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. 2025 May 22:7:1578478.
doi: 10.3389/fspor.2025.1578478. eCollection 2025.

Impact of heart rate variability-based exercise prescription: self-guided by technology and trainer-guided exercise in sedentary adults

Affiliations

Impact of heart rate variability-based exercise prescription: self-guided by technology and trainer-guided exercise in sedentary adults

Antonio Casanova-Lizón et al. Front Sports Act Living. .

Abstract

Introduction: Exercising at home is an accessible alternative to the gym, although it presents challenges such as low adherence, poor quality and difficulties in reaching set goals. Wearable technologies and the use of heart rate variability (HRV) make it possible to personalise workouts, optimise fitness and improve adherence. However, specific exercise recommendations based on these metrics are still lacking. This study evaluated the impact of HRV-based training using the Selftraining UMH app in an autonomous format versus a Personal Trainer-led approach.

Methods: Seventy sedentary adults were divided into three groups: Autonomous (n = 18), Personal Trainer (n = 23), and Control (n = 29). After a two-week baseline HRV assessment, participants underwent an 11-week intervention, with pre- and post-tests on peak oxygen uptake, aerobic power, total test time, strength, and HRV.

Results: Both intervention groups completed similar session numbers (23.3 vs. 24.5) and high-intensity workouts (13.7 vs. 14.6). Both groups improved significantly (p < 0.05) across all fitness metrics, except aerobic power in the Autonomous group. Effect sizes ranged from small to large (0.21-1.12 Autonomous; 0.23-1.63 Personal Trainer). Strength improvements were greater in the Personal Trainer group, and both outperformed the Control group (p < 0.05) on all variables except aerobic power in the Autonomous group.

Conclusions: The findings demonstrate that HRV-based training effectively enhances fitness in sedentary adults, with both delivery methods showing similar adherence and benefits. The Selftraining UMH app offers an accessible alternative for autonomous exercise, particularly in settings without professional supervision, promoting improved population health outcomes.

Keywords: app, healthy sedentary people; heart rate variability; physical exercise; physical fitness; wearable technologies.

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Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

Figure 1
Figure 1
Experimental design. AUG, autonomous group; FAM-EV, familiarization evaluation; CP, control period; PRE-EV, evaluation conducted prior to the training period; PTG, personal training group; TP, training period; HRV, heart rate variability guided; POST-EV, evaluation after the training period.
Figure 2
Figure 2
HRV-guided training decision algorithm.
Figure 3
Figure 3
Manual recording of body weight.
Figure 4
Figure 4
Measurement HRV various methods.
Figure 5
Figure 5
Training within the application.
Figure 6
Figure 6
CONSORT 2010 flow diagram subjects. AUG, autonomous group; PTG, personal training group.

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References

    1. Katzmarzyk PT, Friedenreich C, Shiroma EJ, Lee IM. Physical inactivity and non-communicable disease burden in low-income, middle-income and high-income countries. Br J Sports Med. (2022) 56(2):101–6. 10.1136/bjsports-2020-103640 - DOI - PMC - PubMed
    1. Erickson KI, Voss MW, Prakash RS, Basak C, Szabo A, Chaddock L, et al. Exercise training increases size of hippocampus and improves memory. Proc Natl Acad Sci U S A. (2011) 108(7):3017–22. 10.1073/pnas.1015950108 - DOI - PMC - PubMed
    1. O'Donovan G, Blazevich AJ, Boreham C, Cooper AR, Crank H, Ekelund U, et al. The ABC of physical activity for health: a consensus statement from the British association of sport and exercise sciences. J Sports Sci. (2010) 28(6):573–91. 10.1080/02640411003671212 - DOI - PubMed
    1. Organization WH. Global Action Plan on Physical Activity 2018-2030: More Active People for a Healthier World. Pennsylvania: Lippincott Williams & Wilkins; (2023).
    1. Guthold R, Stevens GA, Riley LM, Bull FC. Worldwide trends in insufficient physical activity from 2001 to 2016: a pooled analysis of 358 population-based surveys with 1·9 million participants. Lancet Glob Health. (2018) 6(10):e1077–e86. 10.1016/S2214-109X(18)30357-7 - DOI - PubMed

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