ArticleJournal of diabetes science and technology2013
Nocturnal continuous glucose and sleep stage data in adults with type 1 diabetes in real-world conditions.
Article in Journal of diabetes science and technology, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 1 of them a synthesis that pooled it.
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Who cites it
25 citing papers in PubMed, 1 synthesis or guideline pooled it, 32 citations in OpenAlex.
- Sleep characteristics in type 1 diabetes and associations with glycemic control: systematic review and meta-analysis.Sleep medicine · 2016Pooled it
- Trial
- Examining the Influence of Glycemic Management During Sleep on Sleep-Related Bruxism: A Pilot Study.Journal of oral rehabilitation · 2026Article
- Sleep patterns in adults and children with less common forms of diabetes.Frontiers in endocrinology · 2025Review
- The relationship between sleep and salivary and serum inflammatory biomarkers in adolescents.Frontiers in medicine · 2023Article
- Evaluating the influence of sleep quality and quantity on glycemic control in adults with type 1 diabetes.Frontiers in endocrinology · 2023Observational
- Corresponding risk factors between cognitive impairment and type 1 diabetes mellitus: A narrative review.Heliyon · 2022Review
- Type 1 Diabetes, Sleep, and Hypoglycemia.Current diabetes reports · 2021Review
- Sleep quality and glycaemic variability in a real-life setting in adults with type 1 diabetes.Diabetologia · 2021Article
- Sleep-wake characteristics, daytime sleepiness, and glycemia in young adults with type 1 diabetes.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2021Article
- Design of Wearable EEG Devices Specialized for Passive Brain-Computer Interface Applications.Sensors (Basel, Switzerland) · 2020Article
- Sleep, self-management, neurocognitive function, and glycemia in emerging adults with Type 1 diabetes mellitus: A research protocol.Research in nursing & health · 2020Article
- Sleep-related disorders in patients with type 1 diabetes mellitus: current insights.Nature and science of sleep · 2020Review
- Automated meal detection from continuous glucose monitor data through simulation and explanation.Journal of the American Medical Informatics Association : JAMIA · 2019Article
- Using Domain Knowledge to Overcome Latent Variables in Causal Inference from Time Series.Proceedings of machine learning research · 2019Article
- Does sleep duration, napping, and social jetlag predict hemoglobin A1c among college students with type 1 diabetes mellitus?Diabetes research and clinical practice · 2019Article
- Poor sleep quality is associated with nocturnal glycaemic variability and fear of hypoglycaemia in adults with type 1 diabetes.Journal of advanced nursing · 2018Article
- Multivariable Adaptive Artificial Pancreas System in Type 1 Diabetes.Current diabetes reports · 2017Review
- Subjective sleep disturbances and glycemic control in adults with long-standing type 1 diabetes: The Pittsburgh's Epidemiology of Diabetes Complications study.Diabetes research and clinical practice · 2016Article
- Impact of Chronic Sleep Disturbance for People Living With T1 Diabetes.Journal of diabetes science and technology · 2016Article
Corrections and comments
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Authors and funding
5 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundSleep plays an important role in health, and poor sleep is associated with negative impacts on diabetes management, but few studies have objectively evaluated sleep in adults with type 1 diabetes mellitus (T1DM). Nocturnal glycemia and sleep characteristics in T1DM were evaluated using body-worn sensors in real-world conditions.
methodsAnalyses were performed on data collected by the Diabetes Management Integrated Technology Research Initiative pilot study of 17 T1DM subjects: 10 male, 7 female; age 19-61 years; T1DM duration 14.9 ± 11.0 years; hemoglobin A1c (HbA1c) 7.3% ± 1.3% (mean ± standard deviation). Each subject was equipped with a continuous glucose monitor and a wireless sleep monitor (WSM) for four nights. Sleep stages [rapid eye movement (REM), light, and deep sleep] were continuously recorded by the WSM. Nocturnal glycemia (mg/dl) was evaluated as hypoglycemia (<50 mg/dl), low (50-69 mg/dl), euglycemia (70-120 mg/dl), high (121-250 mg/dl), and hyperglycemia (>250 mg/dl) and by several indices of glycemic variability. Glycemia was analyzed within each sleep stage.
resultsSubjects slept 358 ± 48 min per night, with 85 ± 27 min in REM sleep, 207 ± 42 min in light sleep, and 66 ± 30 min in deep sleep (mean ± standard deviation). Increased time in deep sleep was associated with lower HbA1c (R2 = 0.42; F = 9.37; p < .01). Nocturnal glycemia varied widely between and within subjects. Glycemia during REM sleep was hypoglycemia 5.5% ± 18.1%, low 6.6% ± 18.5%, euglycemia 44.6% ± 39.5%, high 37.9% ± 39.7%, and hyperglycemia 5.5% ± 21.2%; glycemia during light sleep was hypoglycemia 4.8% ± 12.4%, low 7.3% ± 12.9%, euglycemia 42.1% ± 33.7%, high 39.2% ± 34.6%, and hyperglycemia 6.5% ± 20.5%; and glycemia during deep sleep was hypoglycemia 0.5% ± 2.2%, low 5.8% ± 14.3%, euglycemia 48.0% ± 37.5%, high 39.5% ± 37.6%, and hyperglycemia 6.2% ± 19.5%. Significantly less time was spent in the hypoglycemic range during deep sleep compared with light sleep (p = .02).
conclusionsIncreased time in deep sleep was associated with lower HbA1c, and less hypoglycemia occurred in deep sleep in T1DM, though this must be further evaluated in larger subsequent studies. Furthermore, the consumer-grade WSM device was useful for objectively studying sleep in a real-world setting.
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