The DOI matches its Crossref record; 30 of the 31 references it cites were found in a registry or an index.
Estimating V˙O2peak from a Nonexercise Prediction Model: The HUNT Study, Norway
Abstract
PURPOSE: Cardiorespiratory fitness is suggested to be an important marker of cardiovascular risk but is rarely evaluated in health care settings. In the present study, directly measured peak oxygen uptake (V·O 2peak) from a diverse population of 4637 healthy participants were used to develop and cross-validate a new nonexercise regression model of cardiorespiratory fitness for men and women. METHODS AND RESULTS: Multivariable regression analysis was used to develop a nonexercise model of cardiorespiratory fitness for men and women separately with V·O 2peak as the outcome. In the final models, 2067 men (mean age = 48.8 yr) and 2193 women (mean age = 47.9 yr) were included, respectively. Cross-validation of the models was done by standard data splitting procedures with evaluation of constant error and total error of a model developed on one sample and cross-validated on another sample. Age, waist circumference, leisure time physical activity, and resting HR, successively, were the most potent predictors of V·O 2peak for both men and women. Together, 61% and 56% of variance in V·O 2peak, for men and women, respectively, were explained by the full models. SEE was 5.70 and 5.14 for the models including men and women, respectively. CONCLUSIONS: The nonexercise regression model developed in the present study was fairly accurate in predicting V·O 2peak in this healthy population of men and women. The model might be generalized to other healthy populations and might be a valid tool for a rough assessment of cardiorespiratory fitness in an outpatient setting.
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“The HUNT study tool consists of a model that gives a rough assessment of cardiorespiratory fitness in an outpatient setting.107”
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“Exercise capacity could be roughly estimated on the basis of the remote consultation with a physical therapist, physical activity questionnaires or non-exercise prediction models such as an assessment tool derived from the HUNT study.107”
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Cites
Kodama, S. (2009) · JAMA · doi:10.1001/jama.2009.681 · Cited by 3,035
Physical Fitness and All-Cause Mortality: A Prospective Study of Healthy Men and Women
Blair, S. N. (1989) · JAMA · doi:10.1001/jama.1989.03430170057028 · Cited by 2,658
A maximal multistage 20-m shuttle run test to predict $$\dot V$$ O2 max
L�ger, L. A., & Lambert, J. (1982) · European Journal of Applied Physiology · doi:10.1007/bf00428958 · Cited by 1,287
Individual differences in response to regular physical activity
BOUCHARD, C., & RANKINEN, T. (2001) · Medicine and Science in Sports and Exercise · doi:10.1097/00005768-200106001-00013 · Cited by 939
Cardiovascular risk factors emerge after artificial selection for low aerobic capacity.
Wisløff, U., Najjar, S. M., Ellingsen, Ø., Haram, P. M., Swoap, S., Al-Share, Q., Fernström, M., Rezaei, K., Lee, S. J., Koch, L. G., et al. (2005) · Science · doi:10.1126/science.1108177 · Cited by 657
Prediction of functional aerobic capacity without exercise testing
Jackson, A. S., Blair, S. N., Mahar, M. T., Wier, L. T., Ross, R., & STUTEVILLE, J. E. (1990) · Medicine & Science in Sports & Exercise · doi:10.1249/00005768-199012000-00021 · Cited by 649
How to assess physical activity? How to assess physical fitness?
