A “Wearable” Test for Maximum Aerobic Power: Real-Time Analysis of a 60-m Sprint Performance and Heart Rate Off-Kinetics

Maximum aerobic power (V˙O2peak) as an indicator of body fitness is today a very well-known concept not just for athletes but also for the layman. Unfortunately, the accurate measurement of that variable has remained a complex and exhaustive laboratory procedure, which makes it inaccessible to many active people. In this paper we propose a quick estimate of it, mainly based on the heart rate off-kinetics immediately after an all-out 60-m sprint run. The design of this test took into account the recent availability of wrist wearable, heart band free, multi-sensor smart devices, which could also inertially detect the different phases of the sprint and check the distance run. 25 subjects undertook the 60-m test outdoor and a V˙O2peak test on the laboratory treadmill. Running average speed, HR excursion during the sprint and the time constant (τ) of HR exponential decay in the off-kinetics were fed into a multiple regression, with measured V˙O2peak as the dependent variable. Statistics revealed that within the investigated range (25–55 ml O2/(kg min)), despite a tendency to overestimate low values and underestimate high values, the three predictors confidently estimate individual V˙O2peak (R2 = 0.65, p < 0.001). The same analysis has been performed on a 5-s averaged time course of the same measured HR off-kinetics, as these are the most time resolved data for HR provided by many modern smart watches. Results indicate that despite of the substantial reduction in sample size, predicted V˙O2peak still explain 59% of the variability of the measured V˙O2peak.

[1]  Sexual dimorphism in heart rate recovery from peak exercise , 2017, European Journal of Applied Physiology.

[2]  S. Brickson,et al.  Short-Term Heart Rate Recovery is Related to Aerobic Fitness in Elite Intermittent Sport Athletes , 2017, Journal of strength and conditioning research.

[3]  Enhad A. Chowdhury,et al.  Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors , 2017, PloS one.

[4]  Dermot Phelan,et al.  Accuracy of Wrist-Worn Heart Rate Monitors , 2017, JAMA cardiology.

[5]  Are the oxygen uptake and heart rate off-kinetics influenced by the intensity of prior exercise? , 2016, Respiratory Physiology & Neurobiology.

[6]  U. Wisløff,et al.  Accuracy of Heart Rate Watches: Implications for Weight Management , 2016, PloS one.

[7]  Ki H. Chon,et al.  A Novel Time-Varying Spectral Filtering Algorithm for Reconstruction of Motion Artifact Corrupted Heart Rate Signals During Intense Physical Activities Using a Wearable Photoplethysmogram Sensor , 2015, Sensors.

[8]  Adrian Tarniceriu,et al.  Evaluation of the beat-to-beat detection accuracy of PulseOn wearable optical heart rate monitor , 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[9]  Zohn Rosen,et al.  Validation of photoplethysmography as a method to detect heart rate during rest and exercise , 2015, Journal of medical engineering & technology.

[10]  Maria S. Zakynthinaki,et al.  Modelling Heart Rate Kinetics , 2015, PloS one.

[11]  Arsenio Veicsteinas,et al.  Estimation of Maximal Oxygen Uptake via Submaximal Exercise Testing in Sports, Clinical, and Home Settings , 2013, Sports Medicine.

[12]  Victor L Kallen,et al.  A systematic review on heart-rate recovery to monitor changes in training status in athletes. , 2012, International journal of sports physiology and performance.

[13]  Sergej M Ostojic,et al.  Ultra short-term heart rate recovery after maximal exercise: relations to aerobic power in sportsmen. , 2011, The Chinese journal of physiology.

[14]  H. Rossiter,et al.  Exercise: Kinetic considerations for gas exchange. , 2010, Comprehensive Physiology.

[15]  F. Pompeu,et al.  [Equations for predicting aerobic power (VO(2)) of young Brazilian adults]. , 2010, Arquivos brasileiros de cardiologia.

[16]  R. Farrar,et al.  Prediction of Aerobic Capacity in Firefighters Using Submaximal Treadmill and Stairmill Protocols , 2010, Journal of strength and conditioning research.

[17]  S. Ostojić,et al.  Ultra short-term heart rate recovery after maximal exercise in continuous versus intermittent endurance athletes , 2009, European Journal of Applied Physiology.

[18]  S. Ahmaidi,et al.  Nocturnal heart rate variability following supramaximal intermittent exercise. , 2009, International journal of sports physiology and performance.

[19]  P. Laursen,et al.  Cardiac Autonomic Responses to Repeated Shuttle Sprints , 2009, International journal of sports medicine.

[20]  M. Lambert,et al.  Autonomic Control of Heart Rate during and after Exercise , 2008, Sports medicine.

[21]  H. Brunner-La Rocca,et al.  Impact of the exercise mode on heart rate recovery after maximal exercise , 2008, European Journal of Applied Physiology.

[22]  Len Kravitz,et al.  PREDICTION OF VO2MAX FROM AN INDIVIDUALIZED SUBMAXIMAL CYCLE ERGOMETER PROTOCOL , 2008 .

[23]  R. Lampert,et al.  Effect of acetylcholinesterase inhibition with pyridostigmine on cardiac parasympathetic function in sedentary adults and trained athletes. , 2007, American journal of physiology. Heart and circulatory physiology.

[24]  S. Ahmaidi,et al.  Parasympathetic reactivation after repeated sprint exercise. , 2007, American journal of physiology. Heart and circulatory physiology.

[25]  Gilbert W. Fellingham,et al.  Submaximal Treadmill Exercise Test to Predict VO2max in Fit Adults , 2007 .

