ArticleSleep2022
Combining cardiac monitoring with actigraphy aids nocturnal arousal detection during ambulatory sleep assessment in insomnia.
Article in Sleep, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
9 citing papers in PubMed, 16 citations in OpenAlex.
- Impaired sleep resilience underlies transient neural instability in insomnia disorder.iScience · 2026Article
- A bibliometric analysis of wearable device research in sleep science: Trends and hotspots.Medicine · 2025Review
- Heart rate variability during sleep onset in patients with insomnia with or without comorbid sleep apnea.Sleep medicine · 2024Article
- Associations between sleep problems in children with ADHD and parental insomnia and ADHD symptoms.PloS one · 2024Article
- Core body temperature changes before sleep are associated with nocturnal heart rate variability.Journal of applied physiology (Bethesda, Md. : 1985) · 2023Article
- Recent Progress in Long-Term Sleep Monitoring Technology.Biosensors · 2023Review
- Actigraphy in studies on insomnia: Worth the effort?Journal of sleep research · 2023Article
- Article
- Effect of Cannabigerol on Sleep and Quality of Life in Veterans: A Decentralized, Randomized, Placebo-Controlled Trial.Medical cannabis and cannabinoidsArticle
Corrections and comments
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Authors and funding
8 authors at 2 institutions in 2 countries.
Funding
Abstract
STUDY
objectivesThe objective assessment of insomnia has remained difficult. Multisensory devices collecting heart rate (HR) and motion are regarded as the future of ambulatory sleep monitoring. Unfortunately, reports on altered average HR or heart rate variability (HRV) during sleep in insomnia are equivocal. Here, we evaluated whether the objective quantification of insomnia improves by assessing state-related changes in cardiac measures.
methodsWe recorded electrocardiography, posture, and actigraphy in 33 people without sleep complaints and 158 patients with mild to severe insomnia over 4 d in their home environment. At the microscale, we investigated whether HR changed with proximity to gross (body) and small (wrist) movements at nighttime. At the macroscale, we calculated day-night differences in HR and HRV measures. For both timescales, we tested whether outcome measures were related to insomnia diagnosis and severity.
resultsAt the microscale, an increase in HR was often detectable already 60 s prior to as well as following a nocturnal chest, but not wrist, movement. This increase was slightly steeper in insomnia and was associated with insomnia severity, but future EEG recordings are necessary to elucidate whether these changes occur prior to or simultaneously with PSG-indicators of wakefulness. At the macroscale, we found an attenuated cardiac response to sleep in insomnia: patients consistently showed smaller day-night differences in HR and HRV.
conclusionsIncorporating state-related changes in cardiac features in the ambulatory monitoring of sleep might provide a more sensitive biomarker of insomnia than the use of cardiac activity averages or actigraphy alone.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.