Assessment of physical activity and energy expenditure: an overview of objective measures

Andrew P Hills, Najat Mokhtar, Nuala M Byrne, Andrew P Hills, Najat Mokhtar, Nuala M Byrne

Abstract

The ability to assess energy expenditure (EE) and estimate physical activity (PA) in free-living individuals is extremely important in the global context of non-communicable diseases including malnutrition, overnutrition (obesity), and diabetes. It is also important to appreciate that PA and EE are different constructs with PA defined as any bodily movement that results in EE and accordingly, energy is expended as a result of PA. However, total energy expenditure, best assessed using the criterion doubly labeled water (DLW) technique, includes components in addition to physical activity energy expenditure, namely resting energy expenditure and the thermic effect of food. Given the large number of assessment techniques currently used to estimate PA in humans, it is imperative to understand the relative merits of each. The goal of this review is to provide information on the utility and limitations of a range of objective measures of PA and their relationship with EE. The measures discussed include those based on EE or oxygen uptake including DLW, activity energy expenditure, physical activity level, and metabolic equivalent; those based on heart rate monitoring and motion sensors; and because of their widespread use, selected subjective measures.

Keywords: accelerometry; human energy expenditure; objective measurement techniques; physical activity assessment; stable isotopes.

Figures

Figure 1
Figure 1
Components of total daily energy expenditure and measurement approaches.

References

    1. Caspersen CJ, Powell KE, Christenson GM. Physical activity, exercise, and physical fitness: definitions and distinctions for health-related research. Public Health Rep (1985) 100(2):126–31.
    1. Ainsworth BE. How do I measure physical activity in my patients? Questionnaires and objective methods. Br J Sports Med (2009) 43(1):6–9.10.1136/bjsm.2008.052449
    1. Dencker M, Andersen LB. Accelerometer-measured daily physical activity related to aerobic fitness in children and adolescents. J Sports Sci (2011) 29(9):887–9510.1080/02640414.2011.578148
    1. Tudor-Locke C, Bassett DR, Jr. How many steps/day are enough? Preliminary pedometer indices for public health. Sports Med (2004) 34(1):1–8.10.2165/00007256-200434010-00001
    1. Corder K, Brage S, Wareham NJ, Ekelund U. Comparison of PAEE from combined and separate heart rate and movement models in children. Med Sci Sports Exerc (2005) 37(10):1761–7.10.1249/
    1. Kohl HW, Fulton JE, Caspersen CJ. Assessment of physical activity among children and adolescents: a review and synthesis. Prev Med (2000) 31:S54–7610.1006/pmed.1999.0542
    1. Bailey RC, Olson J, Pepper SL, Porszasz J, Barstow TJ, Cooper DM. The level and tempo of children’s physical activities: an observational study. Med Sci Sports Exerc (1995) 27(7):1033–41.10.1249/00005768-199507000-00012
    1. Lamonte MJ, Ainsworth BE. Quantifying energy expenditure and physical activity in the context of dose response. Med Sci Sports Exerc (2001) 33(6 Suppl):S370–8; discussion S419–20.10.1097/00005768-200106001-00006
    1. Bassett DR, Jr. Validity and reliability issues in objective monitoring of physical activity. Res Q Exerc Sport (2000) 71(2 Suppl):S30–6.
    1. DeLany JP, Lovejoy JC. Energy expenditure. Endocrinol Metab Clin North Am (1996) 25(4):831–46.10.1016/S0889-8529(05)70357-1
    1. Ainslie P, Reilly T, Westerterp K. Estimating human energy expenditure: a review of techniques with particular reference to doubly labelled water. Sports Med (2003) 33(9):683–98.10.2165/00007256-200333090-00004
    1. Dollman J, Okely AD, Hardy L, Timperio A, Salmon J, Hills AP. A hitchhiker’s guide to assessing young people’s physical activity: deciding what method to use. J Sci Med Sport (2009) 12(5):518–25.10.1016/j.jsams.2008.09.007
    1. Schutz Y, Weinsier RL, Hunter GR. Assessment of free-living physical activity in humans: an overview of currently available and proposed new measures. Obes Res (2001) 9(6):368–79.10.1038/oby.2001.48
    1. Westerterp KR. Assessment of physical activity: a critical appraisal. Eur J Appl Physiol (2009) 105(6):823–8.10.1007/s00421-009-1000-2
    1. Chen KY, Bassett DR, Jr. The technology of accelerometry-based activity monitors: current and future. Med Sci Sports Exerc (2005) 37(11 Suppl):S490–500.10.1249/01.mss.0000185571.49104.82
    1. Howley ET. Type of activity: resistance, aerobic and leisure versus occupational physical activity. Med Sci Sports Exerc (2001) 33(6 Suppl):S364–9. 10.1097/00005768-200106001-00005 discussion S419-20,
    1. Ainsworth BE, Haskell WL, Whitt MC, Irwin ML, Swartz AM, Strath SJ, et al. Compendium of physical activities: an update of activity codes and MET intensities. Med Sci Sports Exerc (2000) 32(9 Suppl):S498–504.10.1097/00005768-200009001-00009
    1. Byrne NM, Hills AP, Hunter GR, Weinsier RL, Schutz Y. Metabolic equivalent: one size does not fit all. J Appl Physiol (2005) 99(3):1112–9.10.1152/japplphysiol.00023.2004
    1. Leenders NY, Sherman WM, Nagaraja HN, Kien CL. Evaluation of methods to assess physical activity in free-living conditions. Med Sci Sports Exerc (2001) 33(7):1233–40.10.1097/00005768-200107000-00024
    1. Racette SB, Schoeller DA, Kushner RF. Comparison of heart rate and physical activity recall with doubly labeled water in obese women. Med Sci Sports Exerc (1995) 27(1):126–33.10.1249/00005768-199501000-00022
    1. DeLany JP. Energy requirement methodology. 3rd ed In: Coulston AM, Boushey CJ, Ferruzzi M, editors. Nutrition in the Prevention and Treatment of Disease. New York, NY: Academic Press; (2013). p. 81–3.
