Assessment of free-living physical activity in humans: an overview of currently available and proposed new measures.

The number of physical activity measures and indexes used in the human literature is large and may result in some difficulty for the average investigator to choose the most appropriate measure. Accordingly, this review is intended to provide information on the utility and limitations of the various measures. Its primary focus is the objective assessment of free-living physical activity in humans based on physiological and biomechanical methods. The physical activity measures have been classified into three categories: Measures based on energy expenditure or oxygen uptake, such as activity energy expenditure, activity-related time equivalent, physical activity level, physical activity ratio, metabolic equivalent, and a new index of potential interest, daytime physical activity level. Measures based on heart rate monitoring, such as net heart rate, physical activity ratio heart rate, physical activity level heart rate, activity-related time equivalent, and daytime physical activity level heart rate. Measures based on whole-body accelerometry (counts/U time). Quantification of the velocity and duration of displacement in outdoor conditions by satellites using the Differential Global Positioning System may constitute a surrogate for physical activity, because walking is the primary activity of man in free-living conditions. A general outline of the measures and indexes described above is presented in tabular form, along with their respective definition, usual applications, advantages, and shortcomings. A practical example is given with typical values in obese and non-obese subjects. The various factors to be considered in the selection of physical activity methods include experimental goals, sample size, budget, cultural and social/environmental factors, physical burden for the subject, and statistical factors, such as accuracy and precision. It is concluded that no single current technique is able to quantify all aspects of physical activity under free-living conditions, requiring the use of complementary methods. In the future, physical activity sensors, which are of low-cost, small-sized, and convenient for subjects, investigators, and clinicians, are needed to reliably monitor, during extended periods in free-living situations, small changes in movements and grade as well as duration and intensity of typical physical activities.

[1]  A. Prentice,et al.  Energy expenditure from minute-by-minute heart-rate recording: comparison with indirect calorimetry. , 1988, The American journal of clinical nutrition.

[2]  G A Colditz,et al.  A prospective study of walking as compared with vigorous exercise in the prevention of coronary heart disease in women. , 1999, The New England journal of medicine.

[3]  A. Mokdad,et al.  The spread of the obesity epidemic in the United States, 1991-1998. , 1999, JAMA.

[4]  AE Black,et al.  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 , 2000, International Journal of Obesity.

[5]  Y Schutz,et al.  Physical activity assessment using a pedometer and its comparison with a questionnaire in a large population survey. , 1995, American journal of epidemiology.

[6]  R R Wing,et al.  Physical activity in the treatment of the adulthood overweight and obesity: current evidence and research issues. , 1999, Medicine and science in sports and exercise.

[7]  B E Ainsworth,et al.  Validity of four motion sensors in measuring moderate intensity physical activity. , 2000, Medicine and science in sports and exercise.

[8]  P S Freedson,et al.  Calibration of the Computer Science and Applications, Inc. accelerometer. , 1998, Medicine and science in sports and exercise.

[9]  J S Smith,et al.  Free-living energy expenditure of adult men assessed by continuous heart-rate monitoring and doubly-labelled water , 1997, British Journal of Nutrition.

[10]  Y Schutz,et al.  Assessment of speed of human locomotion using a differential satellite global positioning system. , 2000, Medicine and science in sports and exercise.

[11]  A M Prentice,et al.  Energy expenditure in overweight and obese adults in affluent societies: an analysis of 319 doubly-labelled water measurements. , 1996, European journal of clinical nutrition.

[12]  M. Livingstone,et al.  Heart-rate monitoring: the answer for assessing energy expenditure and physical activity in population studies? , 1997, British Journal of Nutrition.

[13]  M. Carroll,et al.  Overweight and obesity in the United States: prevalence and trends, 1960–1994 , 1998, International Journal of Obesity.

[14]  W. M. Sherman,et al.  Evaluation of a commercial accelerometer (Tritrac-R3 D) to measure energy expenditure during ambulation. , 1998, International journal of sports medicine.

[15]  A. Gardner,et al.  Physiological predictors of increasing total and central adiposity in aging men and women. , 1995, Archives of internal medicine.

[16]  B E Ainsworth,et al.  Evaluation of heart rate as a method for assessing moderate intensity physical activity. , 2000, Medicine and science in sports and exercise.

[17]  P. Freedson,et al.  Validity of accelerometry for the assessment of moderate intensity physical activity in the field. , 2000, Medicine and science in sports and exercise.

[18]  G R Hunter,et al.  Energy expenditure and free-living physical activity in black and white women: comparison before and after weight loss. , 2000, The American journal of clinical nutrition.

[19]  K R Westerterp,et al.  Assessment of physical activity level in relation to obesity: current evidence and research issues. , 1999, Medicine and science in sports and exercise.