Vanhees, L., Lefevre, J., Philippaerts, R. M., Martens, M., Huygens, W., Troosters, T., & Beunen, G. P. (2005) · European Journal of Cardiovascular Prevention & Rehabilitation · doi:10.1097/01.hjr.0000161551.73095.9c · Cited by 595
The Nord-Trøndelag Health Study 1995-97 (HUNT 2): Objectives, contents, methods and participation
Holmen, J., Midthjell, K., Krüger, Ø., Langhammer, A., Holmen, T. L., Bratberg, G. H., Vatten, L., & Lund‐Larsen, P. G. (2003) · Cited by 526
Estimation of &OV0312;O2max from a one-mile track walk, gender, age, and body weight
KLINE, G. M., Porcari, J. P., Hintermeister, R. A., Freedson, P. S., Ward, A., McCarron, R., Ross, J., & Rippe, J. M. (1987) · Medicine & Science in Sports & Exercise · doi:10.1249/00005768-198706000-00012 · Cited by 521
Fitness versus physical activity patterns in predicting mortality in men
Myers, J., Kaykha, A., George, S., Abella, J., Zaheer, N., Lear, S., Yamazaki, T., & Froelicher, V. (2004) · The American Journal of Medicine · doi:10.1016/j.amjmed.2004.06.047 · Cited by 521
Familial resemblance for ??VO2max in the sedentary state: the HERITAGE family study
BOUCHARD, C., DAW, E. W., RICE, T., P??RUSSE, L., GAGNON, J., PROVINCE, M. A., LEON, A. S., RAO, D. C., SKINNER, J. S., & WILMORE, J. H. (1998) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199802000-00013 · Cited by 499
Sedentary Lifestyle, Poor Cardiorespiratory Fitness, and the Metabolic Syndrome
Lakka, T. A., Laaksonen, D. E., Lakka, H.-M., NNIKK, N. M., NISKANEN, L. K., Rauramaa, R., & Salonen, J. T. (2003) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000079076.74931.9a · Cited by 471
Carnethon, M. R. (2005) · JAMA · doi:10.1001/jama.294.23.2981 · Cited by 417
Assessing Cardiorespiratory Fitness Without Performing Exercise Testing
Jurča, R., Jackson, A. S., LaMonte, M. J., Morrow, J. R., Blair, S. N., Wareham, N. J., Haskell, W. L., van Mechelen, W., Church, T. S., Jakicic, J. M., et al. (2005) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2005.06.004 · Cited by 405
Kurtze, N., Rangul, V., Hustvedt, B., & Flanders, W. D. (2008) · Scandinavian Journal of Public Health · doi:10.1177/1403494807085373 · Cited by 345
The six minute walk test accurately estimates mean peak oxygen uptake
Ross, R., Murthy, J. N., Wollak, I. D., & Jackson, A. S. (2010) · BMC Pulmonary Medicine · doi:10.1186/1471-2466-10-31 · Cited by 336
Role of Lifestyle and Aging on the Longitudinal Change in Cardiorespiratory Fitness
Jackson, A. S., Sui, X., Hébert, J. R., Church, T. S., & Blair, S. N. (2009) · Archives of Internal Medicine · doi:10.1001/archinternmed.2009.312 · Cited by 329
Peak Oxygen Uptake and Cardiovascular Risk Factors in 4631 Healthy Women and Men
ASPENES, S. T., NILSEN, T. I. L., SKAUG, E.-A., BERTHEUSSEN, G. F., ELLINGSEN, Ø., VATTEN, L., & WISLØFF, U. (2011) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e31820ca81c · Cited by 278
Non-exercise ??VO2max estimation for physically active college students
George, J. D., STONE, W. J., & Burkett, L. N. (1997) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199703000-00019 · Cited by 184
Cardiorespiratory Fitness Is Related to the Risk of Sudden Cardiac Death
Laukkanen, J. A., Mäkikallio, T. H., Rauramaa, R., Kiviniemi, V. V., Ronkainen, K., & Kurl, S. (2010) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2010.05.043 · Cited by 181
Price, D. B., Robertson, A., Bullen, K., Rand, C. S., Horne, R., & Staudinger, H. W. (2010) · BMC Pulmonary Medicine · doi:10.1186/1471-2466-10-1 · Cited by 160
Nonexercise regression models to estimate peak oxygen consumption
Heil, D. P., Freedson, P. S., Ahlquist, L., PRICE, J., & Rippe, J. M. (1995) · Medicine & Science in Sports & Exercise · doi:10.1249/00005768-199504000-00020 · Cited by 145
Laukkanen, J. A., Laaksonen, D. E., Lakka, T. A., Savonen, K. P., Rauramaa, R., Mäkikallio, T. H., & Kurl, S. (2009) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2009.01.371 · Cited by 131
Validity of the Astrand-Ryhming nomogram for predicting maximal oxygen intake.