    1. Nelson KM, Weinsier RL, Long CL, Schutz Y. Prediction of resting energy expenditure from fat-free mass and fat mass. Am J Clin Nutr (1992) 56(5):848–56.
    1. Speakman JR, Selman C. Physical activity and resting metabolic rate. Proc Nutr Soc (2003) 62(3):621–3410.1079/PNS2003282
    1. Weinsier RL, Schutz Y, Bracco D. Reexamination of the relationship of resting metabolic rate to fat-free mass and to the metabolically active components of fat-free mass in humans. Am J Clin Nutr (1992) 55(4):790–4.
    1. Kleiber M. Body size and metabolic rate. Physiol Rev (1947) 27(4):511–41.
    1. Frisard MI, Broussard A, Davies SS, Roberts LJ, II, Rood J, de Jonge L, et al. Aging, resting metabolic rate, and oxidative damage: results from the Louisiana Healthy Aging Study. J Gerontol A Biol Sci Med Sci (2007) 62(7):752–9.10.1093/gerona/62.7.752
    1. Keys A, Taylor HL, Grande F. Basal metabolism and age of adult man. Metabolism (1973) 22(4):579–8710.1016/0026-0495(73)90071-1
    1. Luhrmann PM, Edelmann-Schafer B, Neuhauser-Berthold M. Changes in resting metabolic rate in an elderly German population: cross-sectional and longitudinal data. J Nutr Health Aging (2010) 14(3):232–6.10.1007/s12603-010-0055-4
    1. Piers LS, Soares MJ, McCormack LM, O’Dea K. Is there evidence for an age-related reduction in metabolic rate? J Appl Physiol (1998) 85(6):2196–204.
    1. Arciero PJ, Goran MI, Poehlman ET. Resting metabolic rate is lower in women than in men. J Appl Physiol (1993) 75(6):2514–20.
    1. DeLany JP, Bray GA, Harsha DW, Volaufova J. Energy expenditure in African American and white boys and girls in a 2-y follow-up of the Baton Rouge Children’s Study. Am J Clin Nutr (2004) 79(2):268–73.
    1. Leonard WR. Laboratory and field methods for measuring human energy expenditure. Am J Hum Biol (2012) 24(3):372–8410.1002/ajhb.22260
    1. Lam YY, Redman LM, Smith SR, Bray GA, Greenway FL, Johannsen D, et al. Determinants of sedentary 24-h energy expenditure: equations for energy prescription and adjustment in a respiratory chamber. Am J Clin Nutr (2014) 99:834–42.10.3945/ajcn.113.079566
    1. de Jonge L, DeLany JP, Nguyen T, Howard J, Hadley EC, Redman LM, et al. Validation study of energy expenditure and intake during calorie restriction using doubly labeled water and changes in body composition. Am J Clin Nutr (2007) 85(1):73–9.
    1. Jequier E, Schutz Y. Long-term measurements of energy expenditure in humans using a respiration chamber. Am J Clin Nutr (1983) 38(6):989–98.
    1. Ravussin E, Lillioja S, Anderson TE, Christin L, Bogardus C. Determinants of 24-hour energy expenditure in man. Methods and results using a respiratory chamber. J Clin Invest (1986) 78(6):1568–78.10.1172/JCI112749
    1. Weir JB. New methods for calculating metabolic rate with special reference to protein metabolism. J Physiol (1949) 109(1–2):1–9.
    1. Livesey G, Elia M. Estimation of energy expenditure, net carbohydrate utilization, and net fat oxidation and synthesis by indirect calorimetry: evaluation of errors with special reference to the detailed composition of fuels. Am J Clin Nutr (1988) 47(4):608–28.
    1. Schoeller DA, van Santen E. Measurement of energy expenditure in humans by doubly labeled water method. J Appl Physiol (1982) 53(4):955–9.
    1. International Atomic Energy Agency. Assessment of Body Composition and Total Energy Expenditure in Humans Using Stable Isotope Techniques. Vienna: International Atomic Energy Agency; (2009).
    1. Schoeller DA, Webb P. Five-day comparison of the doubly labeled water method with respiratory gas exchange. Am J Clin Nutr (1984) 40(1):153–8.
    1. Westerterp KR, Plasqui G. Physical activity and human energy expenditure. Curr Opin Clin Nutr Metab Care (2004) 7(6):607–1310.1097/00075197-200411000-00004
    1. Wong WW, Roberts SB, Racette SB, Das SK, Redman LM, Rochon J, et al. The doubly labeled water method produces highly reproducible longitudinal results in nutrition studies. J Nutr (2014) 144(5):777–83.10.3945/jn.113.187823
    1. Schoeller DA. Measurement of energy expenditure in free-living humans by using doubly labeled water. J Nutr (1988) 118(11):1278–89.
    1. Schoeller DA. Insights into energy balance from doubly labeled water. Int J Obes (2008) 32(Suppl 7):S72–5.10.1038/ijo.2008.241
    1. Speakman JR, Thomson SC. Validation of the labeled bicarbonate technique for measurement of short-term energy expenditure in the mouse. Z Ernahrungswiss (1997) 36(4):273–7.10.1007/BF01617797
    1. Speakman JR. The history and theory of the doubly labeled water technique. Am J Clin Nutr (1998) 68(4):932S–8S.
    1. Frankenfield D, Roth-Yousey L, Compher C. Comparison of predictive equations for resting metabolic rate in healthy nonobese and obese adults: a systematic review. J Am Diet Assoc (2005) 105(5):775–89.10.1016/j.jada.2005.02.005
    1. Frankenfield DC, Muth ER, Rowe WA. The Harris-Benedict studies of human basal metabolism: history and limitations. J Am Diet Assoc (1998) 98(4):439–45.10.1016/S0002-8223(98)00100-X
    1. Harris JA, Benedict FG. A biometric study of human basal metabolism. Proc Natl Acad Sci U S A (1918) 4(12):370–310.1073/pnas.4.12.370
    1. Black AE, Coward WA, Cole TJ, Prentice AM. Human energy expenditure in affluent societies: an analysis of 574 doubly-labelled water measurements. Eur J Clin Nutr (1996) 50(2):72–92.
    1. Prentice AM, Black AE, Coward WA, Cole TJ. Energy expenditure in overweight and obese adults in affluent societies: an analysis of 319 doubly-labelled water measurements. Eur J Clin Nutr (1996) 50(2):93–7.
    1. James WPT, Schofield EA, editors. Human Energy Requirements: A Manual for Planners and Nutritionists. Oxford: Oxford University Press; (1990).
    1. Black AE. Critical evaluation of energy intake using the Goldberg cut-off for energy intake:basal metabolic rate. A practical guide to its calculation, use and limitations. Int J Obes (2000) 24(9):1119–30.10.1038/sj.ijo.0801376
    1. Jette M, Sidney K, Blumchen G. Metabolic equivalents (METS) in exercise testing, exercise prescription, and evaluation of functional capacity. Clin Cardiol (1990) 13(8):555–65.10.1002/clc.4960130809
    1. Ainsworth BE, Haskell WL, Herrmann SD, Meckes N, Bassett DR, Jr, Tudor-Locke C, et al. 2011 Compendium of physical activities: a second update of codes and MET values. Med Sci Sports Exerc (2011) 43(8):1575–81.10.1249/MSS.0b013e31821ece12
    1. Ainsworth BE, Haskell WL, Leon AS, Jacobs DR, Jr, Montoye HJ, Sallis JF, et al. Compendium of physical activities: classification of energy costs of human physical activities. Med Sci Sports Exerc (1993) 25(1):71–80.10.1249/00005768-199301000-00011
    1. Manson JE, Hu FB, Rich-Edwards JW, Colditz GA, Stampfer MJ, Willett WC, et al. A prospective study of walking as compared with vigorous exercise in the prevention of coronary heart disease in women. N Engl J Med (1999) 341(9):650–8.10.1056/NEJM199908263410904
    1. Blair SN, Haskell WL, Ho P, Paffenbarger RS, Jr, Vranizan KM, Farquhar JW, et al. Assessment of habitual physical activity by a seven-day recall in a community survey and controlled experiments. Am J Epidemiol (1985) 122(5): 794–804.
    1. Bouchard C, Tremblay A, Leblanc C, Lortie G, Savard R, Theriault G. A method to assess energy expenditure in children and adults. Am J Clin Nutr (1983) 37(3):461–7.
    1. Sallis JF, Buono MJ, Roby JJ, Micale FG, Nelson JA. Seven-day recall and other physical activity self-reports in children and adolescents. Med Sci Sports Exerc (1993) 25(1):99–108.10.1249/00005768-199301000-00014
    1. Wilms B, Ernst B, Thurnheer M, Weisser B, Schultes B. Correction factors for the calculation of metabolic equivalents (MET) in overweight to extremely obese subjects. Int J Obes (Lond) (2014):1–5.10.1038/ijo.2014.22
    1. Sirard JR, Pate RR. Physical activity assessment in children and adolescents. Sports Med (2001) 31(6):439–5410.2165/00007256-200131060-00004
    1. Freedson PS, Miller K. Objective monitoring of physical activity using motion sensors and heart rate. Res Q Exerc Sport (2000) 71(2 Suppl):S21–9.
    1. Livingstone MB. Heart-rate monitoring: the answer for assessing energy expenditure and physical activity in population studies? Br J Nutr (1997) 78(6):869–7110.1079/BJN19970205
    1. Ceesay SM, Prentice AM, Day KC, Murgatroyd PR, Goldberg GR, Scott W, et al. The use of heart rate monitoring in the estimation of energy expenditure: a validation study using indirect whole-body calorimetry. Br J Nutr (1989) 61(2):175–86.10.1079/BJN19890107
    1. Leonard WR. Measuring human energy expenditure: what have we learned from the flex-heart rate method? Am J Hum Biol (2003) 15(4):479–89.10.1002/ajhb.10187
    1. Achten J, Jeukendrup AE. Heart rate monitoring: applications and limitations. Sports Med (2003) 33(7):517–38.10.2165/00007256-200333070-00004
    1. Li R, Deurenberg P, Hautvast JG. A critical evaluation of heart rate monitoring to assess energy expenditure in individuals. Am J Clin Nutr (1993) 58(5):602–7.
    1. Luke A, Maki KC, Barkey N, Cooper R, McGee D. Simultaneous monitoring of heart rate and motion to assess energy expenditure. Med Sci Sports Exerc (1997) 29(1):144–8.10.1097/00005768-199701000-00021
    1. Stubbs RJ, Hughes DA, Johnstone AM, Whybrow S, Horgan GW, King N, et al. Rate and extent of compensatory changes in energy intake and expenditure in response to altered exercise and diet composition in humans. Am J Physiol Regul Integr Comp Physiol (2004) 286(2):R350–8.10.1152/ajpregu.00196.2003
    1. Eston RG, Rowlands AV, Ingledew DK. Validity of heart rate, pedometry, and accelerometry for predicting the energy cost of children’s activities. J Appl Physiol (1998) 84(1):362–71.
    1. Trost SG, Ward DS, Moorehead SM, Watson PD, Riner W, Burke JR. Validity of the Computer Science and Applications (CSA) activity monitor in children. Med Sci Sports Exerc (1998) 30(4):629–33.10.1097/00005768-199804000-00023
    1. Ekelund U, Poortvliet E, Yngve A, Hurtig-Wennlov A, Nilsson A, Sjostrom M. Heart rate as an indicator of the intensity of physical activity in human adolescents. Eur J Appl Physiol (2001) 85(3–4):244–9.10.1007/s004210100436
    1. Livingstone MB, Coward WA, Prentice AM, Davies PS, Strain JJ, McKenna PG, et al. Daily energy expenditure in free-living children: comparison of heart-rate monitoring with the doubly labeled water (2H2(18)O) method. Am J Clin Nutr (1992) 56(2):343–52.
