Accepted for/Published in: JMIR Formative Research
Date Submitted: Mar 14, 2025
Date Accepted: Dec 29, 2025
Longitudinal, Contactless, Mobile Sleep Monitoring Reveals Night-to-Night Sleep Variability as a Hallmark of Chronic Insomnia: Prospective Cohort Study
ABSTRACT
Background:
Current longitudinal insomnia assessments are subjective. Accurate insomnia assessment requires objective, longitudinal, naturalistic measures. Objective, ecologically-valid, longitudinal sleep measurements are needed to help identify and manage insomnia at a clinical and population level. A potential solution is consumer sleep technologies which are growing in popularity but rarely used clinically.
Objective:
We sought to prove the clinical utility of a contactless, radiofrequency-based device by demonstrating the ability to differentiate individuals with insomnia from healthy good sleepers.
Methods:
Individuals with chronic insomnia (n=83) and healthy, good sleeper controls (n=29) underwent 8 consecutive weeks of sleep monitoring using an objective, contactless, radiofrequency-based sleep monitoring device in the naturalistic home environment. Objective sleep variables were quantified as daily means and standard deviations.
Results:
On average, individuals with chronic insomnia had reduced sleep efficiency, increased sleep latency, and increased intermittent wakefulness as compared to healthy, good sleeper controls. Similarly for standard deviations, those with chronic insomnia demonstrated greater night-to-night variability in sleep efficiency, sleep latency, and intermittent wakefulness as compared to good sleeper controls (all p<0.01).
Conclusions:
We show a radiofrequency-based, contactless sleep monitoring device deployed longitudinally in the subjects’ typical sleep environment accurately distinguished healthy good sleepers from those with insomnia. Importantly, we show that night-to-night variability in objective sleep measures is a hallmark of the chronic insomnia phenotype. Clinical Trial: Naturalistic Monitoring and Treatment of Chronic Insomnia, https://www.clinicaltrials.gov, NCT04013321
Citation
Request queued. Please wait while the file is being generated. It may take some time.
Copyright
© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.