Cink, R. E., & Thomas, T. R. (1981) · British Journal of Sports Medicine · doi:10.1136/bjsm.15.3.182 · Cited by 126
Nonexercise Models for Estimating VO2max with Waist Girth, Percent Fat, or BMI
Wier, L. T., Jackson, A. S., Ayers, G. W., & Arenare, B. (2006) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000193561.64152 · Cited by 115
Predicting V˙O2max with an Objectively Measured Physical Activity in Japanese Women
CAO, Z.-B., MIYATAKE, N., HIGUCHI, M., MIYACHI, M., ISHIKAWA-TAKATA, K., & TABATA, I. (2010) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e3181af238d · Cited by 76
Failure of predicted VO2peak to discriminate physical fitness in epidemiological studies
WHALEY, M. H., Kaminsky, L. A., Dwyer, G. B., & Getchell, L. H. (1995) · Medicine & Science in Sports & Exercise · doi:10.1249/00005768-199501000-00016 · Cited by 75
Validity of &OV0312;O2max Equations for Aerobically Trained Males and Females
Malek, M. H., Berger, D. E., Housh, T. J., Coburn, J. W., & Beck, T. W. (2004) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000135795.60449.ce · Cited by 73
Prediction of VO2max with daily step counts for Japanese adult women
Cao, Z., Miyatake, N., Higuchi, M., Ishikawa‐Takata, K., Miyachi, M., & Tabata, I. (2008) · European Journal of Applied Physiology · doi:10.1007/s00421-008-0902-8 · Cited by 49
Dahl, F. A., Grotle, M., Benth, J. Š., & Natvig, B. (2008) · European Journal of Epidemiology · doi:10.1007/s10654-008-9230-x · Cited by 46
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Ross, R., Blair, S. N., Arena, R., Church, T. S., Després, J.-P., Franklin, B. A., Haskell, W. L., Kaminsky, L. A., Levine, B. D., Lavie, C. J., et al. (2016) · Circulation · doi:10.1161/cir.0000000000000461 · Cited by 2,486
Scherrenberg, M., Wilhelm, M., Hansen, D., Völler, H., Cornelissen, V., Frederix, I., Kemps, H., & Dendale, P. (2021) · European Journal of Preventive Cardiology · doi:10.1177/2047487320939671 · Cited by 251
A simple nonexercise model of cardiorespiratory fitness predicts long-term mortality
NES, B. M., VATTEN, L. J., NAUMAN, J., JANSZKY, I., & WISLØFF, U. (2014) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000000219 · Cited by 154
Longitudinal Algorithms to Estimate Cardiorespiratory Fitness
Artero, E. G., Jackson, A. S., Sui, X., Lee, D.-C., O’Connor, D. P., Lavie, C. J., Church, T. S., & Blair, S. N. (2014) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2014.03.008 · Cited by 128
Longitudinal Cardiorespiratory Fitness Algorithms for Clinical Settings
Jackson, A. S., Sui, X., O’Connor, D. P., Church, T. S., Lee, D.-C., Artero, E. G., & Blair, S. N. (2012) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2012.06.032 · Cited by 132
Metadata
- Authors
- NES, B. M., JANSZKY, I., VATTEN, L. J., NILSEN, T. I. L., ASPENES, S. T., & WISLØFF, U.
- Affiliations
- Norwegian University of Science and Technology (NO)
- Venue
- Medicine & Science in Sports & Exercise
- Published
- 2011-11
- Volume
- 43
- Issue
- 11
- Pages
- 2024-2030
- ISSN
- 0195-9131 (ISSN-L)
- OpenAlex
- W2024367100
- Cited by
- 219
- References
- 31
- Citations by year
- 2026: 18 · 2025: 17 · 2024: 28 · 2023: 23 · 2022: 35 · 2021: 18 · 2020: 18 · 2019: 22 · 2018: 7 · 2017: 7 · 2016: 11 · 2015: 7 · 2014: 5 · 2012: 3
- FWCI
- 6.83
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Medicine & Science in Sports & Exercise (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Physiology (medical) › Cardiovascular and exercise physiology
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Physical Activity and Health
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Occupational Health and Performance
- Keywords
- peak oxygen uptake, cardiorespiratory fitness, regression models, cross-validation, waist circumference, leisure-time physical activity, resting heart rate, age, cardiovascular risk, healthy adults
- MeSH terms
- Adult, Exercise Test, Female, Forecasting, Humans, Male, Middle Aged, Models, Theoretical, Norway, Oxygen Consumption, Physical Fitness, Surveys and Questionnaires, Regression Analysis
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