limburg, PO Box 616, 6200, MD Maastricht, The Netherlands
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Abstract

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In adults, body mass (BM) and its components fat-free mass (FFM) and fat mass (FM) are normally regulated at a constant level. Changes in FM and FFM are dependent on energy intake (EI) and energy expenditure (EE). The body defends itself against an imbalance between EI and EE by adjusting, within limits, the one to the other. When, at a given EI or EE, energy balance cannot be reached, FM and FFM will change, eventually resulting in an energy balance at a new value. A model is described which simulates changes in FM and FFM using EI and physical activity (PA) as input variables. EI can be set at a chosen value or calculated from dietary intake with a database on the net energy of foods. PA can be set at a chosen multiple of basal metabolic rate (BMR) or calculated from the activity budget with a database on the energy cost of activities in multiples of BMR. BMR is calculated from FFM and FM and, if necessary, FFM is calculated from BM, height, sex and age, using empirical equations. The model uses existing knowledge on the adaptation of energy expenditure (EE) to an imbalance between EI and EE, and to resulting changes in FM and FFM. Mobilization and storage of energy as FM and FFM are functions of the relative size of the deficit (EI/EE) and of the body composition. The model was validated with three recent studies measuring EE at a fixed EI during an interval with energy restriction, overfeeding and exercise training respectively. Discrepancies between observed and simulated changes in energy stores were within the measurement precision of EI, EE and body composition. Thus the consequences of a change in dietary intake or a change in physical activity on body weight and body composition can be simulated.

Type
Body composition
Copyright
Copyright © The Nutrition Society 1995

References

Ainsworth, B. E., Haskell, W. L., Leon, A. S., Jacobs, D. R., Montoye, H. J., Sallis, J. F. & Paffenbarger, R. S. (1993) Compendium of physical activities: classification of energy costs of human physical activities. Medicine and Science in Sports and Exercise 25, 7180.CrossRefGoogle ScholarPubMed
Apfelbaum, M. (1978) Adaptation to changes in caloric intake. Progress in Food and Nutrition Science 2, 543559.Google ScholarPubMed
Bingham, S. A., Goldberg, G. R., Coward, W. A., Prentice, A. M. & Cummings, J. H. (1989) The effect of exercise and improved physical fitness on basal metabolic rate. British Journal of Nutrition 61, 155173.CrossRefGoogle ScholarPubMed
Diaz, E. O., Prentice, A. M., Goldberg, G. R., Murgatroyd, P. R. & Coward, W. A. (1992) Metabolic response to experimental overfeeding in lean and overweight healthy volunteers. American Journal of Clinical Nutrition 56, 641655.CrossRefGoogle ScholarPubMed
Forbes, G. B. (1987) Lean body mass-body fat interrelationships in humans. Nutrition Reviews 45, 225231.CrossRefGoogle ScholarPubMed
Heyman, M. B., Young, V. R., Fuss, P., Tsay, R., Joseph, L. & Roberts, S. B. (1992) Underfeeding and body weight regulation in normal-weight young men. American Journal of Physiology 263, R250R257.Google ScholarPubMed
James, W. P. T. (1985)Appetite control and other mechanisms of weight homeostasis. In Nutritional Adaptation in Man, pp. 141154 [Blaxter, K. and Waterlow, J.C., editors]. London: John Libbey.Google Scholar
James, W. P. T., McNeill, G. & Ralph, A. (1990) Metabolism and nutritional adaptation to altered intakes of energy substrates. American Journal of Clinical Nutrition 51, 264269.CrossRefGoogle ScholarPubMed
Keys, A. J., Brozeck, J., Henschel, A., Mickelson, O. & Taylor, H. L. (1950) The Biology of Human Starvation. Minneapolis: University of Minnesota Press.CrossRefGoogle Scholar
Murgatroyd, P. R. & Coward, W. A. (1989) An improved method for estimating changes in whole-body fat and protein mass in man. British Journal of Nutrition 61, 311314.CrossRefGoogle Scholar
Prentice, A. M., Goldberg, G. R., Jebb, S. A., Black, A. E., Murgatroyd, P. R. & Diaz, E. O. (1991)Physiological responses to slimming. Proceedings of the Nutrition Society 50, 441458.CrossRefGoogle ScholarPubMed
Schoeller, D. A. (1990) How accurate is self-reported dietary energy intake? Nutrition Reviews 48, 373379.CrossRefGoogle ScholarPubMed
Schoeller, D. A. & van Santen, E. (1982) Measurement of energy expenditure in humans by doubly labeled water method. Journal of Applied Physiology 53, 955959.CrossRefGoogle ScholarPubMed
Schutz, Y., Bessard, T. & Jequier, E. (1984) Diet-induced thermogenesis measured over a whole day in obese and nonobese women. American Journal of Clinical Nutrition 40, 542552.CrossRefGoogle Scholar
Stichting Nederlands Voedingsstoffenbestand (1989) NEVO Tabel. 's Gravenhage: Voorlichtingsbureau voor de voeding.Google Scholar
Stock, M. & Rothwell, N. (1982) Obesity and Leanness. London: John Libbey.Google Scholar
Waterlow, J. C. (1986)Notes on the new international estimates of energy requirements. Proceedings of the Nutrition Society 45, 351360.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Meijer, G. A. L., Janssen, E. M. E., Saris, W. H. M. & ten Hoor, F. (1992 a) Long-term effect of physical activity on energy balance and body composition. British Journal of Nutrition 68, 2130.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Verboeket-van de Venne, W. P. H. G., Meijer, G. A. L. & ten Hoor, F. (1996) Self-reported intake as a measure for energy intake, a validation against doubly labelled water. In Obesity in Europe ′91, pp. 1722 ]. London: John Libbey.Google Scholar
James, W. P. T., McNeill, G. & Ralph, A. (1990) Metabolism and nutritional adaptation to altered intakes of energy substrates. American Journal of Clinical Nutrition 51, 264269.CrossRefGoogle ScholarPubMed
Keys, A. J., Brozeck, J., Henschel, A., Mickelson, O. & Taylor, H. L. (1950) The Biology of Human Starvation. Minneapolis: University of Minnesota Press.CrossRefGoogle Scholar
Murgatroyd, P. R. & Coward, W. A. (1989) An improved method for estimating changes in whole-body fat and protein mass in man. British Journal of Nutrition 61, 311314.CrossRefGoogle Scholar
Prentice, A. M., Goldberg, G. R., Jebb, S. A., Black, A. E., Murgatroyd, P. R. & Diaz, E. O. (1991)Physiological responses to slimming. Proceedings of the Nutrition Society 50, 441458.CrossRefGoogle ScholarPubMed
Schoeller, D. A. (1990) How accurate is self-reported dietary energy intake? Nutrition Reviews 48, 373379.CrossRefGoogle ScholarPubMed
Schoeller, D. A. & van Santen, E. (1982) Measurement of energy expenditure in humans by doubly labeled water method. Journal of Applied Physiology 53, 955959.CrossRefGoogle ScholarPubMed
Schutz, Y., Bessard, T. & Jequier, E. (1984) Diet-induced thermogenesis measured over a whole day in obese and nonobese women. American Journal of Clinical Nutrition 40, 542552.CrossRefGoogle Scholar
Stichting Nederlands Voedingsstoffenbestand (1989) NEVO Tabel. 's Gravenhage: Voorlichtingsbureau voor de voeding.Google Scholar
Stock, M. & Rothwell, N. (1982) Obesity and Leanness. London: John Libbey.Google Scholar
Waterlow, J. C. (1986)Notes on the new international estimates of energy requirements. Proceedings of the Nutrition Society 45, 351360.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Meijer, G. A. L., Janssen, E. M. E., Saris, W. H. M. & ten Hoor, F. (1992 a) Long-term effect of physical activity on energy balance and body composition. British Journal of Nutrition 68, 2130.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Verboeket-van de Venne, W. P. H. G., Meijer, G. A. L. & ten Hoor, F. (1996) Self-reported intake as a measure for energy intake, a validation against doubly labelled water. In Obesity in Europe ′91, pp. 1722 ]. London: John Libbey.Google Scholar
