Skip to main content
Top
Published in: Sports Medicine 5/2014

01-05-2014 | Review Article

Prediction of Maximal or Peak Oxygen Uptake from Ratings of Perceived Exertion

Authors: Jérémy B. Coquart, Murielle Garcin, Gaynor Parfitt, Claire Tourny-Chollet, Roger G. Eston

Published in: Sports Medicine | Issue 5/2014

Login to get access

Abstract

Maximal or peak oxygen uptake (\( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) and \( {\dot{\text{V}}\text{O}}_{2} {\text{peak}} \), respectively) are commonly measured during graded exercise tests (GXTs) to assess cardiorespiratory fitness (CRF), to prescribe exercise intensity and/or to evaluate the effects of training. However, direct measurement of CRF requires a GXT to volitional exhaustion, which may not always be well accepted by athletes or which should be avoided in some clinical populations. Consequently, numerous studies have proposed various sub-maximal exercise tests to predict \( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) or \( {\dot{\text{V}}\text{O}}_{2} {\text{peak}} \). Because of the strong link between ratings of perceived exertion (RPE) and oxygen uptake ( \( {\dot{\text{V}}\text{O}}_{2} \)), it has been proposed that the individual relationship between RPE and \( {\dot{\text{V}}\text{O}}_{2} \) (RPE:\( {\dot{\text{V}}\text{O}}_{2} \)) can be used to predict \( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) (or \( {\dot{\text{V}}\text{O}}_{2} {\text{peak}} \)) from data measured during submaximal exercise tests. To predict \( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) or \( {\dot{\text{V}}\text{O}}_{2} {\text{peak}} \) from these linear regressions, two procedures may be identified: an estimation procedure or a production procedure. The estimation procedure is a passive process in which the individual is typically asked to rate how hard an exercise bout feels according to the RPE scale during each stage of a submaximal GXT. The production procedure is an active process in which the individual is asked to self-regulate and maintain an exercise intensity corresponding to a prescribed RPE. This procedure is referred to as a perceptually regulated exercise test (PRET). Recently, prediction of \( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) or \( {\dot{\text{V}}\text{O}}_{2} {\text{peak}} \) from RPE:\( {\dot{\text{V}}\text{O}}_{2} \) measured during both GXT and PRET has received growing interest. A number of studies have tested the validity, reliability and sensitivity of predicted \( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) or \( {\dot{\text{V}}\text{O}}_{2} {\text{peak}} \) from RPE:\( {\dot{\text{V}}\text{O}}_{2} \) extrapolated to the theoretical \( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) at RPE20 (or RPE19). This review summarizes studies that have used this predictive method during submaximal estimation or production procedures in various populations (i.e. sedentary individuals, athletes and pathological populations). The accuracy of the methods is discussed according to the RPE:\( {\dot{\text{V}}\text{O}}_{2} \) range used to plot the linear regression (e.g. RPE9–13 versus RPE9–15 versus RPE9–17 during PRET), as well as the perceptual endpoint used for the extrapolation (i.e. RPE19 and RPE20). The \( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) or \( {\dot{\text{V}}\text{O}}_{2} {\text{peak}} \) predictions from RPE:\( {\dot{\text{V}}\text{O}}_{2} \) are also compared with heart rate-related predictive methods. This review suggests that \( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) (or \( {\dot{\text{V}}\text{O}}_{2} {\text{peak}} \)) may be predicted from RPE:\( {\dot{\text{V}}\text{O}}_{2} \) extrapolated to the theoretical \( {\dot{\text{V}}\text{O}}_{2} { \hbox{max} } \) (or \( {\dot{\text{V}}\text{O}}_{2} {\text{peak}} \)) at RPE20 (or RPE19). However, it is generally preferable to (1) extrapolate RPE:\( {\dot{\text{V}}\text{O}}_{2} \) to RPE19 (rather than RPE20); (2) use wider RPE ranges (e.g. RPE ≤ 17 or RPE9–17) in order to increase the accuracy of the predictions; and (3) use RPE ≤ 15 or RPE9–15 in order to reduce the risk of cardiovascular complications in clinical populations.
Literature
1.
go back to reference Åstrand PO, Rodahl K, Dahl HA, Stromme SB. Textbook of work physiology: physiological bases of exercise. 4th ed. Champaign: Human Kinetics; 2003. Åstrand PO, Rodahl K, Dahl HA, Stromme SB. Textbook of work physiology: physiological bases of exercise. 4th ed. Champaign: Human Kinetics; 2003.
2.
go back to reference Howley ET, Bassett DR, Welch HG. Criteria for maximal oxygen uptake: review and commentary. Med Sci Sports Exerc. 1995;27(9):1292–301.CrossRefPubMed Howley ET, Bassett DR, Welch HG. Criteria for maximal oxygen uptake: review and commentary. Med Sci Sports Exerc. 1995;27(9):1292–301.CrossRefPubMed
3.
go back to reference Wilmore JH, Costill DL. Metabolism, energy, and the basic energy systems. In: Wilmore JH, Costill DL, editors. Physiology of sport and exercise. 3rd ed. Champaign: Human Kinetics; 2004. Wilmore JH, Costill DL. Metabolism, energy, and the basic energy systems. In: Wilmore JH, Costill DL, editors. Physiology of sport and exercise. 3rd ed. Champaign: Human Kinetics; 2004.