[26]  J. Sugawara,et al.  Postexercise heart rate recovery accelerates in strength-trained athletes. , 2007, Medicine and science in sports and exercise.

[27]  R. Perini,et al.  Plasma norepinephrine and heart rate dynamics during recovery from submaximal exercise in man , 2006, European Journal of Applied Physiology and Occupational Physiology.

[28]  F. Giallauria,et al.  IMPROVEMENT OF HEART RATE RECOVERY AFTER EXERCISE TRAINING IN OLDER PEOPLE , 2005, Journal of the American Geriatrics Society.

[29]  D. Jacobs,et al.  A longitudinal study of physical activity and heart rate recovery: CARDIA, 1987-1993. , 2005, Medicine and science in sports and exercise.

[30]  David C. Poole,et al.  Oxygen Uptake Kinetics in Sport, Exercise and Medicine , 2005 .

[31]  Kevin Sykes,et al.  The Chester step test—a simple yet effective tool for the prediction of aerobic capacity , 2004 .

[32]  M. Pollock,et al.  Cross-Validation of the YMCA Submaximal Cycle Ergometer Test to Predict VO2max , 2004, Research quarterly for exercise and sport.

[33]  A. Gibson,et al.  Evaluation of a treadmill test for predicting the aerobic capacity of firefighters. , 2004, Occupational medicine.

[34]  Validation of a new method for estimating VO2max based on VO2 reserve. , 2004, Medicine and science in sports and exercise.

[35]  B. Dietrich Textbook of Work Physiology: Physiological Bases of Exercise , 2004 .

[36]  L. Golding,et al.  Predicting Maximum Oxygen Uptake from a Modified 3-Minute Step Test , 2003, Research quarterly for exercise and sport.

[37]  P. Freedson,et al.  Development and validation of a one-mile treadmill walk test to predict peak oxygen uptake in healthy adults ages 40 to 79 years. , 2002, Canadian journal of applied physiology = Revue canadienne de physiologie appliquee.

[38]  Jeffrey L. Alexander,et al.  Prediction of maximum oxygen consumption from walking, jogging, or running. , 2002, Research quarterly for exercise and sport.

[39]  J. Sugawara,et al.  Change in post-exercise vagal reactivation with exercise training and detraining in young men , 2001, European Journal of Applied Physiology.

[40]  Daniel C. Funk,et al.  Development of a Branching Submaximal Treadmill Test for Predicting Vo2max , 2001, Journal of strength and conditioning research.

[41]  P G Weyand,et al.  Ambulatory estimates of maximal aerobic power from foot -ground contact times and heart rates in running humans. , 2001, Journal of applied physiology.

[42]  M. S. Lee,et al.  Accuracy of Two Simple Methods for the Assessment of Health-Related Physical Fitness , 2001, Perceptual and motor skills.

[43]  K. Teh,et al.  A stair-climb test of cardiorespiratory fitness for Singapore. , 2000, Singapore medical journal.

[44]  C. Gornick,et al.  Heart rate recovery post-exercise as an index of parasympathetic activity. , 2000, Journal of the autonomic nervous system.

[45]  S. Petersen,et al.  Effects of endurance training on transient oxygen uptake responses in cyclists. , 1998, Journal of sports sciences.

[46]  I. Macdonald,et al.  Substrate availability limits human skeletal muscle oxidative ATP regeneration at the onset of ischemic exercise. , 1998, The Journal of clinical investigation.

[47]  D. Swain,et al.  Prediction of VO2peak from submaximal cycle ergometry using 50 versus 80 rpm. , 1997, Medicine and science in sports and exercise.

[48]  J. Hodgdon,et al.  Validity and reliability of a timed 5 km cycle ergometer ride to predict maximum oxygen uptake. , 1996, Physiological measurement.

[49]  M. Hori,et al.  Vagally mediated heart rate recovery after exercise is accelerated in athletes but blunted in patients with chronic heart failure. , 1994, Journal of the American College of Cardiology.

[50]  A. G. Fisher,et al.  VO2max estimation from a submaximal 1-mile track jog for fit college-age individuals. , 1993, Medicine and science in sports and exercise.

[51]  R. Hughson,et al.  Autonomic control of heart rate during exercise studied by heart rate variability spectral analysis. , 1991, Journal of applied physiology.

[52]  D. Bassett,et al.  Effects of age and training status on heart rate recovery after peak exercise. , 1988, The American journal of physiology.

[53]  P S Freedson,et al.  Estimation of VO2max from a one-mile track walk, gender, age, and body weight. , 1987, Medicine and science in sports and exercise.

[54]  R. Carleton,et al.  A simple, valid step test for estimating maximal oxygen uptake in epidemiologic studies. , 1985, American journal of epidemiology.

[55]  J. Holloszy,et al.  Faster adjustment to and recovery from submaximal exercise in the trained state. , 1980, Journal of applied physiology: respiratory, environmental and exercise physiology.

[56]  W. Winder,et al.  Disappearance of norepinephrine from the circulation following strenuous exercise. , 1979, Journal of applied physiology: respiratory, environmental and exercise physiology.

[57]  V. Heyward,et al.  Prediction of maximal oxygen uptake in boys, ages 7-15 years. , 1979, Medicine and science in sports.

[58]  R. Hickson,et al.  Faster adjustment of O2 uptake to the energy requirement of exercise in the trained state. , 1978, Journal of applied physiology: respiratory, environmental and exercise physiology.

[59]  M. Jetté,et al.  The Canadian Home Fitness Test as a predictor for aerobic capacity. , 1976, Canadian Medical Association journal.

[60]  E. L. Fox A simple, accurate technique for predicting maximal aerobic power. , 1973, Journal of applied physiology.