Research Article

Effects of Between- and Within-Subject Variability on Autonomic Cardiorespiratory Activity during Sleep and Their Limitations on Sleep Staging: A Multilevel Analysis

Table 7

Proportion of variance explained (PVE, %) accounted for by different effects for the six cardiorespiratory parameters analyzed in this study.

EffectRespiratory parametersCardiac parameters
BRSDBRHRSDNNLFHF

Overall between-subject effect
 Demographic effect 3.55%1.37%3.36%13.69%0.63%3.70%
 Centering (physiological) effect55.26%26.23%77.95%39.06%28.63%26.41%
 Between-subject time effect 2.74%2.72%2.67%2.00%1.87%1.58%
 Between-subject physiological effect5.03%7.62%2.27%3.91%3.49%3.44%
Overall within-subject effect
 Within-subject time effect 0.01%0.37%1.32%0.42%0.16%0.14%
 Within-subject physiological effect33.39%61.69%12.43%40.87%65.04%64.54%
Cross-interaction effect
 Demographic-related time effect0.02%NeNe0.06%0.18%0.19%

Note: ln, natural logarithm; Ne, no effect. For each cardiorespiratory parameter, the sum of PVEs from all the effects is 100%, representing the total variance for that parameter. The centering effect reflected some between-subject physiological variability (at the overnight mean level) that was assumed to be independent of sleep stage composition over the entire night.