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Updated: Mar 29, 2026

Multi-Modal Home Sleep Monitoring in Older Adults
Published on: January 26, 2019
Hypnogram-derived structured data reveal differences in sleep stage transition characteristics between high and low
Junru Yu1, Qian Xu2, Ying Liu1
1School of Nursing, Nanjing Medical University, Nanjing, Jiangsu, China.
Background:
Arousal threshold (ArTH) is associated with disease severity and sleep stability, but conventional PSG metrics cannot capture dynamic stage transitions. Hypnogram-based analysis provides information on the temporal structure of sleep. How variations in ArTH phenotype affect sleep architecture and transition dynamics remains unclear.
Methods:
This retrospective study included 1792 patients with OSA stratified by arousal threshold. Hypnograms were converted into structured sleep-stage sequences using Python. After propensity score matching for age, gender, and BMI, group differences were evaluated using survival analysis for stage persistence, Poisson regression for transition frequency, and multistate Cox and semi-Markov models for transition dynamics.
Results:
After propensity score matching, 580 OSA patients with a high arousal threshold and 580 with a low arousal threshold were analyzed. The High ArTH group showed longer N1 (80.6 ± 58.8 vs. 74.4 ± 54.5 min, p < 0.05), N2 (230.7 ± 76.3 vs. 216.8 ± 81.2 min, p < 0.01) and REM (68.9 ± 32.6 vs. 57.7 ± 35.9 min, p < 0.001), but lower N3 percentage (7.0 ± 7.4% vs. 8.2 ± 7.7%, p < 0.01). Transition analyses revealed unstable N2 with frequent NREM oscillations (N1→N2 RR = 1.076, p < 0.001; HR = 1.099, p < 0.001; N2→N1 RR = 1.219, p < 0.001; HR = 1.316, p < 0.001), reduced N3 progression (N2→N3 RR = 0.843, p < 0.01; HR = 0.837, p < 0.001), and lower NREM-to-wake probability (N1→Wake RR = 0.922, p < 0.05; HR = 0.911, p < 0.001; N2→Wake RR = 0.944, p < 0.05), indicating impaired sleep stability.
Conclusions:
High ArTH patients exhibit unstable N2 sleep, frequent NREM oscillations and reduced deep sleep progression, particularly in moderate and severe disease.
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