James, W. P. T., McNeill, G. & Ralph, A. (1990) Metabolism and nutritional adaptation to altered intakes of energy substrates. American Journal of Clinical Nutrition 51, 264269.CrossRefGoogle ScholarPubMed
Keys, A. J., Brozeck, J., Henschel, A., Mickelson, O. & Taylor, H. L. (1950) The Biology of Human Starvation. Minneapolis: University of Minnesota Press.CrossRefGoogle Scholar
Murgatroyd, P. R. & Coward, W. A. (1989) An improved method for estimating changes in whole-body fat and protein mass in man. British Journal of Nutrition 61, 311314.CrossRefGoogle Scholar
Prentice, A. M., Goldberg, G. R., Jebb, S. A., Black, A. E., Murgatroyd, P. R. & Diaz, E. O. (1991)Physiological responses to slimming. Proceedings of the Nutrition Society 50, 441458.CrossRefGoogle ScholarPubMed
Schoeller, D. A. (1990) How accurate is self-reported dietary energy intake? Nutrition Reviews 48, 373379.CrossRefGoogle ScholarPubMed
Schoeller, D. A. & van Santen, E. (1982) Measurement of energy expenditure in humans by doubly labeled water method. Journal of Applied Physiology 53, 955959.CrossRefGoogle ScholarPubMed
Schutz, Y., Bessard, T. & Jequier, E. (1984) Diet-induced thermogenesis measured over a whole day in obese and nonobese women. American Journal of Clinical Nutrition 40, 542552.CrossRefGoogle Scholar
Stichting Nederlands Voedingsstoffenbestand (1989) NEVO Tabel. 's Gravenhage: Voorlichtingsbureau voor de voeding.Google Scholar
Stock, M. & Rothwell, N. (1982) Obesity and Leanness. London: John Libbey.Google Scholar
Waterlow, J. C. (1986)Notes on the new international estimates of energy requirements. Proceedings of the Nutrition Society 45, 351360.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Meijer, G. A. L., Janssen, E. M. E., Saris, W. H. M. & ten Hoor, F. (1992 a) Long-term effect of physical activity on energy balance and body composition. British Journal of Nutrition 68, 2130.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Verboeket-van de Venne, W. P. H. G., Meijer, G. A. L. & ten Hoor, F. (1996) Self-reported intake as a measure for energy intake, a validation against doubly labelled water. In Obesity in Europe ′91, pp. 1722 ]. London: John Libbey.Google Scholar
James, W. P. T., McNeill, G. & Ralph, A. (1990) Metabolism and nutritional adaptation to altered intakes of energy substrates. American Journal of Clinical Nutrition 51, 264269.CrossRefGoogle ScholarPubMed
Keys, A. J., Brozeck, J., Henschel, A., Mickelson, O. & Taylor, H. L. (1950) The Biology of Human Starvation. Minneapolis: University of Minnesota Press.CrossRefGoogle Scholar
Murgatroyd, P. R. & Coward, W. A. (1989) An improved method for estimating changes in whole-body fat and protein mass in man. British Journal of Nutrition 61, 311314.CrossRefGoogle Scholar
Prentice, A. M., Goldberg, G. R., Jebb, S. A., Black, A. E., Murgatroyd, P. R. & Diaz, E. O. (1991)Physiological responses to slimming. Proceedings of the Nutrition Society 50, 441458.CrossRefGoogle ScholarPubMed
Schoeller, D. A. (1990) How accurate is self-reported dietary energy intake? Nutrition Reviews 48, 373379.CrossRefGoogle ScholarPubMed
Schoeller, D. A. & van Santen, E. (1982) Measurement of energy expenditure in humans by doubly labeled water method. Journal of Applied Physiology 53, 955959.CrossRefGoogle ScholarPubMed
Schutz, Y., Bessard, T. & Jequier, E. (1984) Diet-induced thermogenesis measured over a whole day in obese and nonobese women. American Journal of Clinical Nutrition 40, 542552.CrossRefGoogle Scholar