4.
go back to reference American College of Sports Medicine. General principles of exercise prescription. In: American College of Sports Medicine, editor. ACSM’s guidelines for exercise testing and prescription. 6th ed. Philadelphia: Lippincott Williams and Wilkins; 2000. p. 137–64. American College of Sports Medicine. General principles of exercise prescription. In: American College of Sports Medicine, editor. ACSM’s guidelines for exercise testing and prescription. 6th ed. Philadelphia: Lippincott Williams and Wilkins; 2000. p. 137–64.
5.
go back to reference Vandewalle H. Oxygen uptake and maximal oxygen uptake: interests and limits of their measurements. Ann Readapt Med Phys. 2004;47(6):243–57.CrossRefPubMed Vandewalle H. Oxygen uptake and maximal oxygen uptake: interests and limits of their measurements. Ann Readapt Med Phys. 2004;47(6):243–57.CrossRefPubMed
7.
go back to reference Lamberts RP, Swart J, Woolrich RW, Noakes TD, Lambert MI. Measurement error associated with performance testing in well-trained cyclists: application to the precision of monitoring changes in training status. Int Sport Med J. 2009;10(1):33–44. Lamberts RP, Swart J, Woolrich RW, Noakes TD, Lambert MI. Measurement error associated with performance testing in well-trained cyclists: application to the precision of monitoring changes in training status. Int Sport Med J. 2009;10(1):33–44.
8.
go back to reference Coquart JB, Eston R, Nycz M, Grosbois J-M, Garcin M. Estimation of maximal oxygen uptake from ratings of perceived exertion elicited during sub-maximal tests in competitive cyclists. Arch Sci Med. 2012;171(2):165–72. Coquart JB, Eston R, Nycz M, Grosbois J-M, Garcin M. Estimation of maximal oxygen uptake from ratings of perceived exertion elicited during sub-maximal tests in competitive cyclists. Arch Sci Med. 2012;171(2):165–72.
9.
go back to reference Sassi A, Marcora SM, Rampinini E, Mognoni P, Impellizzeri FM. Prediction of time to exhaustion from blood lactate response during submaximal exercise in competitive cyclists. Eur J Appl Physiol. 2006;97(2):174–80.CrossRefPubMed Sassi A, Marcora SM, Rampinini E, Mognoni P, Impellizzeri FM. Prediction of time to exhaustion from blood lactate response during submaximal exercise in competitive cyclists. Eur J Appl Physiol. 2006;97(2):174–80.CrossRefPubMed
10.
go back to reference Noonan V, Dean E. Submaximal exercise testing: clinical application and interpretation. Phys Ther. 2000;80(8):782–807.PubMed Noonan V, Dean E. Submaximal exercise testing: clinical application and interpretation. Phys Ther. 2000;80(8):782–807.PubMed
11.
go back to reference Åstrand PO, Ryhming I. A nomogram for calculation of aerobic capacity (physical fitness) from pulse rate during sub-maximal work. J Appl Physiol. 1954;7(2):218–21.PubMed Åstrand PO, Ryhming I. A nomogram for calculation of aerobic capacity (physical fitness) from pulse rate during sub-maximal work. J Appl Physiol. 1954;7(2):218–21.PubMed
12.
go back to reference Borel B, Fabre C, Saison S, Bart F, Grosbois JM. An original field evaluation test for chronic obstructive pulmonary disease population: the six-minute stepper test. Clin Rehabil. 2010;24(1):82–93.CrossRefPubMed Borel B, Fabre C, Saison S, Bart F, Grosbois JM. An original field evaluation test for chronic obstructive pulmonary disease population: the six-minute stepper test. Clin Rehabil. 2010;24(1):82–93.CrossRefPubMed
13.
go back to reference Lamberts RP, Swart J, Noakes TD, Lambert MI. A novel submaximal cycle test to monitor fatigue and predict cycling performance. Br J Sports Med. 2011;54:797–804.CrossRef Lamberts RP, Swart J, Noakes TD, Lambert MI. A novel submaximal cycle test to monitor fatigue and predict cycling performance. Br J Sports Med. 2011;54:797–804.CrossRef
14.
go back to reference Sartor F, Vernillo G, de Morree HM, Bonomi AG, La Torre A, Kubis HP, et al. Estimation of maximal oxygen uptake via submaximal exercise testing in sports, clinical, and home settings. Sports Med. 2013;43(9):865–73.CrossRefPubMed Sartor F, Vernillo G, de Morree HM, Bonomi AG, La Torre A, Kubis HP, et al. Estimation of maximal oxygen uptake via submaximal exercise testing in sports, clinical, and home settings. Sports Med. 2013;43(9):865–73.CrossRefPubMed
15.
go back to reference Billat V, Lopes P. Indirect methods for estimation of aerobic power. In: Maud PJ, Foster C, editors. Physiological assessment of human fitness. Champaign: Human Kinetics; 2006. p. 19–38. Billat V, Lopes P. Indirect methods for estimation of aerobic power. In: Maud PJ, Foster C, editors. Physiological assessment of human fitness. Champaign: Human Kinetics; 2006. p. 19–38.