    1. American College of Sports Medicine Position Stand. The recommended quantity and quality of exercise for developing and maintaining cardiorespiratory and muscular fitness, and flexibility in healthy adults. Med Sci Sports Exerc (1998) 30:975–9110.1097/00005768-199806000-00032
    1. Le Masurier GC, Tudor-Locke C. Comparison of pedometer and accelerometer accuracy under controlled conditions. Med Sci Sports Exerc (2003) 35(5):867–71.10.1249/01.MSS.0000064996.63632.10
    1. Tudor-Locke C, Sisson SB, Collova T, Lee SM, Swan PD. Pedometer-determined step count guidelines for classifying walking intensity in a young ostensibly healthy population. Can J Appl Physiol (2005) 30(6):666–76.10.1139/h05-147
    1. Melanson EL, Knoll JR, Bell ML, Donahoo WT, Hill JO, Nysse LJ, et al. Commercially available pedometers: considerations for accurate step counting. Prev Med (2004) 39(2):361–8.10.1016/j.ypmed.2004.01.032
    1. Schneider PL, Crouter S, Bassett DR. Pedometer measures of free-living physical activity: comparison of 13 models. Med Sci Sports Exerc (2004) 36(2):331–5.10.1249/01.MSS.0000113486.60548.E9
    1. Schneider PL, Crouter SE, Lukajic O, Bassett DR, Jr. Accuracy and reliability of 10 pedometers for measuring steps over a 400-m walk. Med Sci Sports Exerc (2003) 35(10):1779–84.10.1097/00005768-200305001-01572
    1. Tudor-Locke C, McClain JJ, Hart TL, Sisson SB, Washington TL. Expected values for pedometer-determined physical activity in youth. Res Q Exerc Sport (2009) 80(2):164–74.10.1080/02701367.2009.10599550
    1. Tudor-Locke C, Sisson SB, Lee SM, Craig CL, Plotnikoff RC, Bauman A. Evaluation of quality of commercial pedometers. Can J Public Health (2006) 97(Suppl 1):S10–5, S10–6.
    1. Abel MG, Peritore N, Shapiro R, Mullineaux DR, Rodriguez K, Hannon JC. A comprehensive evaluation of motion sensor step-counting error. Appl Physiol Nutr Metab (2011) 36(1):166–70.10.1139/H10-095
    1. Hendelman D, Miller K, Baggett C, Debold E, Freedson P. Validity of accelerometry for the assessment of moderate intensity physical activity in the field. Med Sci Sports Exerc (2000) 32(9 Suppl):S442–910.1097/00005768-200009001-00002
    1. Le Masurier GC, Lee SM, Tudor-Locke C. Motion sensor accuracy under controlled and free-living conditions. Med Sci Sports Exerc (2004) 36(5):905–10.10.1249/01.MSS.0000126777.50188.73
    1. Abel MG, Hannon JC, Eisenman PA, Ransdell LB, Pett M, Williams DP. Waist circumference, pedometer placement, and step-counting accuracy in youth. Res Q Exerc Sport (2009) 80(3):434–44.10.1080/02701367.2009.10599581
    1. Crouter SE, Schneider PL, Bassett DR, Jr. Spring-levered versus piezo-electric pedometer accuracy in overweight and obese adults. Med Sci Sports Exerc (2005) 37(10):1673–9.10.1249/01.mss.0000181677.36658.a8
    1. Crouter SE, Churilla JR, Bassett DR., Jr Estimating energy expenditure using accelerometers. Eur J Appl Physiol (2006) 98(6):601–1210.1007/s00421-006-0307-5
    1. Crouter SE, Clowers KG, Bassett DR, Jr. A novel method for using accelerometer data to predict energy expenditure. J Appl Physiol (2006) 100(4):1324–31.10.1152/japplphysiol.00818.2005
    1. Bassey EJ, Dallosso HM, Fentem PH, Irving JM, Patrick JM. Validation of a simple mechanical accelerometer (pedometer) for the estimation of walking activity. Eur J Appl Physiol Occup Physiol (1987) 56(3):323–30.10.1007/BF00690900
    1. Tudor-Locke CE, Myers AM. Methodological considerations for researchers and practitioners using pedometers to measure physical (ambulatory) activity. Res Q Exerc Sport (2001) 72(1):1–12.10.1080/02701367.2001.10608926
    1. Ridgers ND, Fairclough S. Assessing free-living physical activity using accelerometry: practical issues for researchers and practitioners. Eur J Sport Sci (2011) 11(3):205–1310.1080/17461391.2010.501116
    1. Trost SG. Objective measurement of physical activity in youth: current issues, future directions. Exerc Sport Sci Rev (2001) 29(1):32–6.10.1097/00003677-200101000-00007
    1. van Cauwenberghe E, Labarque V, Trost SG, de Bourdeaudhuij I, Cardon G. Calibration and comparison of accelerometer cut points in preschool children. Int J Pediatr Obes (2011) 6(2–2):e582–9.10.3109/17477166.2010.526223
    1. Oliver M, Schofield GM, Kolt GS, Schluter PJ. Pedometer accuracy in physical activity assessment of preschool children. J Sci Med Sport (2007) 10(5):303–10.10.1016/j.jsams.2006.07.004
    1. Van Cauwenberghe E, Jones RA, Hinkley T, Crawford D, Okely AD. Patterns of physical activity and sedentary behaviour in preschool children. Int J Behav Nutr Phys Act (2012) 9:138.10.1186/1479-5868-9-138
    1. Corder K, Brage S, Ekelund U. Accelerometers and pedometers: methodology and clinical application. Curr Opin Clin Nutr Metab Care (2007) 10(5):597–603.10.1097/MCO.0b013e328285d883
    1. de Vries SI, Bakker I, Hopman-Rock M, Hirasing RA, van Mechelen W. Clinimetric review of motion sensors in children and adolescents. J Clin Epidemiol (2006) 59(7):670–80.10.1016/j.jclinepi.2005.11.020
    1. Oliver M, Schofield GM, Kolt GS. Physical activity in preschoolers: understanding prevalence and measurement issues. Sports Med (2007) 37(12):1045–70.10.2165/00007256-200737120-00004
    1. Rowlands AV. Accelerometer assessment of physical activity in children: an update. Pediatr Exerc Sci (2007) 19(3):252–66.
