Evidence map›Paper›PMID 40809286›Full record

ArticleFrontiers in physiology2025

Pulse rate variability is not the same as heart rate variability: findings from a large, diverse clinical population study.

Allen B Kantrowitz, Kfir Ben-David, Michael Morris, Harrison L Wittels, Michael J Wishon, Samantha M McDonald, Eric J Renaghan, Luis A Feigenbaum, S Howard Wittels

Abstract read
In one paragraph

Article in Frontiers in physiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Allen B Kantrowitz *Department of Neurosurgery, Mount Sinai Medical Center, Miami Beach, FL, United States.
Kfir Ben-David *Department of Surgery, Mount Sinai Medical Center, Miami Beach, FL, United States.
Michael MorrisDepartment of Pulmonology, Brooke Army Medical Center, Fort Sam Houston, TX, United States.
Harrison L WittelsTiger Tech Solutions, Inc., Miami, FL, United States.
Michael J WishonTiger Tech Solutions, Inc., Miami, FL, United States.
Samantha M McDonaldTiger Tech Solutions, Inc., Miami, FL, United States.
Eric J RenaghanDepartment of Athletics, Sports Science, University of Miami, Miami, FL, United States.
Luis A FeigenbaumDepartment of Physical Therapy, Miller School of Medicine, University of Miami, Miami, FL, United States.
S Howard WittelsTiger Tech Solutions, Inc., Miami, FL, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Scientists and consumer products are increasingly employing light-based photoplethysmography (PPG) instead of electrocardiography (ECG) assuming it accurately quantifies heart rate variability (HRV). Recent studies, however, have demonstrated that pulse rate variability (PRV) derived from PPG is not equivalent to HRV-derived from ECG. This study investigated the agreement between PPG-PRV and ECG-HRV in a beat-to-beat analysis in 931 adults recruited from a tertiary academic medical center in the southeastern United States. Methods: Participants wore two (chest and bicep) Warfighter Monitor™ devices (Tiger Tech Solutions, Inc.). Heart rate (HR), pulse rate (PR) and three time-domain indices for PPG-PRV and ECG-HRV were measured. ECG-derived RR and noise-filtered NN intervals were extracted to compute HR, SDNN (standard deviation of NN intervals), rMSSD (root mean square of successive differences), and pNN50 (percentage of successive NN intervals differing by >50 ms). PPG-derived pulse-wave peaks were detected to calculate corresponding PR/PRV metrics. Pearson correlation, Bland-Altman, and one-way ANOVA analyses assessed linear association, bias, and mean differences across select chronic diseases. Results: Significant disagreement and differences were observed between ECG-HRV and PPG-PRV (p < 0.001 for all). For rMSSD: Discussion: PPG-PRV is a poor surrogate for ECG- HRV as it significantly underestimated SDNN, rMSSD, and pNN50 across select chronic diseases. Given the widespread use of PPG-based devices and ubiquitous, incorrect assumption that PRV accurately reflects HRV, researchers, clinicians, and manufacturers must clearly distinguish between PRV and HRV in studies and product claims.

Indexed as

autonomic nervous systemcardiovascularelectrocardiogramheart rate variabilitypulse rate variabilitypulse wavetechnologywearable

Identifiers

PMID40809286
PMCPMC12343505

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.