Resumen :
Purpose: This systematic review with meta-analysis was conducted to establish whether
heart rate variability (HRV)-guided training enhances cardiac-vagal modulation, aerobic fitness, or
Citation: Manresa-Rocamora, A.;
Sarabia, J.M.; Javaloyes, A.; Flatt,
A.A.; Moya-Ramón, M. Heart Rate
Variability-Guided Training for
Enhancing Cardiac-Vagal
Modulation, Aerobic Fitness, and
Endurance Performance: A
Methodological Systematic Review
with Meta-Analysis. Int. J. Environ.
Res. Public Health 2021, 18, 10299.
https://doi.org/10.3390/
ijerph181910299
Academic Editor: Paul B. Tchounwou
Received: 1 September 2021
Accepted: 27 September 2021
Published: 29 September 2021
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4.0/).
endurance performance to a greater extent than predefined training while accounting for method
ological factors. Methods: We searched Web of Science Core Collection, Pubmed, and Embase
databases up to October 2020. A random-effects model of standardized mean difference (SMD) was
estimated for each outcome measure. Chi-square and the I2 index were used to evaluate the degree of
homogeneity. Results: Accounting for methodological factors, HRV-guided training was superior for
enhancing vagal-related HRV indices (SMD+ = 0.50 (95% confidence interval (CI) = 0.09, 0.91)), but
not resting HR (SMD+ = 0.04 (95% CI = −0.34, 0.43)). Consistently small but non-significant (p > 0.05)
SMDs in favor of HRV-guided training were observed for enhancing maximal aerobic capacity
(SMD+ =0.20 (95% CI = −0.07, 0.47)), aerobic capacity at second ventilatory threshold (SMD+ = 0.26
(95% CI = −0.05, 0.57)), and endurance performance (SMD+ = 0.20 (95% CI = −0.09, 0.48)), versus
predefined training. No heterogeneity was found for any of the analyzed aerobic fitness and en
durance performance outcomes. Conclusion: Best methodological practices pertaining to HRV index
selection, recording position, and approaches for establishing baseline reference values and daily
changes (i.e., fixed or rolling HRV averages) require further study. HRV-guided training may be more
effective than predefined training for maintaining and improving vagal-mediated HRV, with less
likelihood of negative responses. However, if HRV-guided training is superior to predefined training
for producing group-level improvements in fitness and performance, current data suggest it is only
by a small margin.
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