External validation of VO2max prediction models based on recreational and elite endurance athletes

Publication date

2023-01

Authors

Wiecha, Szczepan
Kasiak, Przemysław Seweryn
Cieśliński, Igor
Takken, TORCID 0000-0002-7737-118XISNI 0000000369069877
Palka, Tomasz
Knechtle, Beat
Nikolaidis, Pantelis
Małek, Łukasz A.
Postuła, Marek
Mamcarz, Artur

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Advisors

Supervisors

Document Type

Article

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License

cc_by

Abstract

In recent years, numerous prognostic models have been developed to predict VO2max. Nevertheless, their accuracy in endurance athletes (EA) stays mostly unvalidated. This study aimed to compare predicted VO2max (pVO2max) with directly measured VO2max by assessing the transferability of the currently available prediction models based on their R2, calibration-in-the-large, and calibration slope. 5,260 healthy adult EA underwent a maximal exertion cardiopulmonary exercise test (CPET) (84.76% male; age 34.6±9.5 yrs.; VO2max 52.97±7.39 mL∙min-1∙kg-1, BMI 23.59±2.73 kg∙m-2). 13 models have been selected to establish pVO2max. Participants were classified into four endurance subgroups (high-, recreational-, low- trained, and “transition”) and four age subgroups (18-30, 31-45, 46-60, and ≥61 yrs.). Validation was performed according to TRIPOD guidelines. pVO2max was low-to-moderately associated with direct CPET measurements (p>0.05). Models with the highest accuracy were for males on a cycle ergometer (CE) (Kokkinos R2 = 0.64), females on CE (Kokkinos R2 = 0.65), males on a treadmill (TE) (Wasserman R2 = 0.26), females on TE (Wasserman R2 = 0.30). However, selected models underestimated pVO2max for younger and higher trained EA and overestimated for older and lower trained EA. All equations demonstrated merely moderate accuracy and should only be used as a supplemental method for physicians to estimate CRF in EA. It is necessary to derive new models on EA populations to include routinely in clinical practice and sports diagnostic.

Keywords

Adult, Athletes, Exercise Test/methods, Female, Humans, Male, Middle Aged, Nutritional Status, Oxygen Consumption, Sports, Journal Article

Citation

Wiecha, S, Kasiak, P S, Cieśliński, I, Takken, T, Palka, T, Knechtle, B, Nikolaidis, P, Małek, Ł A, Postuła, M, Mamcarz, A & Śliż, D 2023, 'External validation of VO 2max prediction models based on recreational and elite endurance athletes', PLoS ONE, vol. 18, no. 1, e0280897. https://doi.org/10.1371/journal.pone.0280897