    1. Ward DS, Evenson KR, Vaughn A, Rodgers AB, Troiano RP. Accelerometer use in physical activity: best practices and research recommendations. Med Sci Sports Exerc (2005) 37(11 Suppl):S582–8.10.1249/01.mss.0000185292.71933.91
    1. Cliff DP, Reilly JJ, Okely AD. Methodological considerations in using accelerometers to assess habitual physical activity in children aged 0-5 years. J Sci Med Sport (2009) 12(5):557–67.10.1016/j.jsams.2008.10.008
    1. Pate RR, O’Neill JR, Mitchell J. Measurement of physical activity in preschool children. Med Sci Sports Exerc (2010) 42(3):508–1210.1249/MSS.0b013e3181cea116
    1. Westerterp KR. Physical activity assessment with accelerometers. Int J Obes (1999) 23(Suppl 3):S45–9.10.1038/sj.ijo.0800883
    1. Corder K, van Sluijs EM, Wright A, Whincup P, Wareham NJ, Ekelund U. Is it possible to assess free-living physical activity and energy expenditure in young people by self-report? Am J Clin Nutr (2009) 89(3):862–70.10.3945/ajcn.2008.26739
    1. Van Cauwenberghe E, Gubbels J, De Bourdeaudhuij I, Cardon G. Feasibility and validity of accelerometer measurements to assess physical activity in toddlers. Int J Behav Nutr Phys Act (2011) 8:67.10.1186/1479-5868-8-67
    1. Reilly JJ, Penpraze V, Hislop J, Davies G, Grant S, Paton JY. Objective measurement of physical activity and sedentary behaviour: review with new data. Arch Dis Child (2008) 93(7):614–9.10.1136/adc.2007.133272
    1. Biddle SJ, Gorely T, Marshall SJ, Murdey I, Cameron N. Physical activity and sedentary behaviours in youth: issues and controversies. J R Soc Promot Health (2004) 124(1):29–33.10.1177/146642400312400110
    1. Reilly JJ, Coyle J, Kelly L, Burke G, Grant S, Paton JY. An objective method for measurement of sedentary behavior in 3- to 4-year olds. Obes Res (2003) 11(10):1155–8.10.1038/oby.2003.158
    1. Hardy LL, Hills AP, Timperio A, Cliff D, Lubans D, Morgan PJ, et al. A hitchhiker’s guide to assessing sedentary behaviour among young people: deciding what method to use. J Sci Med Sport (2013) 16(1):28–35.10.1016/j.jsams.2012.05.010
    1. Lubans DR, Hesketh K, Cliff DP, Barnett LM, Salmon J, Dollman J, et al. A systematic review of the validity and reliability of sedentary behaviour measures used with children and adolescents. Obes Rev (2011) 12(10):781–99.10.1111/j.1467-789X.2011.00896.x
    1. Bland JM, Altman DG. Statistical methods for assessing agreement between two methods of clinical measurement. Lancet (1986) 1(8476):307–1010.1016/S0140-6736(86)90837-8
    1. Sallis JF. Self-report measures of children’s physical activity. J Sch Health (1991) 61(5):215–910.1111/j.1746-1561.1991.tb06017.x
    1. Andersen LB, Harro M, Sardinha LB, Froberg K, Ekelund U, Brage S, et al. Physical activity and clustered cardiovascular risk in children: a cross-sectional study (The European Youth Heart Study). Lancet (2006) 368(9532):299–304.10.1016/S0140-6736(06)69554-8
    1. Ness AR, Leary SD, Mattocks C, Blair SN, Reilly JJ, Wells J, et al. Objectively measured physical activity and fat mass in a large cohort of children. PLoS Med (2007) 4(3):e97.10.1371/journal.pmed.0040097
    1. Wareham NJ, van Sluijs EM, Ekelund U. Physical activity and obesity prevention: a review of the current evidence. Proc Nutr Soc (2005) 64(2):229–47.10.1079/PNS2005460
    1. Riddoch CJ, Bo Andersen L, Wedderkopp N, Harro M, Klasson-Heggebo L, Sardinha LB, et al. Physical activity levels and patterns of 9- and 15-yr-old European children. Med Sci Sports Exerc (2004) 36(1):86–92.10.1249/01.MSS.0000106174.43932.92
    1. Bouten CV, Verboeket-van de Venne WP, Westerterp KR, Verduin M, Janssen JD. Daily physical activity assessment: comparison between movement registration and doubly labeled water. J Appl Physiol (1996) 81(2):1019–26.