16.
go back to reference Tanaka H, Monahan KD, Seals DR. Age-predicted maximal heart rate revisited. J Am Coll Cardiol. 2001;37(1):153–6.CrossRefPubMed Tanaka H, Monahan KD, Seals DR. Age-predicted maximal heart rate revisited. J Am Coll Cardiol. 2001;37(1):153–6.CrossRefPubMed
17.
go back to reference Robergs RA, Landwehr R. The surprising history of the “HRmax = 220 − age” equation. JEP Online. 2002;5(2):1–10. Robergs RA, Landwehr R. The surprising history of the “HRmax = 220 − age” equation. JEP Online. 2002;5(2):1–10.
18.
go back to reference Galloway SD, Maughan RJ. Effects of ambient temperature on the capacity to perform prolonged cycle exercise in man. Med Sci Sports Exerc. 1997;29(9):1240–9.CrossRefPubMed Galloway SD, Maughan RJ. Effects of ambient temperature on the capacity to perform prolonged cycle exercise in man. Med Sci Sports Exerc. 1997;29(9):1240–9.CrossRefPubMed
19.
go back to reference Palatini P, Benetos A, Julius S. Impact of increased heart rate on clinical outcomes in hypertension: implications for antihypertensive drug therapy. Drugs. 2006;66(2):133–44.CrossRefPubMed Palatini P, Benetos A, Julius S. Impact of increased heart rate on clinical outcomes in hypertension: implications for antihypertensive drug therapy. Drugs. 2006;66(2):133–44.CrossRefPubMed
20.
go back to reference Eston R, Connolly D. The use of ratings of perceived exertion for exercise prescription in patients receiving beta-blocker therapy. Sports Med. 1996;21(3):176–90.CrossRefPubMed Eston R, Connolly D. The use of ratings of perceived exertion for exercise prescription in patients receiving beta-blocker therapy. Sports Med. 1996;21(3):176–90.CrossRefPubMed
21.
22.
go back to reference Faulkner J, Eston R. Perceived exertion research in the 21st century: developments, reflections and questions for the future. J Exerc Sci Fit. 2008;6(1):1–14. Faulkner J, Eston R. Perceived exertion research in the 21st century: developments, reflections and questions for the future. J Exerc Sci Fit. 2008;6(1):1–14.
23.
go back to reference Noble BJ, Robertson RJ. Perceived exertion. Champaign: Human Kinetics; 1996. Noble BJ, Robertson RJ. Perceived exertion. Champaign: Human Kinetics; 1996.
24.
go back to reference Eston R. Use of ratings of perceived exertion in sports. Int J Sports Physiol Perf. 2012;7(2):175–82. Eston R. Use of ratings of perceived exertion in sports. Int J Sports Physiol Perf. 2012;7(2):175–82.
25.
go back to reference Borg G. Perceived exertion as an indicator of somatic stress. Scand J Rehabil Med. 1970;2(2):92–8.PubMed Borg G. Perceived exertion as an indicator of somatic stress. Scand J Rehabil Med. 1970;2(2):92–8.PubMed
26.
go back to reference Borg G. Borg’s perceived exertion and pain scales. Champaign: Human Kinetics; 1998. Borg G. Borg’s perceived exertion and pain scales. Champaign: Human Kinetics; 1998.
27.
go back to reference Borg G. The Borg RPE scale. In: Borg G, editor. Borg’s perceived exertion and pain scales. Champaign: Human Kinetics; 1998. p. 29–38. Borg G. The Borg RPE scale. In: Borg G, editor. Borg’s perceived exertion and pain scales. Champaign: Human Kinetics; 1998. p. 29–38.
28.
go back to reference Chen MJ, Fan X, Moe ST. Criterion-related validity of the Borg ratings of perceived exertion scale in healthy individuals: a meta-analysis. J Sports Sci. 2002;20(11):873–99.CrossRefPubMed Chen MJ, Fan X, Moe ST. Criterion-related validity of the Borg ratings of perceived exertion scale in healthy individuals: a meta-analysis. J Sports Sci. 2002;20(11):873–99.CrossRefPubMed
29.
go back to reference Coquart JB, Legrand R, Robin S, Duhamel A, Matran R, Garcin M. Influence of successive bouts of fatiguing exercise on perceptual and physiological markers during an incremental exercise test. Psychophysiology. 2009;46(1):209–16.CrossRefPubMed Coquart JB, Legrand R, Robin S, Duhamel A, Matran R, Garcin M. Influence of successive bouts of fatiguing exercise on perceptual and physiological markers during an incremental exercise test. Psychophysiology. 2009;46(1):209–16.CrossRefPubMed
31.
go back to reference Eston RG, Davies BL, Williams JG. Use of perceived effort ratings to control exercise intensity in young healthy adults. Eur J Appl Physiol Occup Physiol. 1987;56(2):222–4.CrossRefPubMed Eston RG, Davies BL, Williams JG. Use of perceived effort ratings to control exercise intensity in young healthy adults. Eur J Appl Physiol Occup Physiol. 1987;56(2):222–4.CrossRefPubMed
32.
go back to reference Pfeiffer KA, Pivarnik JM, Womack CJ, Reeves MJ, Malina RM. Reliability and validity of the Borg and OMNI rating of perceived exertion scales in adolescent girls. Med Sci Sports Exerc. 2002;34(12):2057–61.CrossRefPubMed Pfeiffer KA, Pivarnik JM, Womack CJ, Reeves MJ, Malina RM. Reliability and validity of the Borg and OMNI rating of perceived exertion scales in adolescent girls. Med Sci Sports Exerc. 2002;34(12):2057–61.CrossRefPubMed
33.
go back to reference Ainsworth BE, McMurray RG, Veazey SK. Prediction of peak oxygen uptake from submaximal exercise tests in older men and women. J Aging Phys Activ. 1997;5:27–38. Ainsworth BE, McMurray RG, Veazey SK. Prediction of peak oxygen uptake from submaximal exercise tests in older men and women. J Aging Phys Activ. 1997;5:27–38.
