ArticleFrontiers in physiology2017
Resolving Ambiguities in the LF/HF Ratio: LF-HF Scatter Plots for the Categorization of Mental and Physical Stress from HRV.
Article in Frontiers in physiology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 95 papers, 4 of them syntheses that pooled it.
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Who cites it
95 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Effectiveness of spinal manipulation in influencing the autonomic nervous system - a systematic review and meta-analysis.The Journal of manual & manipulative therapy · 2024Pooled it
- Effect of Exercise Modality on Heart Rate Variability in Adults: A Systematic Review and Network Meta-Analysis.Reviews in cardiovascular medicine · 2024Pooled it
- Heart rate variability status at rest in adult depressed patients: a systematic review and meta-analysis.Frontiers in public health · 2023Pooled it
- Autonomic dysfunction and sudden death in patients with Rett syndrome: a systematic reviewJournal of psychiatry & neuroscience : JPN · 2020Pooled it
- A pilot study on the effects of olfactory stimulation with white musk aromatic oil on psychophysiological activity: a crossover study.Scientific reports · 2025Trial
- Music therapy with adult burn patients in the intensive care unit: short-term analysis of electrophysiological signals during music-assisted relaxation.Scientific reports · 2024Trial
- Effects ofNutrients · 2023Trial
- Effect of behavioral activation on time and frequency domain heart rate variability in older adults with subthreshold depression: a cluster randomized controlled trial in Thailand.BMC psychiatry · 2022Trial
- Wood and Its Impact on Humans and Environment Quality in Health Care Facilities.International journal of environmental research and public health · 2019Trial
- A Narrative Review of HRV Metric Selection for Applied Monitoring: RMSSD as the Default Metric for Sport and Exercise.Journal of functional morphology and kinesiology · 2026Review
- Validation of the ultra short term heart rate variability measures under changing psychophysiological state of the healthy participants at rest.Scientific reports · 2026Article
- Task difficulty influences heart rate variability: evidence from a pilot study using a multi-level mental arithmetic task.Scientific reports · 2026Article
- Stress responses and experiences of surgical trainees in simulation-based training of advanced laparoscopic procedures in highly realistic environments.Advances in simulation (London, England) · 2026Article
- Understanding the shortcomings of heart rate variability as a tool for autonomic analysis.Frontiers in physiology · 2026Article
- Effect of nighttime bedroom temperature on heart rate variability in older adults: an observational study.BMC medicine · 2025Observational
- A method for dyadic cardiac rhythmicity analysis: Preliminary evidence on bilateral interactions in fetal-maternal cardiac dynamics.Experimental physiology · 2025Article
- Do Pain and Autonomic Regulation Share a Common Central Compensatory Pathway? A Meta-Analysis of HRV Metrics in Pain Trials.NeuroSci · 2025Review
- The Effects of Virtual Reality on Hope and Travel Expectations in Healthy and Hospitalized Children: Quasi-Experimental Design Approach.Interactive journal of medical research · 2025Article
- Acute exercise impacts heart rate variability but not cognitive flexibility during subsequent simulated firefighter occupational tasks.European journal of applied physiology · 2025Article
- Association Between Surgeon Stress and Major Surgical Complications.JAMA surgery · 2025Article
35 more citing papers are in PubMed but not listed here.
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6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
It is generally accepted that the activities of the autonomic nervous system (ANS), which consists of the sympathetic (SNS) and parasympathetic nervous systems (PNS), are reflected in the low- (LF) and high-frequency (HF) bands in heart rate variability (HRV)-while, not without some controversy, the ratio of the powers in those frequency bands, the so called LF-HF ratio (LF/HF), has been used to quantify the degree of sympathovagal balance. Indeed, recent studies demonstrate that, in general: (i) sympathovagal balance cannot be accurately measured via the ratio of the LF- and HF- power bands; and (ii) the correspondence between the LF/HF ratio and the psychological and physiological state of a person is not unique. Since the standard LF/HF ratio provides only a single degree of freedom for the analysis of this 2D phenomenon, we propose a joint treatment of the LF and HF powers in HRV within a two-dimensional representation framework, thus providing the required degrees of freedom. By virtue of the proposed 2D representation, the restrictive assumption of the linear dependence between the activity of the autonomic nervous system (ANS) and the LF-HF frequency band powers is demonstrated to become unnecessary. The proposed analysis framework also opens up completely new possibilities for a more comprehensive and rigorous examination of HRV in relation to physical and mental states of an individual, and makes possible the categorization of different stress states based on HRV. In addition, based on instantaneous amplitudes of Hilbert-transformed LF- and HF-bands, a novel approach to estimate the markers of stress in HRV is proposed and is shown to improve the robustness to artifacts and irregularities, critical issues in real-world recordings. The proposed approach for resolving the ambiguities in the standard LF/HF-ratio analyses is verified over a number of real-world stress-invoking scenarios.
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