    1. Plasqui G, Westerterp KR. Physical activity assessment with accelerometers: an evaluation against doubly labeled water. Obesity (2007) 15(10):2371–9.10.1038/oby.2007.281
    1. Bouten CV, Koekkoek KT, Verduin M, Kodde R, Janssen JD. A triaxial accelerometer and portable data processing unit for the assessment of daily physical activity. IEEE Trans Biomed Eng (1997) 44(3):136–47.10.1109/10.554760
    1. Bouten CV, Sauren AA, Verduin M, Janssen JD. Effects of placement and orientation of body-fixed accelerometers on the assessment of energy expenditure during walking. Med Biol Eng Comput (1997) 35(1):50–610.1007/BF02510392
    1. Brage S, Wedderkopp N, Franks PW, Andersen LB, Froberg K. Reexamination of validity and reliability of the CSA monitor in walking and running. Med Sci Sports Exerc (2003) 35(8):1447–54.10.1097/00005768-200305001-01573
    1. Howe CA, Staudenmayer JW, Freedson PS. Accelerometer prediction of energy expenditure: vector magnitude versus vertical axis. Med Sci Sports Exerc (2009) 41(12):2199–206.10.1249/MSS.0b013e3181aa3a0e
    1. Maddison R, Jiang Y, Hoorn SV, Mhurchu CN, Lawes CM, Rodgers A, et al. Estimating energy expenditure with the RT3 triaxial accelerometer. Res Q Exerc Sport (2009) 80(2):249–56.10.1080/02701367.2009.10599559
    1. Plasqui G, Westerterp KR. Accelerometry and heart rate as a measure of physical fitness: proof of concept. Med Sci Sports Exerc (2005) 37(5):872–6.10.1249/01.MSS.0000161805.61893.C0
    1. Freedson PS, Melanson E, Sirard J. Calibration of the Computer Science and Applications, Inc. accelerometer. Med Sci Sports Exerc (1998) 30(5):777–81.10.1097/00005768-199805000-00021
    1. Rowlands AV, Thomas PW, Eston RG, Topping R. Validation of the RT3 triaxial accelerometer for the assessment of physical activity. Med Sci Sports Exerc (2004) 36(3):518–24.10.1249/01.MSS.0000117158.14542.E7
    1. Swartz AM, Strath SJ, Bassett DR, Jr, O’Brien WL, King GA, Ainsworth BE. Estimation of energy expenditure using CSA accelerometers at hip and wrist sites. Med Sci Sports Exerc (2000) 32(9 Suppl):S450–6.10.1097/00005768-200009001-00003
    1. Dencker M, Andersen LB. Health-related aspects of objectively measured daily physical activity in children. Clin Physiol Funct Imaging (2008) 28(3):133–44.10.1111/j.1475-097X.2008.00788.x
    1. Puyau MR, Adolph AL, Vohra FA, Butte NF. Validation and calibration of physical activity monitors in children. Obes Res (2002) 10(3):150–710.1038/oby.2002.24
    1. Sirard JR, Riner WF, Jr, McIver KL, Pate RR. Physical activity and active commuting to elementary school. Med Sci Sports Exerc (2005) 37(12):2062–9.10.1249/01.mss.0000179102.17183.6b
    1. Gutin B, Yin Z, Humphries MC, Barbeau P. Relations of moderate and vigorous physical activity to fitness and fatness in adolescents. Am J Clin Nutr (2005) 81(4):746–50.
    1. Kolle E, Steene-Johannessen J, Andersen LB, Anderssen SA. Objectively assessed physical activity and aerobic fitness in a population-based sample of Norwegian 9- and 15-year-olds. Scand J Med Sci Sports (2010) 20(1):e41–7.10.1111/j.1600-0838.2009.00892.x
    1. Kristensen PL, Moeller NC, Korsholm L, Kolle E, Wedderkopp N, Froberg K, et al. The association between aerobic fitness and physical activity in children and adolescents: the European youth heart study. Eur J Appl Physiol (2010) 110(2):267–75.10.1007/s00421-010-1491-x
    1. Dencker M, Bugge A, Hermansen B, Andersen LB. Objectively measured daily physical activity related to aerobic fitness in young children. J Sports Sci (2010) 28(2):139–45.10.1080/02640410903460726
    1. Treuth MS, Schmitz K, Catellier DJ, McMurray RG, Murray DM, Almeida MJ, et al. Defining accelerometer thresholds for activity intensities in adolescent girls. Med Sci Sports Exerc (2004) 36(7):1259–66.
    1. Olds T, Ferrar KE, Gomersall SR, Maher C, Walters JL. The elasticity of time: associations between physical activity and use of time in adolescents. Health Educ Behav (2012) 39(6):732–6.10.1177/1090198111429822
    1. Troiano RP, Berrigan D, Dodd KW, Masse LC, Tilert T, McDowell M. Physical activity in the United States measured by accelerometer. Med Sci Sports Exerc (2008) 40(1):181–810.1249/mss.0b013e31815a51b3
    1. Welk GJ, Schaben JA, Morrow JR, Jr. Reliability of accelerometry-based activity monitors: a generalizability study. Med Sci Sports Exerc (2004) 36(9):1637–45.
    1. Brage S, Brage N, Franks PW, Ekelund U, Wong MY, Andersen LB, et al. Branched equation modeling of simultaneous accelerometry and heart rate monitoring improves estimate of directly measured physical activity energy expenditure. J Appl Physiol (1985) (2004) 96(1):343–51.10.1152/japplphysiol.00703.2003
    1. Powell SM, Jones DI, Rowlands AV. Technical variability of the RT3 accelerometer. Med Sci Sports Exerc (2003) 35(10):1773–8.10.1249/
    1. Heil DP, Brage S, Rothney MP. Modeling physical activity outcomes from wearable monitors. Med Sci Sports Exerc (2012) 44(1S):S50–60.10.1249/MSS.0b013e3182399dcc
    1. Mannini A, Intille SS, Rosenberger M, Sabatini AM, Haskell W. Activity recognition using a single accelerometer placed at the wrist or ankle. Med Sci Sports Exerc (2013) 45(11):2193–203.10.1249/MSS.0b013e31829736d6
    1. De Vries SI, Van Hirtum HW, Bakker I, Hopman-Rock M, Hirasing RA, Van Mechelen W. Validity and reproducibility of motion sensors in youth: a systematic update. Med Sci Sports Exerc (2009) 41(4):818–27.10.1249/MSS.0b013e31818e5819
    1. Trost SG, McIver KL, Pate RR. Conducting accelerometer-based activity assessments in field-based research. Med Sci Sports Exerc (2005) 37(11 Suppl):S531–43.10.1249/01.mss.0000185657.86065.98
    1. Van Cauwenberghe E, Wooller L, Mackay L, Cardon G, Oliver M. Comparison of actical and activPAL measures of sedentary behaviour in preschool children. J Sci Med Sport (2012) 15(6):526–31.10.1016/j.jsams.2012.03.014
    1. Pate RR, Almeida MJ, McIver KL, Pfeiffer KA, Dowda M. Validation and calibration of an accelerometer in preschool children. Obesity (2006) 14(11):2000–6.10.1038/oby.2006.234
    1. Pfeiffer KA, Dowda M, McIver KL, Pate RR. Factors related to objectively measured physical activity in preschool children. Pediatr Exerc Sci (2009) 21(2):196–208.
