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Transferability of Cardiopulmonary Parameters between Treadmill and Cycle Ergometer Testing in Male Triathletes—Prediction Formulae
Cardiopulmonary exercise testing (CPET) on a treadmill (TE) or cycle ergometry (CE) is a common method in sports diagnostics to assess athletes’ aerobic fitness and prescribe training. In a triathlon, the gold standard is performing both CE and TE CPET. The purpose of this research was to create mod...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8834943/ https://www.ncbi.nlm.nih.gov/pubmed/35162854 http://dx.doi.org/10.3390/ijerph19031830 |
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author | Wiecha, Szczepan Price, Szymon Cieśliński, Igor Kasiak, Przemysław Seweryn Tota, Łukasz Ambroży, Tadeusz Śliż, Daniel |
author_facet | Wiecha, Szczepan Price, Szymon Cieśliński, Igor Kasiak, Przemysław Seweryn Tota, Łukasz Ambroży, Tadeusz Śliż, Daniel |
author_sort | Wiecha, Szczepan |
collection | PubMed |
description | Cardiopulmonary exercise testing (CPET) on a treadmill (TE) or cycle ergometry (CE) is a common method in sports diagnostics to assess athletes’ aerobic fitness and prescribe training. In a triathlon, the gold standard is performing both CE and TE CPET. The purpose of this research was to create models using CPET results from one modality to predict results for the other modality. A total of 152 male triathletes (age = 38.20 ± 9.53 year; BMI = 23.97 ± 2.10 kg·m(−2)) underwent CPET on TE and CE, preceded by body composition (BC) analysis. Speed, power, heart rate (HR), oxygen uptake (VO(2)), respiratory exchange ratio (RER), ventilation (VE), respiratory frequency (fR), blood lactate concentration (LA) (at the anaerobic threshold (AT)), respiratory compensation point (RCP), and maximum exertion were measured. Random forests (RF) were used to find the variables with the highest importance, which were selected for multiple linear regression (MLR) models. Based on R(2) and RF variable selection, MLR equations in full, simplified, and the most simplified forms were created for VO(2AT), HR(AT), VO(2RCP), HR(RCP), VO(2max), and HR(max) for CE (R(2) = 0.46–0.78) and TE (R(2) = 0.59–0.80). By inputting only HR and power/speed into the RF, MLR models for practical HR calculation on TE and CE (both R(2) = 0.41–0.75) were created. BC had a significant impact on the majority of CPET parameters. CPET parameters can be accurately predicted between CE and TE testing. Maximal parameters are more predictable than submaximal. Only HR and speed/power from one testing modality could be used to predict HR for another. Created equations, combined with BC analysis, could be used as a method of choice in comprehensive sports diagnostics. |
format | Online Article Text |
id | pubmed-8834943 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-88349432022-02-12 Transferability of Cardiopulmonary Parameters between Treadmill and Cycle Ergometer Testing in Male Triathletes—Prediction Formulae Wiecha, Szczepan Price, Szymon Cieśliński, Igor Kasiak, Przemysław Seweryn Tota, Łukasz Ambroży, Tadeusz Śliż, Daniel Int J Environ Res Public Health Article Cardiopulmonary exercise testing (CPET) on a treadmill (TE) or cycle ergometry (CE) is a common method in sports diagnostics to assess athletes’ aerobic fitness and prescribe training. In a triathlon, the gold standard is performing both CE and TE CPET. The purpose of this research was to create models using CPET results from one modality to predict results for the other modality. A total of 152 male triathletes (age = 38.20 ± 9.53 year; BMI = 23.97 ± 2.10 kg·m(−2)) underwent CPET on TE and CE, preceded by body composition (BC) analysis. Speed, power, heart rate (HR), oxygen uptake (VO(2)), respiratory exchange ratio (RER), ventilation (VE), respiratory frequency (fR), blood lactate concentration (LA) (at the anaerobic threshold (AT)), respiratory compensation point (RCP), and maximum exertion were measured. Random forests (RF) were used to find the variables with the highest importance, which were selected for multiple linear regression (MLR) models. Based on R(2) and RF variable selection, MLR equations in full, simplified, and the most simplified forms were created for VO(2AT), HR(AT), VO(2RCP), HR(RCP), VO(2max), and HR(max) for CE (R(2) = 0.46–0.78) and TE (R(2) = 0.59–0.80). By inputting only HR and power/speed into the RF, MLR models for practical HR calculation on TE and CE (both R(2) = 0.41–0.75) were created. BC had a significant impact on the majority of CPET parameters. CPET parameters can be accurately predicted between CE and TE testing. Maximal parameters are more predictable than submaximal. Only HR and speed/power from one testing modality could be used to predict HR for another. Created equations, combined with BC analysis, could be used as a method of choice in comprehensive sports diagnostics. MDPI 2022-02-06 /pmc/articles/PMC8834943/ /pubmed/35162854 http://dx.doi.org/10.3390/ijerph19031830 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wiecha, Szczepan Price, Szymon Cieśliński, Igor Kasiak, Przemysław Seweryn Tota, Łukasz Ambroży, Tadeusz Śliż, Daniel Transferability of Cardiopulmonary Parameters between Treadmill and Cycle Ergometer Testing in Male Triathletes—Prediction Formulae |
title | Transferability of Cardiopulmonary Parameters between Treadmill and Cycle Ergometer Testing in Male Triathletes—Prediction Formulae |
title_full | Transferability of Cardiopulmonary Parameters between Treadmill and Cycle Ergometer Testing in Male Triathletes—Prediction Formulae |
title_fullStr | Transferability of Cardiopulmonary Parameters between Treadmill and Cycle Ergometer Testing in Male Triathletes—Prediction Formulae |
title_full_unstemmed | Transferability of Cardiopulmonary Parameters between Treadmill and Cycle Ergometer Testing in Male Triathletes—Prediction Formulae |
title_short | Transferability of Cardiopulmonary Parameters between Treadmill and Cycle Ergometer Testing in Male Triathletes—Prediction Formulae |
title_sort | transferability of cardiopulmonary parameters between treadmill and cycle ergometer testing in male triathletes—prediction formulae |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8834943/ https://www.ncbi.nlm.nih.gov/pubmed/35162854 http://dx.doi.org/10.3390/ijerph19031830 |
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