34.
go back to reference Eston R, Faulkner J, Clair Gibson A, Noakes T, Parfitt G. The effect of antecedent fatiguing activity on the relationship between perceived exertion and physiological activity during a constant load exercise task. Psychophysiology. 2007;44(5):779–86.CrossRefPubMed Eston R, Faulkner J, Clair Gibson A, Noakes T, Parfitt G. The effect of antecedent fatiguing activity on the relationship between perceived exertion and physiological activity during a constant load exercise task. Psychophysiology. 2007;44(5):779–86.CrossRefPubMed
35.
go back to reference Ceci R, Hassmen P. Self-monitored exercise at three different RPE intensities in treadmill vs field running. Med Sci Sports Exerc. 1991;23(6):732–8.CrossRefPubMed Ceci R, Hassmen P. Self-monitored exercise at three different RPE intensities in treadmill vs field running. Med Sci Sports Exerc. 1991;23(6):732–8.CrossRefPubMed
36.
go back to reference Dishman RK. Prescribing exercise intensity for healthy adults using perceived exertion. Med Sci Sports Exerc. 1994;26(9):1087–94.CrossRefPubMed Dishman RK. Prescribing exercise intensity for healthy adults using perceived exertion. Med Sci Sports Exerc. 1994;26(9):1087–94.CrossRefPubMed
37.
go back to reference Eston RG, Lamb KL, Parfitt G, King N. The validity of predicting maximal oxygen uptake from a perceptually-regulated graded exercise test. Eur J Appl Physiol. 2005;94(3):221–7.CrossRefPubMed Eston RG, Lamb KL, Parfitt G, King N. The validity of predicting maximal oxygen uptake from a perceptually-regulated graded exercise test. Eur J Appl Physiol. 2005;94(3):221–7.CrossRefPubMed
38.
go back to reference Eston RG, Thompson M. Use of ratings of perceived exertion for predicting maximal work rate and prescribing exercise intensity in patients taking atenolol. Br J Sports Med. 1997;31(2):114–9.CrossRefPubMedCentralPubMed Eston RG, Thompson M. Use of ratings of perceived exertion for predicting maximal work rate and prescribing exercise intensity in patients taking atenolol. Br J Sports Med. 1997;31(2):114–9.CrossRefPubMedCentralPubMed
39.
go back to reference Eston RG, Faulkner JA, Mason EA, Parfitt G. The validity of predicting maximal oxygen uptake from perceptually regulated graded exercise tests of different durations. Eur J Appl Physiol. 2006;97(5):535–41.CrossRefPubMed Eston RG, Faulkner JA, Mason EA, Parfitt G. The validity of predicting maximal oxygen uptake from perceptually regulated graded exercise tests of different durations. Eur J Appl Physiol. 2006;97(5):535–41.CrossRefPubMed
40.
go back to reference Al-Rahamneh HQ, Eston RG. Prediction of peak oxygen consumption from the ratings of perceived exertion during a graded exercise test and ramp exercise test in able-bodied participants and paraplegic persons. Arch Phys Med Rehabil. 2011;92(2):277–83.CrossRefPubMed Al-Rahamneh HQ, Eston RG. Prediction of peak oxygen consumption from the ratings of perceived exertion during a graded exercise test and ramp exercise test in able-bodied participants and paraplegic persons. Arch Phys Med Rehabil. 2011;92(2):277–83.CrossRefPubMed
41.
go back to reference Al-Rahamneh HQ, Faulkner JA, Byrne C, Eston RG. Prediction of peak oxygen uptake from ratings of perceived exertion during arm exercise in able-bodied and persons with poliomyelitis. Spinal Cord. 2011;49(1):131–5.CrossRefPubMed Al-Rahamneh HQ, Faulkner JA, Byrne C, Eston RG. Prediction of peak oxygen uptake from ratings of perceived exertion during arm exercise in able-bodied and persons with poliomyelitis. Spinal Cord. 2011;49(1):131–5.CrossRefPubMed
42.
go back to reference Coquart JB, Garcin M, Grosbois J-M, Wibaux F, Dubart A-E, Lemaire C. Estimation de la consommation pic d’oxygène par la perception de l’effort chez des patients obèses et diabétiques de type 2. Obésité. 2011;6(1):98–104.CrossRef Coquart JB, Garcin M, Grosbois J-M, Wibaux F, Dubart A-E, Lemaire C. Estimation de la consommation pic d’oxygène par la perception de l’effort chez des patients obèses et diabétiques de type 2. Obésité. 2011;6(1):98–104.CrossRef
43.
go back to reference Coquart JB, Lemaire C, Dubart AE, Douillard C, Luttenbacher DP, Wibaux F, et al. Prediction of peak oxygen uptake from sub-maximal ratings of perceived exertion elicited during a graded exercise test in obese women. Psychophysiology. 2009;46(6):1150–3.CrossRefPubMed Coquart JB, Lemaire C, Dubart AE, Douillard C, Luttenbacher DP, Wibaux F, et al. Prediction of peak oxygen uptake from sub-maximal ratings of perceived exertion elicited during a graded exercise test in obese women. Psychophysiology. 2009;46(6):1150–3.CrossRefPubMed
44.
go back to reference Faulkner J, Eston R. Overall and peripheral ratings of perceived exertion during a graded exercise test to volitional exhaustion in individuals of high and low fitness. Eur J Appl Physiol. 2007;101(5):613–20.CrossRefPubMed Faulkner J, Eston R. Overall and peripheral ratings of perceived exertion during a graded exercise test to volitional exhaustion in individuals of high and low fitness. Eur J Appl Physiol. 2007;101(5):613–20.CrossRefPubMed
45.
go back to reference Lambrick DM, Faulkner JA, Rowlands AV, Eston RG. Prediction of maximal oxygen uptake from submaximal ratings of perceived exertion and heart rate during a continuous exercise test: the efficacy of RPE 13. Eur J Appl Physiol. 2009;107(1):1–9.CrossRefPubMed Lambrick DM, Faulkner JA, Rowlands AV, Eston RG. Prediction of maximal oxygen uptake from submaximal ratings of perceived exertion and heart rate during a continuous exercise test: the efficacy of RPE 13. Eur J Appl Physiol. 2009;107(1):1–9.CrossRefPubMed
46.
go back to reference Jones AM, Vanhatalo AT, Doust JH. Aerobic exercise performance. In: Eston RG, Reilly T, editors. Kinanthropometry and exercise physiology laboratory manual: tests, procedures and data. London: Routledge; 2009. p. 237–70. Jones AM, Vanhatalo AT, Doust JH. Aerobic exercise performance. In: Eston RG, Reilly T, editors. Kinanthropometry and exercise physiology laboratory manual: tests, procedures and data. London: Routledge; 2009. p. 237–70.
47.
go back to reference St Clair Gibson A, Lambert MI, Hawley JA, Broomhead SA, Noakes TD. Measurement of maximal oxygen uptake from two different laboratory protocols in runners and squash players. Med Sci Sports Exerc. 1999;31(8):1226–9. St Clair Gibson A, Lambert MI, Hawley JA, Broomhead SA, Noakes TD. Measurement of maximal oxygen uptake from two different laboratory protocols in runners and squash players. Med Sci Sports Exerc. 1999;31(8):1226–9.
48.
go back to reference Bolgar MR, Baker CE, Goss FL, Nagle E, Robertson RJ. Effect of exercise intensity on differentiated and undifferentiated ratings of perceived exertion during cycle and treadmill exercise in recreationally active and trained women. J Sports Sci Med. 2010;9:557–63.PubMedCentralPubMed Bolgar MR, Baker CE, Goss FL, Nagle E, Robertson RJ. Effect of exercise intensity on differentiated and undifferentiated ratings of perceived exertion during cycle and treadmill exercise in recreationally active and trained women. J Sports Sci Med. 2010;9:557–63.PubMedCentralPubMed
49.
go back to reference Green JM, Crews TR, Bosak AM, Peveler WW. Overall and differentiated ratings of perceived exertion at the respiratory compensation threshold: effects of gender and mode. Eur J Appl Physiol. 2003;89(5):445–50.CrossRefPubMed Green JM, Crews TR, Bosak AM, Peveler WW. Overall and differentiated ratings of perceived exertion at the respiratory compensation threshold: effects of gender and mode. Eur J Appl Physiol. 2003;89(5):445–50.CrossRefPubMed
51.
go back to reference Golding LA. Fitness testing and assessment manual. 4th ed. Champaign: Human Kinetics; 2000. Golding LA. Fitness testing and assessment manual. 4th ed. Champaign: Human Kinetics; 2000.
52.
go back to reference Coquart JB, Tourny-Chollet C, Lemaitre F, Lemaire C, Grosbois JM, Garcin M. Relevance of the measure of perceived exertion for the rehabilitation of obese patients. Ann Phys Rehabil Med. 2012;55(9–10):623–40.CrossRefPubMed Coquart JB, Tourny-Chollet C, Lemaitre F, Lemaire C, Grosbois JM, Garcin M. Relevance of the measure of perceived exertion for the rehabilitation of obese patients. Ann Phys Rehabil Med. 2012;55(9–10):623–40.CrossRefPubMed
53.
go back to reference Noble BJ, Robertson RJ. The role of RPE in graded exercise testing. In: Noble BJ, Robertson RJ, editors. Perceived exertion. Champaign: Human Kinetics; 1996. p. 215–55. Noble BJ, Robertson RJ. The role of RPE in graded exercise testing. In: Noble BJ, Robertson RJ, editors. Perceived exertion. Champaign: Human Kinetics; 1996. p. 215–55.