    1. Haskell WL, Yee MC, Evans A, Irby PJ. Simultaneous measurement of heart rate and body motion to quantitate physical activity. Med Sci Sports Exerc (1993) 25(1):109–15.10.1249/00005768-199301000-00015
    1. Livingstone MB, Robson PJ, Totton M. Energy expenditure by heart rate in children: an evaluation of calibration techniques. Med Sci Sports Exerc (2000) 32(8):1513–9.10.1097/00005768-200008000-00022
    1. Hiilloskorpi HK, Pasanen ME, Fogelholm MG, Laukkanen RM, Manttari AT. Use of heart rate to predict energy expenditure from low to high activity levels. Int J Sports Med (2003) 24(5):332–6.10.1055/s-2003-40701
    1. Brage S, Brage N, Franks PW, Ekelund U, Wareham NJ. Reliability and validity of the combined heart rate and movement sensor actiheart. Eur J Clin Nutr (2005) 59(4):561–70.10.1038/sj.ejcn.1602118
    1. Dunton GF, Dzubur E, Kawabata K, Yanez B, Bo B, Intille S. Development of a smartphone application to measure physical activity using sensor-assisted self-report. Front Public Health (2014) 2:12.10.3389/fpubh.2014.00012
    1. Hurvitz PM, Moudon AV, Kang B, Saelens BE, Duncan GE. Emerging technologies for assessing physical activity behaviors in space and time. Front Public Health (2014) 2:2.10.3389/fpubh.2014.00002
    1. Casiraghi F, Lertwattanarak R, Luzi L, Chavez AO, Davalli AM, Naegelin T, et al. Energy expenditure evaluation in humans and non-human primates by SenseWear Armband. Validation of energy expenditure evaluation by SenseWear Armband by direct comparisoin with indirect calorimetry. PLoS One (2013) 8(9):e73651.10.1371/journal.pone.0073651
    1. Calabro MA, Stewart JM, Welk GJ. Validation of pattern-recognition monitors in children using doubly labelled water. Med Sci Sports Exerc (2013) 45(7):1313–2210.1249/MSS.0b013e31828579c3
    1. Slinde F, Bertz F, Winkvist A, Ellegard L, Olausson H, Brekke HK. Energy expenditure by multisensor armband in overweight and obese lactating women validated by doubly labeled water. Obesity (2013) 21:2231–5.10.1002/oby.20363
    1. Whybrow S, Ritz P, Horgan GW, Stubbs RJ. An evaluation of the IDEEA activity monitor for estimating energy expenditure. Br J Nutr (2013) 109(1):173–8310.1017/S0007114512000645
    1. Zhang K, Pi-Sunyer FX, Boozer CN. Improving energy expenditure estimation for physical activity. Med Sci Sports Exerc (2004) 36(5):883–9.10.1249/01.MSS.0000126585.40962.22
    1. Zhang K, Werner P, Sun M, Pi-Sunyer FX, Boozer CN. Measurement of human daily physical activity. Obes Res (2003) 11(1):33–4010.1038/oby.2003.7
    1. Maffiuletti NA, Gorelick M, Kramers-de Quervain I, Bizzini M, Munzinger JP, Tomasetti S, et al. Concurrent validity and intrasession reliability of the IDEEA accelerometry system for the quantification of spatiotemporal gait parameters. Gait Posture (2008) 27(1):160–3.10.1016/j.gaitpost.2007.01.003
    1. Welk GJ, McClain JJ, Eisenmann JC, Wickel EE. Field validation of the MTI actigraph and bodymedia armband monitor using the IDEEA monitor. Obesity (2007) 15(4):918–28.10.1038/oby.2007.624
    1. Larsen TM, Dalskov S, van Baak M, Jebb S, Kafatos A, Pfeiffer A, et al. The diet, obesity and genes (diogenes) dietary study in eight European countries – a comprehensive design for long-term intervention. Obes Rev (2010) 11(1):76–91.10.1111/j.1467-789X.2009.00603.x
    1. Gorelick ML, Bizzini M, Maffiuletti NA, Munzinger JP, Munzinger U. Test-retest reliability of the IDEEA system in the quantification of step parameters during walking and stair climbing. Clin Physiol Funct Imaging (2009) 29(4):271–6.10.1111/j.1475-097X.2009.00864.x
    1. Ermes M, Parkka J, Mantyjarvi J, Korhonen I. Detection of daily activities and sports with wearable sensors in controlled and uncontrolled conditions. IEEE Trans Inf Technol Biomed (2008) 12(1):20–6.10.1109/TITB.2007.899496
    1. Karantonis DM, Narayanan MR, Mathie M, Lovell NH, Celler BG. Implementation of a real-time human movement classifier using a triaxial accelerometer for ambulatory monitoring. IEEE Trans Inf Technol Biomed (2006) 10(1):156–67.10.1109/TITB.2005.856864
    1. Bonomi AG, Goris AH, Yin B, Westerterp KR. Detection of type, duration, and intensity of physical activity using an accelerometer. Med Sci Sports Exerc (2009) 41(9):1770–7.10.1249/MSS.0b013e3181a24536
    1. Bonomi AG, Plasqui G, Goris AH, Westerterp KR. Improving assessment of daily energy expenditure by identifying types of physical activity with a single accelerometer. J Appl Physiol (2009) 107(3):655–61.10.1152/japplphysiol.00150.2009
    1. Lyden K, Keadle SK, Staudenmayer J, Freedson PS. A method to estimate free-living active and sedentary behavior from an accelerometer. Med Sci Sports Exerc (2014) 46(2):386–97.10.1249/MSS.0b013e3182a42a2d
    1. Dannecker KL, Sazonova NA, Melanson EL, Sazonov ES, Browning RC. A comparison of energy expenditure estimation of several physical activity monitors. Med Sci Sports Exerc (2013) 45(11):2105–12.10.1249/MSS.0b013e318299d2eb