Stichting Nederlands Voedingsstoffenbestand (1989) NEVO Tabel. 's Gravenhage: Voorlichtingsbureau voor de voeding.Google Scholar
Stock, M. & Rothwell, N. (1982) Obesity and Leanness. London: John Libbey.Google Scholar
Waterlow, J. C. (1986)Notes on the new international estimates of energy requirements. Proceedings of the Nutrition Society 45, 351360.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Meijer, G. A. L., Janssen, E. M. E., Saris, W. H. M. & ten Hoor, F. (1992 a) Long-term effect of physical activity on energy balance and body composition. British Journal of Nutrition 68, 2130.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Verboeket-van de Venne, W. P. H. G., Meijer, G. A. L. & ten Hoor, F. (1996) Self-reported intake as a measure for energy intake, a validation against doubly labelled water. In Obesity in Europe ′91, pp. 1722 [Ailhaud, G., Guy-Grand, B., Lafontan, M. and Ricquier, D., editors]. London: John Libbey.Google Scholar
World Health Organization (1985) Energy and Protein Requirements, Report of a Joint FAO/WHO/UNU Expert Consultation. Technical Report Series no. 724. Geneva: WHO.Google Scholar
Goldberg, G. R., Prentice, A. M., Coward, W. A., Davies, H. L., Murgatroyd, P. R., Sawyer, M. B., Ashford, J. & Black, A. E. (1991) Longitudinal assessment of the components of energy balance in well-nourished lactating women. American Journal of Clinical Nutrition 54, 788798.CrossRefGoogle ScholarPubMed
Goran, M. I. & Poehlman, C. T. (1992) Total energy expenditure and energy requirements in healthy elderly persons. Metabolism 41, 744753.CrossRefGoogle ScholarPubMed
Meijer, G. A. L., Westerterp, K. R., van Hulsel, A. M. P. & ten Hoor, F. (1992) Physical activity and energy expenditure in lean and obese adult human subjects. European Journal of Applied Physiology 65, 525528.CrossRefGoogle ScholarPubMed
Pannemans, D. L. E. & Westerterp, K. R. (1995) Energy expenditure, physical activity and basal metabolic rate of elderly subjects. British Journal of Nutrition 73, 571581.CrossRefGoogle ScholarPubMed
Prentice, A. M., Black, A. E., Coward, W. A., Davies, H. L., Goldberg, G. R., Murgatroyd, P. R., Ashford, J., Sawyer, M. & Whitehead, R. G. (1986) High levels of energy expenditure in obese women. British Medical Journal 292, 983987.CrossRefGoogle ScholarPubMed
Prentice, A. M., Leavesley, K., Murgatroyd, P. R, Coward, W. A., Schorah, C. J., Blandon, P. T. & Hullin, R. P. (1989) Is severe wasting in elderly mental patients caused by an excessive energy requirement? Age and Ageing 18, 158167.CrossRefGoogle ScholarPubMed
Roberts, S. B., Heyman, M. B., Evans, W. J., Fuss, P., Tsay, R. & Young, V. R. (1991) Dietary energy requirements of young adult men, determined by using the doubly labeled water method. American Journal of Clinical Nutrition 54, 499505.CrossRefGoogle ScholarPubMed
Schulz, L. O., Alger, S., Harper, I., Wilmore, J. H. & Ravussin, E. (1992) Energy expenditure of elite female runners measured by respiratory chamber and doubly labeled water. American Journal of Applied Physiology 72, 2328.CrossRefGoogle ScholarPubMed
Schulz, S., Westerterp, K. R. & Bruck, K. (1989) Comparison of energy expenditure by the doubly labeled water technique with energy intake, heart rate and activity recording in man. American Journal of Clinical Nutrition 49, 11461154.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Meijer, G. A. L., Janssen, E. M. E., Saris, W. H. M. & ten Hoor, F. (1992) Long-term effect of physical activity on energy balance and body composition. British Journal of Nutrition 68, 2130.CrossRefGoogle ScholarPubMed
Westerterp, K. R., Saris, W. H. M., Soeters, P. B. & ten Hoor, F. (1991) Determinants of weight loss after vertical banded gastroplasty. International Journal of Obesity 15, 529534.Google ScholarPubMed