Heart rate variability: Standards of measurement, physiological interpretation, and clinical use
Abstract
Marek Malik, J. Thomas Bigger, A. John Camm, Robert E. Kleiger, Alberto Malliani, Arthur J. Moss, Peter J. Schwartz; Heart rate variability: Standards of m
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ECG sampling rate should be set at a minimum of 200 Hz according to the Task Force.
“The accuracy of HRV measurements is primarily determined by the sampling rate of the data acquisition system, which should be set at a minimum of 200 Hz according to the Task Force (Malik, 1996).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
The Technical requirements and recommendations section gives an optimal sampling-rate range of 250–500 Hz, not a minimum of 200 Hz, and says a lower rate of at least 100 Hz may be satisfactory with interpolation. The Recording requirements ECG signal section likewise says that even 100 Hz can suffice with proper interpolation; its reference to approximately 200 Hz concerns bandwidth, not sampling rate. (LLM, conf=0.88)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredLF absolute power when breathing frequency is lower than 9cpm reflects cardiac vagal activity.
“Low-frequency (LF) absolute power (0.04 - 0.15 Hz, ms²) | When breathing frequency is lower than 9cpm: Cardiac vagal activity”
From Effects of voluntary slow breathing on heart rate and heart rate variability: A systematic review and a meta-analysis (2022) · cites this paper as Malik, 1996
The 'Components of HRV' section (page unavailable) says LF can include vagal influences and that atropine reduces LF absolute power under controlled respiration. It does not establish that LF absolute power reflects cardiac vagal activity specifically when breathing is below 9 cycles per minute; it instead cautions that LF interpretation is controversial and absolute power is affected by changes in total power. (LLM, conf=0.84)
Experimental — accuracy not yet measuredSingle 24 h analyses do not reflect the activity of the autonomic nervous system.
“Secondly, they do not reflect the activity of the autonomic nervous system.”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
The Long-term recordings section says that analysis across an entire 24-hour period obscures detailed information about autonomic modulation, and Components of HRV says a single 24-hour spectrum hides circadian LF and HF patterns. But the paper also says these analyses measure average autonomic modulations, so the categorical claim that they do not reflect autonomic nervous system activity overstates the source. (LLM, conf=0.87)
Experimental — accuracy not yet measuredFor an unambiguous interpretation of the physiological mechanisms underlying HRV, the measurement needs to be realized without physical activity.
“The guidelines of the Task Force (Malik, 1996) are extremely clear on this matter: for an unambiguous interpretation of the physiological mechanisms underlying HRV, the measurement needs to be realized without physical activity.”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
The 'Duration and circumstances of ECG recording' section recommends stationary conditions for short-term HRV recordings and says physical activity is an environmental factor to control in some study designs. It does not require all HRV measurements to be made without physical activity for unambiguous physiological interpretation; the 'Summary and recommendations' also permits 24-hour recordings. (LLM, conf=0.86)
Experimental — accuracy not yet measuredHF is deemed to reflect vagal tone only when breathing frequency is higher than nine cycles per minute.
“Regarding respiratory frequency, one component that may be heavily influenced by it is vagal tone because HF is deemed to reflect vagal tone only when breathing frequency is higher than nine cycles per minute (Malik, 1996; Berntson et al., 1997).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
The Summary and recommendations for interpretation of HRV components states that vagal activity is the major contributor to HF. The Technical requirements and recommendations table defines HF as 0.15–0.4 Hz; 0.15 Hz equals nine cycles per minute. The paper does not state that HF reflects vagal activity only when breathing exceeds that rate, so the claimed prerequisite is not established. (LLM, conf=0.82)
Experimental — accuracy not yet measured
The VLF range is located between 0.0033 and 0.04 Hz and represents long-term regulation mechanisms, thermoregulation and hormonal mechanisms.
“The very-low frequency (VLF) range is located between 0.0033 and 0.04 Hz. This band represents long-term regulation mechanisms, thermoregulation and hormonal mechanisms (Malik, 1996; Berntson et al., 1997).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
Table 2 (Technical requirements and recommendations; page unavailable) gives the VLF range for 24-hour recordings as 0.003–0.04 Hz, approximately matching the claimed range. But the Components of HRV section (page unavailable) says the physiological correlates of VLF and ULF are still unknown; it does not identify VLF with long-term regulation, thermoregulation, or hormonal mechanisms. (LLM, conf=0.88)
Experimental — accuracy not yet measuredThe LF band ranges between 0.04 and 0.15 Hz and reflects a mix between sympathetic and vagal influences.
“The low-frequency (LF) band ranges between 0.04 and 0.15 Hz. The LF band reflects a mix between sympathetic and vagal influences that shows an influence of both sympathetic and parasympathetic branches (Malik, 1996; Berntson et al., 1997).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
Table 2 (Technical requirements and recommendations) gives the LF range as 0.04–0.15 Hz. The Summary and recommendations for interpretation of HRV components says some studies view LF as reflecting both sympathetic and vagal activity, but explicitly notes disagreement; the citing sentence presents that interpretation as settled. (LLM, conf=0.87)
Experimental — accuracy not yet measuredSingle analysis of 24 h violates stationarity; if mechanisms responsible for heart period modulation of a certain frequency remain unchanged during the whole recording period, then the corresponding frequency component of HRV may be used as a measure of these modulations, otherwise interpretation cannot be ascertained.