    1. Adam Noah J, Spierer DK, Gu J, Bronner S. Comparison of steps and energy expenditure assessment in adults of Fitbit Tracker and Ultra to the Actical and indirect calorimetry. J Med Eng Technol (2013) 37(7):456–62.10.3109/03091902.2013.831135
    1. Shephard RJ. Limits to the measurement of habitual physical activity by questionnaires. Br J Sports Med (2003) 37(3):197–206.10.1136/bjsm.37.3.197
    1. Van Remoortel H, Giavedoni S, Raste Y, Burtin C, Louvaris Z, Gimeno-Santos E, et al. . Validity of activity monitors in health and chronic disease: a systematic review. Int J Behav Nutr Phys Act (2012) 9:84.10.1186/1479-5868-9-84
    1. Van Remoortel H, Raste Y, Louvaris Z, Giavedoni S, Burtin C, Langer D, et al. Validity of six activity monitors in chronic obstructive pulmonary disease: a comparison with indirect calorimetry. PLoS One (2012) 7(6):e39198.10.1371/journal.pone.0039198
    1. Nielsen SB, Montgomery C, Kelly LA, Jackson DM, Reilly JJ. Energy intake variability in free-living young children. Arch Dis Child (2008) 93(11):971–3.10.1136/adc.2007.134486
    1. Troiano RP. Can there be a single best measure of reported physical activity? Am J Clin Nutr (2009) 89(3):736–710.3945/ajcn.2008.27461
    1. Bassett DR, Jr, Cureton AL, Ainsworth BE. Measurement of daily walking distance-questionnaire versus pedometer. Med Sci Sports Exerc (2000) 32(5):1018–23.10.1097/00005768-200005000-00021
    1. Levine JA. Non-exercise activity thermogenesis. Proc Nutr Soc (2003) 62(3):667–7910.1079/PNS2003281
    1. Spadano JL, Must A, Bandini LG, Dallal GE, Dietz WH. Energy cost of physical activities in 12-y-old girls: MET values and the influence of body weight. Int J Obes (2003) 27(12):1528–33.10.1038/sj.ijo.0802440
    1. Harrell JS, McMurray RG, Baggett CD, Pennell ML, Pearce PF, Bangdiwala SI. Energy costs of physical activities in children and adolescents. Med Sci Sports Exerc (2005) 37(2):329–36.10.1249/01.MSS.0000153115.33762.3F
    1. Ridley K, Ainsworth BE, Olds TS. Development of a compendium of energy expenditures for youth. Int J Behav Nutr Phys Act (2008) 5:45.10.1186/1479-5868-5-45
    1. Ellery CV, Weiler HA, Hazell TJ. Physical activity assessment tools for use in overweight and obese children. Int J Obes (2014) 38:1–10.10.1038/ijo.2013.125
    1. Corder K, Ekelund U, Steele RM, Wareham NJ, Brage S. Assessment of physical activity in youth. J Appl Physiol (2008) 105(3):977–8710.1152/japplphysiol.00094.2008
    1. Arvidsson D, Slinde F, Hulthen L. Physical activity questionnaire for adolescents validated against doubly labelled water. Eur J Clin Nutr (2005) 59(3):376–83.10.1038/sj.ejcn.1602084
    1. Slinde F, Arvidsson D, Sjoberg A, Rossander-Hulthen L. Minnesota leisure time activity questionnaire and doubly labeled water in adolescents. Med Sci Sports Exerc (2003) 35(11):1923–8.10.1249/01.MSS.0000093608.95629.85
    1. Janz KF, Lutuchy EM, Wenthe P, Levy SM. Measuring activity in children and adolescents using self-report: PAQ-C and PAQ-A. Med Sci Sports Exerc (2008) 40(4):767–72.10.1249/MSS.0b013e3181620ed1
    1. Philippaerts RM, Matton L, Wijndaele K, Balduck AL, De Bourdeaudhuij I, Lefevre J. Validity of a physical activity computer questionnaire in 12- to 18-year-old boys and girls. Int J Sports Med (2006) 27(2):131–6.10.1055/s-2005-837619
    1. Corder K, Brage S, Mattocks C, Ness A, Riddoch C, Wareham NJ, et al. Comparison of two methods to assess PAEE during six activities in children. Med Sci Sports Exerc (2007) 39(12):2180–8.10.1249/mss.0b013e318150dff8
    1. Ekelund U, Sjostrom M, Yngve A, Poortvliet E, Nilsson A, Froberg K, et al. Physical activity assessed by activity monitor and doubly labeled water in children. Med Sci Sports Exerc (2001) 33(2):275–81.10.1097/00005768-200102000-00017
    1. Patterson P. Reliability, validity, and methodological response to the assessment of physical activity via self-report. Res Q Exerc Sport (2000) 71(2 Suppl):S15–20.
    1. Neilson HK, Robson PJ, Friedenreich CM, Csizmadi I. Estimating activity energy expenditure: how valid are physical activity questionnaires? Am J Clin Nutr (2008) 87(2):279–91.
    1. Ridley K, Olds TS, Hill A. The multimedia activity recall for children and adolescents (MARCA): development and evaluation. Int J Behav Nutr Phys Act (2006) 3:10.10.1186/1479-5868-3-10
    1. Gomersall SR, Olds TS, Ridley K. Development and evaluation of an adult use-of-time instrument with an energy expenditure focus. J Sci Med Sport (2011) 14(2):143–8.10.1016/j.jsams.2010.08.006
    1. Foley L, Maddison R, Olds T, Ridley K. Self-report use-of-time tools for the assessment of physical activity and sedentary behaviour in young people: systematic review. Obes Rev (2012) 13(8):711–22.10.1111/j.1467-789X.2012.00993.x
    1. Welk GJ, Kim Y, Stanfill B, Osthus DA, Calabro AM, Nusser SM, et al. Validity of 24-h physical activity recall: physical activity measurement survey. Med Sci Sports Exerc (2014).10.1249/MSS.0000000000000314

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