54.
go back to reference Gellish RL, Goslin BR, Olson RE, McDonald A, Russi GD, Moudgil VK. Longitudinal modeling of the relationship between age and maximal heart rate. Med Sci Sports Exerc. 2007;39(5):822–9.CrossRefPubMed Gellish RL, Goslin BR, Olson RE, McDonald A, Russi GD, Moudgil VK. Longitudinal modeling of the relationship between age and maximal heart rate. Med Sci Sports Exerc. 2007;39(5):822–9.CrossRefPubMed
55.
go back to reference Faulkner JA, Lambrick D, Parfitt G, Rowlands AV, Eston RG. Prediction of maximal oxygen uptake from the Åstrand–Ryhming nomogram and ratings of perceived exertion. In: Atkinson G, Reilly T, editors. Contemporary sport, leisure and ergonomics. London: Routledge; 2009. p. 197–214. Faulkner JA, Lambrick D, Parfitt G, Rowlands AV, Eston RG. Prediction of maximal oxygen uptake from the Åstrand–Ryhming nomogram and ratings of perceived exertion. In: Atkinson G, Reilly T, editors. Contemporary sport, leisure and ergonomics. London: Routledge; 2009. p. 197–214.
56.
go back to reference Zwiren LD, Freedson PS, Ward A, Wilke S, Rippe JM. Estimation of VO2max: a comparative analysis of five exercise tests. Res Q Exerc Sport. 1991;62(1):73–8.CrossRefPubMed Zwiren LD, Freedson PS, Ward A, Wilke S, Rippe JM. Estimation of VO2max: a comparative analysis of five exercise tests. Res Q Exerc Sport. 1991;62(1):73–8.CrossRefPubMed
57.
go back to reference Currell K, Jeukendrup AE. Validity, reliability and sensitivity of measures of sporting performance. Sports Med. 2008;38(4):297–316.CrossRefPubMed Currell K, Jeukendrup AE. Validity, reliability and sensitivity of measures of sporting performance. Sports Med. 2008;38(4):297–316.CrossRefPubMed
59.
go back to reference Davies RC, Rowlands AV, Eston RG. The prediction of maximal oxygen uptake from submaximal ratings of perceived exertion elicited during the multistage fitness test. Br J Sports Med. 2008;42(12):1006–10.CrossRefPubMed Davies RC, Rowlands AV, Eston RG. The prediction of maximal oxygen uptake from submaximal ratings of perceived exertion elicited during the multistage fitness test. Br J Sports Med. 2008;42(12):1006–10.CrossRefPubMed
60.
go back to reference Brewer J, Ramsbottom R, Williams C. Multistage fitness test: a progressive shuttle-run test for the prediction of maximum oxygen uptake. Leeds: National Coaching Foundation; 1988. Brewer J, Ramsbottom R, Williams C. Multistage fitness test: a progressive shuttle-run test for the prediction of maximum oxygen uptake. Leeds: National Coaching Foundation; 1988.
61.
go back to reference Balke B, Ware RW. An experimental study of physical fitness of Air Force personnel. U S Armed Forces Med J. 1959;10(6):675–88.PubMed Balke B, Ware RW. An experimental study of physical fitness of Air Force personnel. U S Armed Forces Med J. 1959;10(6):675–88.PubMed
62.
go back to reference Smith EL, Gilligan C. Physical activity prescription for the older adult. Phys Sports Med. 1983;11:91–101. Smith EL, Gilligan C. Physical activity prescription for the older adult. Phys Sports Med. 1983;11:91–101.
63.
go back to reference Amundsen LR, DeVahl JM, Ellingham CT. Evaluation of a group exercise program for elderly women. Phys Ther. 1989;69(6):475–83.PubMed Amundsen LR, DeVahl JM, Ellingham CT. Evaluation of a group exercise program for elderly women. Phys Ther. 1989;69(6):475–83.PubMed
64.
go back to reference Hampson DB, St Clair Gibson A, Lambert MI, Noakes TD. The influence of sensory cues on the perception of exertion during exercise and central regulation of exercise performance. Sports Med. 2001;31(13):935–52.CrossRefPubMed Hampson DB, St Clair Gibson A, Lambert MI, Noakes TD. The influence of sensory cues on the perception of exertion during exercise and central regulation of exercise performance. Sports Med. 2001;31(13):935–52.CrossRefPubMed
65.
go back to reference Williams JG, Eston RG. Determination of the intensity dimension in vigorous exercise programmes with particular reference to the use of the rating of perceived exertion. Sports Med. 1989;8(3):177–89.CrossRefPubMed Williams JG, Eston RG. Determination of the intensity dimension in vigorous exercise programmes with particular reference to the use of the rating of perceived exertion. Sports Med. 1989;8(3):177–89.CrossRefPubMed
66.
go back to reference Dunbar CC, Robertson RJ, Baun R, Blandin MF, Metz K, Burdett R, et al. The validity of regulating exercise intensity by ratings of perceived exertion. Med Sci Sports Exerc. 1992;24(1):94–9.CrossRefPubMed Dunbar CC, Robertson RJ, Baun R, Blandin MF, Metz K, Burdett R, et al. The validity of regulating exercise intensity by ratings of perceived exertion. Med Sci Sports Exerc. 1992;24(1):94–9.CrossRefPubMed
67.
go back to reference Parfitt G, Evans H, Eston R. Perceptually regulated training at RPE13 is pleasant and improves physical health. Med Sci Sports Exerc. 2012;44(8):1613–8.CrossRefPubMed Parfitt G, Evans H, Eston R. Perceptually regulated training at RPE13 is pleasant and improves physical health. Med Sci Sports Exerc. 2012;44(8):1613–8.CrossRefPubMed
68.
