Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2020 Oct 9;20(20):5738.
doi: 10.3390/s20205738.

Validity of Smartphone Heart Rate Variability Pre- and Post-Resistance Exercise

Affiliations

Validity of Smartphone Heart Rate Variability Pre- and Post-Resistance Exercise

Clifton J Holmes et al. Sensors (Basel). .

Abstract

The aim was to examine the validity of heart rate variability (HRV) measurements from photoplethysmography (PPG) via a smartphone application pre- and post-resistance exercise (RE) and to examine the intraday and interday reliability of the smartphone PPG method. Thirty-one adults underwent two simultaneous ultrashort-term electrocardiograph (ECG) and PPG measurements followed by 1-repetition maximum testing for back squats, bench presses, and bent-over rows. The participants then performed RE, where simultaneous ultrashort-term ECG and PPG measurements were taken: two pre- and one post-exercise. The natural logarithm of the root mean square of successive normal-to-normal (R-R) differences (LnRMSSD) values were compared with paired-sample t-tests, Pearson product correlations, Cohen's d effect sizes (ESs), and Bland-Altman analysis. Intra-class correlations (ICC) were determined between PPG LnRMSSDs. Significant, small-moderate differences were found for all measurements between ECG and PPG: BasePre1 (ES = 0.42), BasePre2 (0.30), REPre1 (0.26), REPre2 (0.36), and REPost (1.14). The correlations ranged from moderate to very large: BasePre1 (r = 0.59), BasePre2 (r = 0.63), REPre1 (r = 0.63), REPre2 (r = 0.76), and REPost (r = 0.41)-all p < 0.05. The agreement for all the measurements was "moderate" (0.10-0.16). The PPG LnRMSSD exhibited "nearly-perfect" intraday reliability (ICC = 0.91) and "very large" interday reliability (0.88). The smartphone PPG was comparable to the ECG for measuring HRV at rest, but with larger error after resistance exercise.

Keywords: autonomic modulation; fatigue; mobile devices; photoplethysmography; pulse rate variability; recovery.

PubMed Disclaimer

Conflict of interest statement

The authors declare that the results of this study are presented clearly, honestly, and without fabrication, falsification, or inappropriate data manipulation. There are no conflicts of interest.

Figures

Figure 1
Figure 1
Bland–Altman plots comparing the log transformation of the root mean square of successive RR differences (LnRMSSD) values from the smartphone application photoplethysmography (PPG) with the criterion electrocardiogram (ECG). The solid lines represent the mean bias, whereas the outside dashed lines represent the 95% limits of agreement. Black diamonds represent “optimal” and “good” signal quality measures, and white circles represent “failed” signal quality.

References

    1. Thompson W.R. Worldwide survey of fitness trends for 2020. ACSM Health Fit. J. 2019;23:10–18. doi: 10.1249/FIT.0000000000000526. - DOI
    1. Malik M. Heart Rate Variability: Standards of measurement, physiological interpretation, and clinical use: Task force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. Ann. Noninvasive Electrocardiol. 1996;1:151–181. doi: 10.1111/j.1542-474X.1996.tb00275.x. - DOI - PubMed
    1. Plews D.J., Laursen P.B., Stanley J., Kilding A.E., Buchheit M. Training Adaptation and Heart Rate Variability in Elite Endurance Athletes: Opening the Door to Effective Monitoring. Sports Med. 2013;43:773–781. doi: 10.1007/s40279-013-0071-8. - DOI - PubMed
    1. Plews D.J., Laursen P.B., Le Meur Y., Hausswirth C., Kilding A.E., Buchheit M. Monitoring Training with Heart-Rate Variability: How Much Compliance Is Needed for Valid Assessment? Int. J. Sports Physiol. Perform. 2014;9:783–790. doi: 10.1123/ijspp.2013-0455. - DOI - PubMed
    1. E Aubert A., Seps B., Beckers F. Heart Rate Variability in Athletes. Sports Med. 2003;33:889–919. doi: 10.2165/00007256-200333120-00003. - DOI - PubMed

LinkOut - more resources