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Updated: May 3, 2026

A Real-World High-Intensity Interval Training Protocol for Cardiorespiratory Fitness Improvement
Published on: February 22, 2022
Improvement of energy expenditure prediction from heart rate during running
Keyne Charlot1, Jérémy Cornolo, Rachel Borne
1Laboratoire 'Réponses cellulaires et fonctionnelles à l'hypoxie', Université Paris 13, Sorbonne Paris Cité UFR SMBH EA2363, 74 rue Marcel Cachin, F-93017 Bobigny Cedex, France.
Abstract:
We aimed to develop new equations that predict exercise-induced energy expenditure (EE) more accurately than previous ones during running by including new parameters as fitness level, body composition and/or running intensity in addition to heart rate (HR). Original equations predicting EE were created from data obtained during three running intensities (25%, 50% and 70% of HR reserve) performed by 50 subjects. Five equations were conserved according to their accuracy assessed from error rates, interchangeability and correlations analyses: one containing only basic parameters, two containing VO2max or speed at VO2max and two including running speed with or without HR. Equations accuracy was further tested in an independent sample during a 40 min validation test at 50% of HR reserve. It appeared that: (1) the new basic equation was more accurate than pre-existing equations (R(2) 0.809 versus. 0,737 respectively); (2) the prediction of EE was more accurate with the addition of VO2max (R(2) = 0.879); and (3) the equations containing running speed were the most accurate and were considered to have good agreement with indirect calorimetry. In conclusion, EE estimation during running might be significantly improved by including running speed in the predictive models, a parameter readily available with treadmill or GPS.
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