go back to reference Buckley JP, Eston RG, Sim J. Ratings of perceived exertion in Braille: validity and reliability in production mode. Br J Sports Med. 2000;34(4):297–302.CrossRefPubMedCentralPubMed Buckley JP, Eston RG, Sim J. Ratings of perceived exertion in Braille: validity and reliability in production mode. Br J Sports Med. 2000;34(4):297–302.CrossRefPubMedCentralPubMed
70.
go back to reference Parfitt G, Eston R, Connolly D. Psychological affect at different ratings of perceived exertion in high- and low-active women: a study using a production protocol. Percept Mot Skills. 1996;82(3 Pt 1):1035–42.CrossRefPubMed Parfitt G, Eston R, Connolly D. Psychological affect at different ratings of perceived exertion in high- and low-active women: a study using a production protocol. Percept Mot Skills. 1996;82(3 Pt 1):1035–42.CrossRefPubMed
71.
go back to reference Goosey-Tolfrey V, Lenton J, Goddard J, Oldfield V, Tolfrey K, Eston R. Regulating intensity using perceived exertion in spinal cord-injured participants. Med Sci Sports Exerc. 2010;42(3):608–13.CrossRefPubMed Goosey-Tolfrey V, Lenton J, Goddard J, Oldfield V, Tolfrey K, Eston R. Regulating intensity using perceived exertion in spinal cord-injured participants. Med Sci Sports Exerc. 2010;42(3):608–13.CrossRefPubMed
72.
go back to reference Paulson TA, Bishop NC, Eston RG, Goosey-Tolfrey VL. Differentiated perceived exertion and self-regulated wheelchair exercise. Arch Phys Med Rehabil. 2013;94(11):2269–76. Paulson TA, Bishop NC, Eston RG, Goosey-Tolfrey VL. Differentiated perceived exertion and self-regulated wheelchair exercise. Arch Phys Med Rehabil. 2013;94(11):2269–76.
73.
go back to reference Paulson TA, Bishop NC, Leicht CA, Goosey-Tolfrey VL. Perceived exertion as a tool to self-regulate exercise in individuals with tetraplegia. Eur J Appl Physiol. 2013;113(1):201–9.CrossRefPubMed Paulson TA, Bishop NC, Leicht CA, Goosey-Tolfrey VL. Perceived exertion as a tool to self-regulate exercise in individuals with tetraplegia. Eur J Appl Physiol. 2013;113(1):201–9.CrossRefPubMed
74.
go back to reference Kang J, Chaloupka EC, Mastrangelo MA, Donnelly MS, Martz WP, Robertson RJ. Regulating exercise intensity using ratings of perceived exertion during arm and leg ergometry. Eur J Appl Physiol Occup Physiol. 1998;78(3):241–6.CrossRefPubMed Kang J, Chaloupka EC, Mastrangelo MA, Donnelly MS, Martz WP, Robertson RJ. Regulating exercise intensity using ratings of perceived exertion during arm and leg ergometry. Eur J Appl Physiol Occup Physiol. 1998;78(3):241–6.CrossRefPubMed
75.
go back to reference Marriott HE, Lamb KL. The use of ratings of perceived exertion for regulating exercise levels in rowing ergometry. Eur J Appl Physiol Occup Physiol. 1996;72(3):267–71.CrossRefPubMed Marriott HE, Lamb KL. The use of ratings of perceived exertion for regulating exercise levels in rowing ergometry. Eur J Appl Physiol Occup Physiol. 1996;72(3):267–71.CrossRefPubMed
76.
go back to reference Morris M, Lamb K, Cotterrell D, Buckley J. Predicting maximal oxygen uptake via a perceptually regulated exercise test (PRET). J Exerc Sci Fit. 2009;7(2):122–8.CrossRef Morris M, Lamb K, Cotterrell D, Buckley J. Predicting maximal oxygen uptake via a perceptually regulated exercise test (PRET). J Exerc Sci Fit. 2009;7(2):122–8.CrossRef
77.
go back to reference Deci EL, Ryan RM. Intrinsic motivation and self-determination in human behavior. New York: Plenum Press; 1985.CrossRef Deci EL, Ryan RM. Intrinsic motivation and self-determination in human behavior. New York: Plenum Press; 1985.CrossRef
78.
go back to reference Parfitt G, Eston R. Changes in ratings of perceived exertion and psychological affect in the early stages of exercise. Percept Mot Skills. 1995;80(1):259–66.CrossRefPubMed Parfitt G, Eston R. Changes in ratings of perceived exertion and psychological affect in the early stages of exercise. Percept Mot Skills. 1995;80(1):259–66.CrossRefPubMed
79.
go back to reference Eston R, Lambrick D, Sheppard K, Parfitt G. Prediction of maximal oxygen uptake in sedentary males from a perceptually regulated, sub-maximal graded exercise test. J Sports Sci. 2008;26(2):131–9.CrossRefPubMed Eston R, Lambrick D, Sheppard K, Parfitt G. Prediction of maximal oxygen uptake in sedentary males from a perceptually regulated, sub-maximal graded exercise test. J Sports Sci. 2008;26(2):131–9.CrossRefPubMed
80.
go back to reference Faulkner J, Parfitt G, Eston R. Prediction of maximal oxygen uptake from the ratings of perceived exertion and heart rate during a perceptually-regulated sub-maximal exercise test in active and sedentary participants. Eur J Appl Physiol. 2007;101(3):397–407.CrossRefPubMed Faulkner J, Parfitt G, Eston R. Prediction of maximal oxygen uptake from the ratings of perceived exertion and heart rate during a perceptually-regulated sub-maximal exercise test in active and sedentary participants. Eur J Appl Physiol. 2007;101(3):397–407.CrossRefPubMed
81.
