Related Experiment Video
Updated: Jun 4, 2026

Quantifying Infra-slow Dynamics of Spectral Power and Heart Rate in Sleeping Mice
Published on: August 2, 2017
Longitudinal assessment of resting wakefulness heart rate variability and its association with sleep apnea severity
Mahsa Alidadi1, Maryam Mohebbi2, Babak Mohammadzadeh Asl1
1Department of Biomedical Engineering, Tarbiat Modares University, Tehran, Iran.
Abstract:
This study investigates the relationship between heart rate variability (HRV) during wakefulness and sleep apnea severity, with a focus on long-term autonomic nervous system (ANS) dysregulation. Using longitudinal data from the Sleep Heart Health Study (SHHS), we analyzed 15-minute pre-sleep ECG segments from 112 carefully selected participants, applying strict exclusion criteria to minimize confounding from comorbidities and medications known to affect HRV. A comprehensive set of time-domain, frequency-domain, and nonlinear HRV features was extracted and compared across apnea severity groups defined by the Apnea-Hypopnea Index (AHI). Cross-sectional analysis revealed significant reductions in parasympathetic-linked HRV indices, including RMSSD, PNN50, and HF power, with increasing apnea severity, alongside elevated LF/HF ratios indicating sympathetic dominance. Longitudinal modeling via Linear Mixed-Effects Regression (LMER) demonstrated that declines in RMSSD and progressive alterations in SD1, SD2, and the SD1/SD2 ratio over time were significantly associated with worsening AHI, reinforcing the persistence of ANS imbalance even during wakefulness. These findings suggest that sleep apnea severity is associated with persistent alterations in autonomic regulation extending beyond nocturnal events, and highlight the potential research value of wakefulness HRV as a non-invasive correlate of apnea severity and associated cardiovascular risk.
Related Concept Videos
Sleep Apnea
The condition is more prevalent among...
Assessment of Ventilation I: Respiratory Rate
A Ventilation assessment is critical for monitoring a patient's health status. Respiration, one of the most accessible vital signs, provides insights into the function of numerous body systems and can indicate serious health issues, such as brainstem injuries from head trauma.
Critical Guidelines for Assessing Ventilation:
Sleep-Wake Cycles
NREM Sleep
NREM sleep comprises four progressive stages that seamlessly merge:
Assessment of Respiration
Subjective Assessment: Nurses interview the patient to gather information directly during the subjective assessment. It includes questions about the individual's medical history, medications, and symptoms, focusing on past respiratory conditions like asthma or COPD,...
Assessment of apical radial pulse
The A-R pulse assessment involves simultaneous evaluation of the apical and radial pulses. When the apical and radial pulse rates vary, this assessment helps identify a pulse deficit.
Pre-Procedural Preparation
Assessment of Ventilation II: Respiratory Depth and Rhythm
Respiratory depth measures the volume of air inhaled or exhaled during a breath. It can vary from shallow to deep and typically remains consistent when a person is at rest or asleep. Occasionally, individuals will automatically inhale deeply, known as sighing, which inflates the lungs with more air than normal breathing.
To assess respiratory depth, observe the degree of chest excursion or movement:

