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Updated: Aug 30, 2026

Multi-Modal Home Sleep Monitoring in Older Adults
Published on: January 26, 2019
Multidimensional sleep health and all-cause mortality: Counterfactual risk estimation and component-specific
Qingfeng Zhang1, Beini Zhou1, Yuhan Wang1
1Department of Respiratory and Critical Care Medicine, Renmin Hospital of Wuhan University, Wuhan, 430060, China.
Background:
Multidimensional sleep health has been linked to mortality, but most evidence is based on conventional association models and provides limited information on population-level risk under hypothetical sleep-health improvement.
Methods:
We included 4382 adults from the Sleep Heart Health Study with baseline polysomnography, questionnaire-based sleep assessments, covariates, and mortality follow-up. Six sleep-health domains were assessed: duration, continuity, timing, sleepiness/alertness, architecture, and sleep disorders. A composite sleep health score ranging from 0 to 6 was calculated, with higher scores indicating better sleep health. Cox model-based g-computation estimated 1-, 5-, and 10-year population standardized mortality risks. Pragmatic scenarios increased each participant's observed score by up to 1 or 2 points, capped at 6; component-specific analyses set individual domains to the healthy level while other domains remained observed.
Results:
During a median follow-up of 4327 days, 926 deaths occurred. Each 1-point higher score was associated with lower all-cause mortality (HR, 0.924; 95% CI, 0.875-0.977). The standardized 10-year risk under observed scores was 16.78%. Increasing scores by up to 1 and 2 points yielded risks of 15.82% (RD, -0.96 percentage points; 95% CI, -1.63 to -0.34) and 15.06% (RD, -1.72 percentage points; 95% CI, -2.92 to -0.61), respectively. Flexible modeling indicated modest nonlinearity and attenuated incremental estimates. Continuity and timing had the largest isolated component-specific risk differences, but neither remained significant after Holm correction.
Conclusions:
Better multidimensional sleep health was associated with lower mortality. Pragmatic hypothetical improvements were associated with modest reductions in standardized 10-year mortality risk.
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