go back to reference Morris M, Lamb KL, Hayton J, Cotterrell D, Buckley J. The validity and reliability of predicting maximal oxygen uptake from a treadmill-based sub-maximal perceptually regulated exercise test. Eur J Appl Physiol. 2010;109(5):983–8.CrossRefPubMed Morris M, Lamb KL, Hayton J, Cotterrell D, Buckley J. The validity and reliability of predicting maximal oxygen uptake from a treadmill-based sub-maximal perceptually regulated exercise test. Eur J Appl Physiol. 2010;109(5):983–8.CrossRefPubMed
82.
go back to reference Eston R, Evans H, Faulkner J, Lambrick D, Al-Rahamneh H, Parfitt G. A perceptually regulated, graded exercise test predicts peak oxygen uptake during treadmill exercise in active and sedentary participants. Eur J Appl Physiol. 2012;112(10):3459–68.CrossRefPubMed Eston R, Evans H, Faulkner J, Lambrick D, Al-Rahamneh H, Parfitt G. A perceptually regulated, graded exercise test predicts peak oxygen uptake during treadmill exercise in active and sedentary participants. Eur J Appl Physiol. 2012;112(10):3459–68.CrossRefPubMed
83.
go back to reference Evans HJ, Parfitt G, Eston RG. The perceptually regulated exercise test is sensitive to increases in maximal oxygen uptake. Eur J Appl Physiol. 2012;113(5):1233–9.CrossRefPubMed Evans HJ, Parfitt G, Eston RG. The perceptually regulated exercise test is sensitive to increases in maximal oxygen uptake. Eur J Appl Physiol. 2012;113(5):1233–9.CrossRefPubMed
84.
go back to reference Al-Rahamneh HQ, Eston RG. The validity of predicting peak oxygen uptake from a perceptually guided graded exercise test during arm exercise in paraplegic individuals. Spinal Cord. 2011;49(3):430–4.CrossRefPubMed Al-Rahamneh HQ, Eston RG. The validity of predicting peak oxygen uptake from a perceptually guided graded exercise test during arm exercise in paraplegic individuals. Spinal Cord. 2011;49(3):430–4.CrossRefPubMed
85.
go back to reference Groslambert A, Mahon AD. Perceived exertion: influence of age and cognitive development. Sports Med. 2006;36(11):911–28.CrossRefPubMed Groslambert A, Mahon AD. Perceived exertion: influence of age and cognitive development. Sports Med. 2006;36(11):911–28.CrossRefPubMed
86.
go back to reference Eston RG, Lambrick DM, Rowlands AV. The perceptual response to exercise of progressively increasing intensity in children aged 7–8 years: validation of a pictorial curvilinear ratings of perceived exertion scale. Psychophysiology. 2009;46(4):843–51.CrossRefPubMed Eston RG, Lambrick DM, Rowlands AV. The perceptual response to exercise of progressively increasing intensity in children aged 7–8 years: validation of a pictorial curvilinear ratings of perceived exertion scale. Psychophysiology. 2009;46(4):843–51.CrossRefPubMed
87.
go back to reference Groslambert A, Hintzy F, Hoffman MD, Dugue B, Rouillon JD. Validation of a rating scale of perceived exertion in young children. Int J Sports Med. 2001;22(2):116–9.CrossRefPubMed Groslambert A, Hintzy F, Hoffman MD, Dugue B, Rouillon JD. Validation of a rating scale of perceived exertion in young children. Int J Sports Med. 2001;22(2):116–9.CrossRefPubMed
88.
go back to reference Robertson RJ, Goss FL, Boer NF, Peoples JA, Foreman AJ, Dabayebeh IM, et al. Children’s OMNI scale of perceived exertion: mixed gender and race validation. Med Sci Sports Exerc. 2000;32(2):452–8.CrossRefPubMed Robertson RJ, Goss FL, Boer NF, Peoples JA, Foreman AJ, Dabayebeh IM, et al. Children’s OMNI scale of perceived exertion: mixed gender and race validation. Med Sci Sports Exerc. 2000;32(2):452–8.CrossRefPubMed
89.
go back to reference Williams JG, Eston R, Furlong B. CERT: a perceived exertion scale for young children. Percept Mot Skills. 1994;79(3 Pt 2):1451–8.CrossRefPubMed Williams JG, Eston R, Furlong B. CERT: a perceived exertion scale for young children. Percept Mot Skills. 1994;79(3 Pt 2):1451–8.CrossRefPubMed
Metadata
Title
Prediction of Maximal or Peak Oxygen Uptake from Ratings of Perceived Exertion
Authors
Jérémy B. Coquart
Murielle Garcin
Gaynor Parfitt
Claire Tourny-Chollet
Roger G. Eston
Publication date
01-05-2014
Publisher
Springer International Publishing
Published in
Sports Medicine / Issue 5/2014
Print ISSN: 0112-1642
Electronic ISSN: 1179-2035
DOI
https://doi.org/10.1007/s40279-013-0139-5

Other articles of this Issue 5/2014

Sports Medicine 5/2014 Go to the issue