“Single analysis of 24 h suffer from several problems (Malik, 1996). Firstly they violate stationarity; if mechanisms responsible for heart period modulation of a certain frequency remain unchanged during the whole recording period, then – and only then – the corresponding frequency component of HRV may be used as a measure of these modulations, otherwise the interpretation can’t be ascertained.”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measuredHF absolute power reflects cardiac vagal activity when breathing frequency is between 9 and 24 cycles per minute.
“High-frequency (HF) absolute power (0.15 to 0.40 Hz, ms²) | Cardiac vagal activity (when breathing frequency is comprised between 9 and 24 cycles per minute)”
From Effects of voluntary slow breathing on heart rate and heart rate variability: A systematic review and a meta-analysis (2022) · cites this paper as Malik, 1996
RMSSD reflects cardiac vagal activity.
“Root mean square of the successive differences (RMSSD, ms) | Cardiac vagal activity”
From Effects of voluntary slow breathing on heart rate and heart rate variability: A systematic review and a meta-analysis (2022) · cites this paper as Malik, 1996
HF is influenced by breathing when breathing rates are between nine cycles per minute (0.15 Hz) and up to 24 cycles per minute (0.40 Hz).
“HF is influenced by breathing when breathing rates are between nine cycles per minute (0.15 Hz) and up to 24 cycles per minute (0.40 Hz) (Malik, 1996).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
Experimental — accuracy not yet measured1 min should be seen as the absolute minimum to obtain a reliable assessment of HF.
“However, the argumentation to do so needs to be strong and 1 min should be seen as the absolute minimum to obtain a reliable assessment of HF (Malik, 1996).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
HF corresponds to vagal tone when between 0.15 and 0.40 Hz, which means between 9 and 24 cycles per minute.
“More specifically, HF corresponds to vagal tone when between 0.15 and 0.40 Hz, which means between 9 and 24 cycles per minute regarding respiratory rate.”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
HF, specifically between 0.15 and 0.40 Hz, reflects vagal tone.
“HF, specifically between 0.15 and 0.40 Hz (Malik, 1996), reflects vagal tone.”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
The Task Force recommends short-term recording duration of 5 min to ensure comparability of results across studies and laboratories.
“They recommend for short-term recording the duration of 5 min (Malik, 1996) in order to ensure comparability of results across studies and laboratories.”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
HRV provides an index of the parasympathetic nervous system.
“This is due to the fact that HRV provides an index of the parasympathetic nervous system (Malik, 1996; Chapleau and Sabharwal, 2011).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
The new HRV analyses methods that emerged since the Task Force did not bring any additional information regarding physiological underpinnings of HRV, and therefore no additional information for vagal tone.
“Finally, a critical review of the new HRV analyses methods that emerged since the Task Force regarding HRV (Malik, 1996) was realized by Sassi et al. (2015), and the conclusion was that the new methods did not bring any additional information regarding physiological underpinnings of HRV, and therefore no additional information for vagal tone.”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
24 h indices seem to be stable and free of placebo effect, which may make them ideal variables with which to assess intervention therapies.
“The Task Force mentions that the 24 h indices seem to be “stable and free of placebo effect, (which may make them) ideal variables with which to assess intervention therapies” (Malik, 1996, p. 363).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
Continuous wavelet transformation minimizes motion artifact, but only addresses one aspect because concerns related to interpretation of the data remain.
“Specific algorithms like continuous wavelet transformation minimizes motion artifact (Villarejo et al., 2013), however, this only addresses one aspect of the issue because concerns related to interpretation of the data remain (Malik, 1996).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
Respiratory sinus arrhythmia reflects HF when the breathing frequency is between 9 and 24 cycles per minute.
“Regarding respiratory depth, respiratory sinus arrhythmia [which reflects HF when the breathing frequency is comprised between 9 and 24 cycles per minute (Malik, 1996)] shows greater amplitude during higher tidal volumes and lower respiratory frequencies (Hirsch and Bishop, 1981; Shaffer et al., 2014).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
The model-order chosen to perform AR should always be indicated and be no shorter than 16 for short-term recordings.
“The model-order chosen to perform AR should always be indicated (Malik, 1996) and be no shorter than 16 for short-term recordings (Boardman et al., 2002).”
From Heart Rate Variability and Cardiac Vagal Tone in Psychophysiological Research – Recommendations for Experiment Planning, Data Analysis, and Data Reporting (2017) · cites this paper as Malik, 1996
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- Authors
- Malik, M., Bigger, J. T., Camm, A. J., Kleiger, R. E., Malliani, A., Moss, A. J., & Schwartz, P. J.
- Affiliations
- St George's Hospital (GB)
- St George's, University of London (GB)
- IRCCS Istituto Auxologico Italiano (IT)
- Corresponding author
- Malik, M.
- Venue
- European Heart Journal
- Publisher
- Oxford University Press (OUP)
- Published
- 1996-03-01
- Volume
- 17
- Issue
- 3
- Pages
- 354-381
- ISSN
- 0195-668X (ISSN-L)
- 1522-9645
- OpenAlex
- W2133589238
- Cited by
- 15,289
- References
- 132
- Citations by year
- 2026: 264 · 2025: 379 · 2024: 405 · 2023: 419 · 2022: 541 · 2021: 793 · 2020: 820 · 2019: 843 · 2018: 820 · 2017: 787 · 2016: 818 · 2015: 808 · 2014: 863 · 2013: 834 · 2012: 732
- FWCI
- 101.60
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- European Heart Journal (publishedVersion)
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac electrophysiology and arrhythmias
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › ECG Monitoring and Analysis
- Keywords
- heart rate variability, measurement standards, physiological interpretation, clinical application, autonomic nervous system, cardiac autonomic function
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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