Predicting VO2peak from Submaximal- and Peak Exercise Models: The HUNT 3 Fitness Study, Norway
- PMID: 26794677
- PMCID: PMC4721596
- DOI: 10.1371/journal.pone.0144873
Predicting VO2peak from Submaximal- and Peak Exercise Models: The HUNT 3 Fitness Study, Norway
Abstract
Purpose: Peak oxygen uptake (VO2peak) is seldom assessed in health care settings although being inversely linked to cardiovascular risk and all-cause mortality. The aim of this study was to develop VO2peak prediction models for men and women based on directly measured VO2peak from a large healthy population.
Methods: VO2peak prediction models based on submaximal- and peak performance treadmill work were derived from multiple regression analysis. 4637 healthy men and women aged 20-90 years were included. Data splitting was used to generate validation and cross-validation samples.
Results: The accuracy for the peak performance models were 10.5% (SEE = 4.63 mL⋅kg(-1)⋅min(-1)) and 11.5% (SEE = 4.11 mL⋅kg(-1)⋅min(-1)) for men and women, respectively, with 75% and 72% of the variance explained. For the submaximal performance models accuracy were 14.1% (SEE = 6.24 mL⋅kg(-1)⋅min(-1)) and 14.4% (SEE = 5.17 mL⋅kg(-1)⋅min(-1)) for men and women, respectively, with 55% and 56% of the variance explained. The validation and cross-validation samples displayed SEE and variance explained in agreement with the total sample. Cross-classification between measured and predicted VO2peak accurately classified 91% of the participants within the correct or nearest quintile of measured VO2peak.
Conclusion: Judicious use of the exercise prediction models presented in this study offers valuable information in providing a fairly accurate assessment of VO2peak, which may be beneficial for risk stratification in health care settings.
Conflict of interest statement
Figures
Similar articles
-
Peak oxygen uptake and cardiovascular risk factors in 4631 healthy women and men.Med Sci Sports Exerc. 2011 Aug;43(8):1465-73. doi: 10.1249/MSS.0b013e31820ca81c. Med Sci Sports Exerc. 2011. PMID: 21228724
-
Failure of predicted VO2peak to discriminate physical fitness in epidemiological studies.Med Sci Sports Exerc. 1995 Jan;27(1):85-91. Med Sci Sports Exerc. 1995. PMID: 7898344
-
Estimating V·O 2peak from a nonexercise prediction model: the HUNT Study, Norway.Med Sci Sports Exerc. 2011 Nov;43(11):2024-30. doi: 10.1249/MSS.0b013e31821d3f6f. Med Sci Sports Exerc. 2011. PMID: 21502897
-
VO2peak prediction and exercise prescription for pregnant women.Med Sci Sports Exerc. 2006 Aug;38(8):1389-95. doi: 10.1249/01.mss.0000228940.09411.9c. Med Sci Sports Exerc. 2006. PMID: 16888450
-
Peak oxygen uptake and physical activity in 13- to 18-year-olds: the Young-HUNT study.Med Sci Sports Exerc. 2013 Feb;45(2):304-13. doi: 10.1249/MSS.0b013e318271ae4d. Med Sci Sports Exerc. 2013. PMID: 22968311
Cited by
-
Comparative efficacy of different exercise methods to improve cardiopulmonary function in stroke patients: a network meta-analysis of randomized controlled trials.Front Neurol. 2024 Jan 17;15:1288032. doi: 10.3389/fneur.2024.1288032. eCollection 2024. Front Neurol. 2024. PMID: 38313560 Free PMC article.
-
Effects of intradialytic exercise on cardiopulmonary capacity in chronic kidney disease: systematic review and meta-analysis of randomized clinical trials.Sci Rep. 2019 Dec 5;9(1):18470. doi: 10.1038/s41598-019-54953-x. Sci Rep. 2019. PMID: 31804617 Free PMC article.
-
Immersive Virtual Reality Influences Physiologic Responses to Submaximal Exercise: A Randomized, Crossover Trial.Front Physiol. 2021 Sep 30;12:702266. doi: 10.3389/fphys.2021.702266. eCollection 2021. Front Physiol. 2021. PMID: 34658904 Free PMC article.
-
Prediction of peak oxygen consumption using cardiorespiratory parameters from warmup and submaximal stage of treadmill cardiopulmonary exercise test.PLoS One. 2024 Jan 10;19(1):e0291706. doi: 10.1371/journal.pone.0291706. eCollection 2024. PLoS One. 2024. PMID: 38198496 Free PMC article.
-
Predicting Maximum Oxygen Uptake from Non-Exercise and Submaximal Exercise Tests in Paraplegic Men with Spinal Cord Injury.Healthcare (Basel). 2023 Mar 5;11(5):763. doi: 10.3390/healthcare11050763. Healthcare (Basel). 2023. PMID: 36900768 Free PMC article.
References
-
- Larsen GE, George JD, Alexander JL, Fellingham GW, Aldana SG, Parcell AC (2002) Prediction of maximum oxygen consumption from walking, jogging, or running. Res Q Exerc Sport 73: 66–72. - PubMed
-
- Jurca R, Jackson AS, LaMonte MJ, Morrow JR Jr., Blair SN, Wareham NJ, et al. (2005) Assessing cardiorespiratory fitness without performing exercise testing. Am J Prev Med 29: 185–193. - PubMed
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources