ReviewFrontiers in public health2017
Hidden Signals-The History and Methods of Heart Rate Variability.
Review in Frontiers in public health, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 63 papers, 3 of them syntheses that pooled it.
What it found
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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.
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.
Who cites it
63 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Factors that affect heart rate variability following acute resistance exercise: A systematic review and meta-analysis.Journal of sport and health science · 2022Pooled it
- Heart rate variability as a biomarker of functional outcomes in persons with acquired brain injury: Systematic review and meta-analysis.Neuroscience and biobehavioral reviews · 2021Pooled it
- Alterations in Heart Rate Variability Associated With Irritable Bowel Syndrome or Inflammatory Bowel Disease: A Systematic Review and Meta-Analysis.Clinical and translational gastroenterology · 2020Pooled it
- Hypnosis reshapes multilevel stress response and enhances executive performance in stressed medical students.Scientific reports · 2026Trial
- A Nonrandomized Trial of the Effects of Passive Simulated Jogging on Short-Term Heart Rate Variability in Type 2 Diabetic Subjects.Journal of diabetes research · 2023Trial
- Different exercise training modalities similarly improve heart rate variability in sedentary middle-aged adults: the FIT-AGEING randomized controlled trial.European journal of applied physiology · 2022Trial
- Trial
- Secondary outcomes of a behavioral sleep intervention: A randomized clinical trial.Health psychology : official journal of the Division of Health Psychology, American Psychological Association · 2019Trial
- Pulse Rate Variability Is Not the Same as Heart Rate Variability: Implications for Sports Performance and Injury Prevention.Sports medicine - open · 2026Article
- Association between time-domain heart rate variability, diastolic dysfunction and unplanned readmission to cardiovascular department in older type 2 diabetes mellitus patients.BMC geriatrics · 2026Article
- Adaptive physiology-informed correction for reliable remote photoplethysmography heart-rate monitoring.NPJ digital medicine · 2026Article
- Circulating Neutrophil and Monocyte Counts Are Inversely Associated With Heart Rate Variability Indices: The Maastricht Study.Journal of the American Heart Association · 2026Article
- Feeling Rested Improves Cognitive Performance Among University Students: Testing of a Novel Psychophysiological Measurement System.Brain sciences · 2026Article
- From stress to success: using physiological data to predict cardiopulmonary resuscitation simulation performance.Frontiers in psychology · 2026Article
- When your heart isn't in it anymore: cardiac correlates of task disengagement.Communications biology · 2025Article
- Heart Rate Variability Applications in Medical Specialties: A Narrative Review.Applied psychophysiology and biofeedback · 2025Review
- Fractal correlation properties of heart rate variability and respiratory frequency as measures of endurance exercise durability.European journal of applied physiology · 2025Article
- Effects of 12 Weeks of Interval Block Resistance Training Versus Circuit Resistance Training on Body Composition, Performance, and Autonomic Recovery in Adults: Randomized Controlled Trial.Journal of functional morphology and kinesiology · 2025Article
- Article
- Heart rate variability and its modulation by nutrients: a narrative review on implications for cardiovascular aging.Frontiers in neuroscience · 2025Review
3 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The understanding of heart rate variability (HRV) has increased parallel with the development of modern physiology. Discovered probably first in 1847 by Ludwig, clinical applications evolved in the second part of the twentieth century. Today HRV is mostly used in cardiology and research settings. In general, HRV can be measured over shorter (e.g., 5-10 min) or longer (12 or 24 h) periods. Since 1996, most measurements and calculations are made according to the standard of the Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. As the first step, the series of times between successive R-peaks in the ECG are in milliseconds. It is crucial, however, to identify and remove extrasystoles and artifacts according to standard protocols. The series of QRS distances between successive heartbeats can be analyzed with simple or more sophisticated algorithms, beginning with standard deviation (SDNN) or by the square root of the mean of the sum of squares of differences between adjacent normal RR (rMSSD). Short-term HRV is frequently analyzed with the help of a non-parametric fast Fourier transformation quantifying the different frequency bands during the measurement period. In the last decades, various non-linear algorithms have been presented, such as different entropy and fractal measures or wavelet analysis. Although most of them have a strong theoretical foundation, their clinical relevance is still debated.
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