[20]  A. Rissanen,et al.  Determinants of weight gain and overweight in adult Finns. , 1991, European journal of clinical nutrition.

[21]  Y Schutz,et al.  Daily energy expenditure in free-living conditions in obese and non-obese children: comparison of doubly labelled water (2H2(18)O) method and heart-rate monitoring. , 1995, International journal of obesity and related metabolic disorders : journal of the International Association for the Study of Obesity.

[22]  H. G. Westra,et al.  The validity of the use of heart rate in estimating oxygen consumption in static and in combined static/dynamic exercise. , 1989, Ergonomics.

[23]  J. D. Janssen,et al.  Assessment of energy expenditure for physical activity using a triaxial accelerometer. , 1994, Medicine and science in sports and exercise.

[24]  P. Vaccaro,et al.  Failure of target heart rate to accurately monitor intensity during aerobic dance. , 1987, Medicine and science in sports and exercise.

[25]  V L Katch,et al.  Use of the oxygen-body weight ratio in correlational analyses: spurious correlations and statistical considerations. , 1973, Medicine and science in sports.

[26]  G.A.L. Meijer,et al.  Methods to assess physical activity with special reference to motion sensors and accelerometers , 1991, IEEE Transactions on Biomedical Engineering.

[27]  E L Melanson,et al.  Overview of the determinants of overweight and obesity: current evidence and research issues. , 1999, Medicine and science in sports and exercise.

[28]  K R Westerterp,et al.  Alterations in energy balance with exercise. , 1998, The American journal of clinical nutrition.

[29]  M. McCrory,et al.  Between-day and within-day variability in the relation between heart rate and oxygen consumption: effect on the estimation of energy expenditure by heart-rate monitoring. , 1997, The American journal of clinical nutrition.

[30]  E F Wheeler,et al.  Prediction of daily energy expenditure from average pulse rate. , 1971, The American journal of clinical nutrition.

[31]  P S Freedson,et al.  Objective Monitoring of Physical Activity Using Motion Sensors and Heart Rate , 2000, Research quarterly for exercise and sport.

[32]  G R Hunter,et al.  Racial differences in energy expenditure and aerobic fitness in premenopausal women. , 2000, The American journal of clinical nutrition.

[33]  N. Day,et al.  Feasibility of heart-rate monitoring to estimate total level and pattern of energy expenditure in a population-based epidemiological study: the Ely young cohort feasibility study 1994–5 , 1997, British Journal of Nutrition.

[34]  B E Ainsworth,et al.  Compendium of physical activities: an update of activity codes and MET intensities. , 2000, Medicine and science in sports and exercise.

[35]  Paul Kelly,et al.  Genetic and Environmental Influences on Total-Body and Central Abdominal Fat: The Effect of Physical Activity in Female Twins , 1999, Annals of Internal Medicine.

[36]  W. P. T. James,et al.  Book Review: Human Energy Requirements: A Manual for Planners and Nutritionists , 1991 .

[37]  E. Ravussin,et al.  Daily energy expenditure in Mexican and USA Pima Indians: low physical activity as a possible cause of obesity , 2000, International Journal of Obesity.

[38]  Y Schutz,et al.  High-precision satellite positioning system as a new tool to study the biomechanics of human locomotion. , 2000, Journal of biomechanics.

[39]  J Kolanowski,et al.  Sociodemographic and nutritional determinants of obesity in Belgium , 1999, International Journal of Obesity.

[40]  G R Hunter,et al.  The etiology of obesity: relative contribution of metabolic factors, diet, and physical activity. , 1998, The American journal of medicine.

[41]  P Deurenberg,et al.  The assessment of 24-hour energy expenditure in elderly women by minute-by-minute heart rate monitoring. , 1997, Annals of nutrition & metabolism.

[42]  H J Montoye,et al.  Measurement of physical activity in population studies: a review. , 1984, Human biology.

[43]  A. H. Norris,et al.  Nutrient intakes and energy expenditure in men of different ages. , 1966, Journal of gerontology.

[44]  J M TANNER,et al.  Fallacy of per-weight and per-surface area standards, and their relation to spurious correlation. , 1949, Journal of applied physiology.

[45]  M. Jetté,et al.  Metabolic equivalents (METS) in exercise testing, exercise prescription, and evaluation of functional capacity , 1990, Clinical cardiology.

[46]  U. Ekelund,et al.  Total daily energy expenditure and pattern of physical activity measured by minute-by-minute heart rate monitoring in 14–15 year old Swedish adolescents , 2000, European Journal of Clinical Nutrition.

[47]  A M Prentice,et al.  Human energy expenditure in affluent societies: an analysis of 574 doubly-labelled water measurements. , 1996, European journal of clinical nutrition.

[48]  P S Freedson,et al.  Physical activity assessment: a review of methods. , 1996, Critical reviews in food science and nutrition.