Cited by 461Heart Rate Variability and Autonomic ControlNon-Invasive Vital Sign MonitoringCardiovascular Health and Disease Prevention

Photoplethysmography pulse rate variability as a surrogate measurement of heart rate variability during non-stationary conditions.

Open access
Gil, E, Orini, M, Bailón, R, Vergara, J M, Mainardi, L, Laguna, P·2010·Physiological Measurement

Abstract

In this paper we assessed the possibility of using the pulse rate variability (PRV) extracted from the photoplethysmography signal as an alternative measurement of the HRV signal in non-stationary conditions. The study is based on analysis of the changes observed during a tilt table test in the heart rate modulation of 17 young subjects. First, the classical indices of HRV analysis were compared to the indices from PRV in intervals where stationarity was assumed. Second, the time-varying spectral properties of both signals were compared by time-frequency (TF) and TF coherence analysis. Third, the effect of replacing PRV with HRV in the assessment of the changes of the autonomic modulation of the heart rate was considered. Time-invariant HRV and PRV indices showed no statistically significant differences (p > 0.05) and high correlation (>0.97). Time-frequency analysis revealed that the TF spectra of both signals were highly correlated (0.99 +/- 0.01); the difference between the instantaneous power, in the LF and HF bands, obtained from HRV and PRV was small (<10(-3) s(-2)) and their temporal patterns were highly correlated (0.98 +/- 0.04 and 0.95 +/- 0.06 in the LF and HF bands, respectively) and TF coherence in the LF and HF bands was high (0.97 +/- 0.04 and 0.89 +/- 0.08, respectively). Finally, the instantaneous power in the LF band was observed to significantly increase during head-up tilt by both HRV and PRV analysis. These results suggest that although some differences in the time-varying spectral indices extracted from HRV and PRV exist, mainly in the HF band associated with respiration, PRV could be used as a surrogate of HRV during non-stationary conditions, at least during the tilt table test.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1088/0967-3334/31/9/015

Cites

49 of 49 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Photoplethysmography is considered to represent an accurate approximation of the IBI.

    “Photoplethysmography is considered to represent an accurate approximation of the IBI (Gil et al., 2010).”

    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 Gil et al., 2010

    The Data and signal preprocessing section defines intervals between PPG pulses alongside ECG beat intervals, and the Conclusion reports strong agreement between variability measures derived from them. But the paper does not establish that PPG accurately approximates each individual interbeat interval: the Introduction and Limitations explain that pulse-transit-time variability and pulse-detection error create differences. (LLM, conf=0.84)

    Experimental — accuracy not yet measured
  • To characterize stress, arterial pulsewave signals are transformed into HRV, which represents the chronic stress level and an individual's stress vulnerability.

    “To characterize stress, arterial pulsewave signals are transformed into HRV, which represents the chronic stress level and an individual’s stress vulnerability.98”
  • The stress signals of skin temperature, skin conductance, and pulsewave are dependent on the stimulation time and categorized into acute stress (response under 3 seconds stimulation) and chronic stress (response over 3 seconds stimulation).

    “The stress signals of skin temperature, skin conductance, and pulsewave are dependent on the stimulation time and categorized in two types: acute stress (response under 3 seconds stimulation)11 and chronic stress (response over 3 seconds stimulation)39.”

    From A Flexible and Wearable Human Stress Monitoring Patch (2016) · cites this paper as [39]

  • For stress characterization, arterial pulsewave signals are required to be transformed into human heart rate variability (HRV).

    “For stress characterization, the arterial pulsewave signals is required to be transformed into the human heart rate variability (HRV)39.”

    From A Flexible and Wearable Human Stress Monitoring Patch (2016) · cites this paper as [39]

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 1

  1. Bolanos M, Nazeran H and Haltiwanger E 2006 Comparison of heart rate variability signal features derived from electrocardiography and photoplethysmography in healthy individuals Engineering in Medicine and Biology Society. Proc. of the 28th Annu. Int. Conf. of the IEEE pp 4289-94

Cited by

Sorted by citations

Authors
Gil, E., Orini, M., Bailón, R., Vergara, J. M., Mainardi, L., & Laguna, P.
Affiliations
  • Universidad de Zaragoza (ES)
  • Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine (ES)
  • Politecnico di Milano (IT)
Venue
Physiological Measurement
Published
2010-08-11
Volume
31
Issue
9
Pages
1271-1290
ISSN
  • 0967-3334 (ISSN-L)
  • 1361-6579
OpenAlex
W2010524207
Cited by
461
References
49
Citations by year
2026: 14 · 2025: 21 · 2024: 26 · 2023: 42 · 2022: 44 · 2021: 36 · 2020: 42 · 2019: 44 · 2018: 39 · 2017: 38 · 2016: 28 · 2015: 36 · 2014: 15 · 2013: 13 · 2012: 13
FWCI
7.90
Type
journal article
Language
en
Open access
Locations
  • Physiological Measurement (publishedVersion)
  • PubMed (publishedVersion)
  • UCL Discovery (University College London) (submittedVersion)
  • Virtual Community of Pathological Anatomy (University of Castilla La Mancha) (submittedVersion)
Funders
Ministerio de Ciencia y Tecnología
Topics
  • Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
  • Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
  • Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiovascular Health and Disease Prevention
Keywords
photoplethysmography, pulse rate variability, heart rate variability, non-stationary signals, tilt table test, time-frequency analysis, time-frequency coherence, respiration, surrogate measurement
MeSH terms
Autonomic Nervous System, Female, Heart Rate, Humans, Male, Time Factors, Photoplethysmography, Tilt-Table Test

About these checks

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 ›

Are you an author, or do you see a problem with this page? Request a review