Oura Ring Gen 4 sensor data — not clinical measurementsN=1 case study — not validated for clinical decisionsHEV diagnosed Mar 18; interpret findings cautiously in this Day 55 post-ruxolitinib window

Advanced HRV Analysis

RMSSD epochs: 9,707 | HR measurements: 62,971
Generated 2026-05-11 07:21 · Post-HSCT Patient
DFA alpha-1 (RMSSD-Epoch Proxy)
Abnormal
nan
Applied to RMSSD epochs (not RR intervals) — ref ~1.0 (not directly comparable) | 95% KI: (nan, nan)
Sample Entropy
Low
1.5534
Healthy: 1.5-2.5 | normal
Toichi CVI (vagal)
Low
1.9385
Healthy: 3.255
Allostatic Load
Elevated
3/7
moderate
Baevsky SI
Normal
6.21
Normal: <150 | normal
Cosinor Amplitude
Low
5.84bpm
Healthy: 15-25 bpm | Acrophase: 10:41
RQA Determinism
Low
0.5121
Healthy: >0.6 | moderately_reduced
Nightly HR CV
Elevated
11.05%
Mean: 80.4 bpm | high_variability

1. Proxy Frequency Spectrum (Lomb-Scargle)

Note: Analysis based on 5-minute RMSSD epochs (not beat-to-beat RR intervals). Nyquist frequency is limited to ~0.00167 Hz, so the table below uses proxy bands across the accessible spectrum only. These labels are heuristic and do not support standard LF/HF physiology claims.
BandPowerProportionInterpretation
Lower proxy band0.04.9%Lowest third of accessible RMSSD-epoch spectrum
Mid proxy band0.080.3%Middle third of accessible RMSSD-epoch spectrum
Upper proxy band0.014.8%Upper third of accessible RMSSD-epoch spectrum
Upper/lower proxy ratio5.42Heuristic spectral balance only; not a standard sympathovagal index

2. Multiscale Entropy (MSE)

Pattern: High entropy preserved - possible inflammatory pattern

Low-scale mean: 0.6492 | High-scale mean: 0.6931

Costa et al. 2005: Healthy systems show high entropy across all scales. Neuropathic disease shows decline at high scales.

3. Recurrence Quantification Analysis (RQA)

MetricValueInterpretation
Recurrence Rate (RR)0.0124Proportion of recurrent states
Determinism (DET)0.5121Reduced predictability
Laminarity (LAM)0.23Degree of intermittency
Diagonal Entropy1.2757Complexity of diagonal lines
Moderately reduced determinism

4. RMSSD-Epoch DFA (Proxy)

Note: DFA is originally designed for beat-to-beat RR-interval time series. Applied here to 5-minute RMSSD epochs as a proxy. Reference values from RR-interval studies; RMSSD-epoch DFA values are not directly comparable.
ParameterValue95% CIReference (RR-interval literature)
alpha-1 (short-term)nan(nan, nan)~1.0 (RR-interval ref; proxy may differ)
alpha-2 (long-term)nan(nan, nan)~1.0 (RR-interval ref; proxy may differ)
alpha (full)nan-~1.0 (RR-interval ref)
nolds not installed - DFA cannot be computed

5. Approximate Entropy (ApEn) and Sample Entropy (SampEn)

MetricValueParametersHealthy Reference
ApEn1.5808m=2, r=2.5686~1.0-1.5
SampEn1.5534m=2, r=2.5686~1.5-2.5
Normal complexity

6. Hjorth Parameters

ParameterValueDescription
Activity164.9394 ms2Signal variance (power)
Mobility0.5471Mean frequency (low = monotonous signal)
Complexity2.9509Rate of frequency change

7. Baevsky Stress Index (SI)

ComponentValue
AMo (mode amplitude)10.03%
Mo (mode)8.25 ms
MxDMn (range)98.0 ms
SI (scaled)6.21
Normal stress level
Reference (Baevsky 2002): Normal <150, Moderate 150-500, High >500, Pathological >1000

8. Toichi CVI/CSI (Vagal/Sympathetic Index)

ParameterPatientHealthy Reference% of Normal
SD1 (vagal)4.969 ms30 ms16.6%
SD2 (sympathetic)17.469 ms60 ms29.1%
CVI1.93853.255-
CSI3.51582.0-
CVI=1.94 (healthy ref: 3.26) - severely reduced vagal tone. CSI=3.52 (healthy ref: 2.0) - sympathetic dominance.

9. Cosinor Circadian Analysis (Heart Rate)

ParameterValueReference
MESOR91.05 bpm60-80 bpm (healthy)
Amplitude5.84 bpm15-25 bpm
Acrophase10:4114:00-17:00
R20.0622>0.3 for significant rhythm
Flattened circadian rhythm

10. HR Complexity (Permutation and Spectral Entropy)

MetricValueHealthy Reference
Permutation Entropy (PE)0.9752>0.85
Spectral Entropy (SE)0.6903>0.80
Normal ordinal pattern complexity

11. Night-to-Night HR Variability

ParameterValue
Number of Nights128
Mean Nocturnal HR80.4 bpm
SD Nocturnal HR8.89 bpm
CV11.05%
Min-Max61.0 - 113.9 bpm
Trenddeclining trend (-0.18 bpm/night)

12. Wearable Allostatic Load Score

3 / 7 MODERATE

BiomarkerValueThresholdStatus
Hr Avg Sleep 80.4 bpm > 80 bpm EXCEEDED
Hrv Rmssd 15.3 ms > 15 ms OK
Sleep Efficiency 72.5 % < 85 % EXCEEDED
Temp Deviation 0.222 °C > 0.5 °C OK
Spo2 96.13 % < 95 % OK
Deep Sleep Pct 17.6 % < 10 % OK
Rem Sleep Pct 11.7 % < 15 % EXCEEDED
Moderate allostatic load (3/7)

Clinical Summary

Key Findings:
Advanced analysis of 9,707 RMSSD epochs and 62,971 heart rate measurements confirms severe autonomic dysfunction in this post-hsct patient.

Key Metrics:
  • DFA alpha-1 (RMSSD-Epoch Proxy) = nan (RR-interval ref ~1.0; proxy may differ): nolds not installed - DFA cannot be computed
  • SampEn = 1.5534 (RR-interval ref 1.5-2.5; RMSSD-epoch may differ): Normal complexity
  • Toichi CVI = 1.9385 (reference 3.255): Severely reduced vagal tone
  • Cosinor amplitude = 5.84 bpm (reference 15-25): Flattened circadian rhythm
  • Allostatic load score = 3/7: moderate
  • RQA determinism = 0.5121: Moderately reduced determinism

Clinical Interpretation:
Combined analyses show a pattern consistent with severe autonomic neuropathy with both parasympathetic failure (low CVI, low SampEn, low SD1) and chronodisruption (low cosinor amplitude). MSE pattern (inflammatory) and DFA findings support loss of fractal dynamics. The high allostatic load (3/7) indicates systemic physiological stress exceeding adaptive capacity.

Analysis based on Oura Ring Gen 4 data (Jan-Mar 2026). RMSSD epochs are 5-minute intervals during sleep. DFA and SampEn are computed from RMSSD epochs (proxy) - not beat-to-beat RR intervals. Reference values from RR-interval studies are not directly comparable. Frequency domain values are approximations based on Lomb-Scargle periodogram, not beat-to-beat analysis, and should be interpreted as relative indicators. Population norms for RMSSD are from controlled clinical 5-minute recordings; consumer wearable nocturnal values may differ.