Monitoring and adapting endurance training on the basis of heart rate variability monitored by wearable technologies: A systematic review with meta-analysis

J Sci Med Sport. 2021 Nov;24(11):1180-1192. doi: 10.1016/j.jsams.2021.04.012. Epub 2021 May 12.

Abstract

Objectives: To systematically perform a meta-analysis of the scientific literature to determine whether the outcomes of endurance training based on heart rate variability (HRV) are more favorable than those of predefined training.

Design: Systematic review and meta-analysis.

Methods: PubMed and Web of Science were searched systematically in March of 2020 using keywords related to endurance, the ANS, and training. To compare the outcomes of HRV-guided and predefined training, Hedges' g effect size and associated 95% confidence intervals were calculated.

Results: A total of 8 studies (198 participants) were identified comprising 9 interventions involving a variety of approaches. Compared to predefined training, most HRV-guided interventions included fewer moderate- and/or high-intensity training sessions. Fixed effects meta-analysis revealed a significant medium-sized positive effect of HRV-guided training on submaximal physiological parameters (g = 0.296, 95% CI 0.031 to 0.562, p = 0.028), but its effects on performance (g = 0.079, 95% CI -0.050 to 0.393, p = 0.597) and V̇O2peak (g = 0.171, 95% CI -0.213 to 0.371, p = 0.130) were small and not statistically significant. Moreover, with regards to performance, HRV-guided training was associated with fewer non-responders and more positive responders.

Conclusions: In comparison to predefined training, HRV-guided endurance training had a medium-sized effect on submaximal physiological parameters, but only a small and non-significant influence on performance and V̇O2peak. There were fewer non-responders regarding performance with HRV-based training.

Keywords: Cardiorespiratory fitness; Endurance; Innovation; Technology; Training signature; mHealth.

Publication types

  • Meta-Analysis
  • Systematic Review

MeSH terms

  • Athletic Performance / physiology
  • Endurance Training / methods*
  • Heart Rate*
  • Humans
  • Monitoring, Physiologic / instrumentation*
  • Oxygen Consumption
  • Pulmonary Ventilation
  • Wearable Electronic Devices*