The 5HRV Autonomic Pattern Score

Abstract Background: Five-minute heart rate variability (HRV) yields several partially overlapping indices. RMSSD is a comparatively robust marker of short-term vagally mediated variability, whereas the LF/HF ratio describes a relative spectral pattern but is not a direct measure of cardiac sympathetic tone or sympathovagal balance. Interpretation is further complicated by strong age- and sex-related differences in population distributions. Objective: To specify the 5HRV Autonomic Pattern Score, a transparent deterministic method that combines age- and sex-adjusted RMSSD and LF/HF reference placement into a directional summary while retaining the separate reporting of vagal modulation, relative spectral pattern, and total short-term variability. Methods: Published P5, P25, P50, P75, and P95 reference values from the 6,891-participant Danish Study of Functional Disorders (DanFunD) were used for adults aged 18-72 years. The RMSSD was mapped to a continuous percentile using piecewise linear interpolation. LF/HF was mapped by piecewise interpolation on a logarithmic scale and capped at P5-P95 for scoring. The percentiles were transformed into standard normal deviates. A vagal direction deviation was defined as a negative RMSSD z-score and a spectral direction deviation as an LF/HF z-score. The weighted composite is 0.70 times the vagal deviation plus 0.30 times the spectral deviation and is normalized to a -100 to +100 score using 1.645, the one-sided standard-normal P95 magnitude. A separate concordance category prevents opposing or non-central component patterns from being presented as ordinary balance. Conclusions: The 5HRV score is an evidence-informed, reproducible pattern index that is not a direct measurement of sympathetic nerve activity or a validated diagnostic classifier. Its principal purpose is to make five-minute HRV interpretation more consistent and clinically readable, while preserving the underlying component results. Keywords: heart rate variability; RMSSD; LF/HF; autonomic modulation; vagal activity; reference values; composite score; five-minute ECG

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-25
DOI
https://doi.org/10.5281/zenodo.21558647
Primary Topic
Heart Rate Variability and Autonomic Control
Type
article
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article

The 5HRV Autonomic Pattern Score

Willem Gielen
Zenodo (CERN European Organization for Nuclear Research)
Heart Rate Variability and Autonomic Control
article

The 5HRV Autonomic Pattern Score

Willem Gielen
article en

Abstract

Abstract Background: Five-minute heart rate variability (HRV) yields several partially overlapping indices. RMSSD is a comparatively robust marker of short-term vagally mediated variability, whereas the LF/HF ratio describes a relative spectral pattern but is not a direct measure of cardiac sympathetic tone or sympathovagal balance. Interpretation is further complicated by strong age- and sex-related differences in population distributions. Objective: To specify the 5HRV Autonomic Pattern Score, a transparent deterministic method that combines age- and sex-adjusted RMSSD and LF/HF reference placement into a directional summary while retaining the separate reporting of vagal modulation, relative spectral pattern, and total short-term variability. Methods: Published P5, P25, P50, P75, and P95 reference values from the 6,891-participant Danish Study of Functional Disorders (DanFunD) were used for adults aged 18-72 years. The RMSSD was mapped to a continuous percentile using piecewise linear interpolation. LF/HF was mapped by piecewise interpolation on a logarithmic scale and capped at P5-P95 for scoring. The percentiles were transformed into standard normal deviates. A vagal direction deviation was defined as a negative RMSSD z-score and a spectral direction deviation as an LF/HF z-score. The weighted composite is 0.70 times the vagal deviation plus 0.30 times the spectral deviation and is normalized to a -100 to +100 score using 1.645, the one-sided standard-normal P95 magnitude. A separate concordance category prevents opposing or non-central component patterns from being presented as ordinary balance. Conclusions: The 5HRV score is an evidence-informed, reproducible pattern index that is not a direct measurement of sympathetic nerve activity or a validated diagnostic classifier. Its principal purpose is to make five-minute HRV interpretation more consistent and clinically readable, while preserving the underlying component results. Keywords: heart rate variability; RMSSD; LF/HF; autonomic modulation; vagal activity; reference values; composite score; five-minute ECG

Zenodo (CERN European Organization for Nuclear Research)
Regionshospital Nordjylland (DK)
Gender equality
Openalex Percentile: Top 8%
Heart Rate Variability and Autonomic Control
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The 5HRV Autonomic Pattern Score — Willem Gielen · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS