Evidence map›Paper›PMID 34136937›Full record

ArticleDiabetologia2021

Sleep quality and glycaemic variability in a real-life setting in adults with type 1 diabetes.

Rachel Brandt, Minsun Park, Kristen Wroblewski, Lauretta Quinn, Esra Tasali, Ali Cinar

Registry-linked trialOpen access · bronzeAbstract read
In one paragraph

Article in Diabetologia, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05145374 (Multivariable Artificial Pancreas to Detect and Mitigate the Effects of Unannounced Physical Activities and Acute Psychological Stress), which is not on this map. Cited by 27 papers.

0numbers the graph read from it
0cells of the map it votes in
27citing papers in PubMed
4.0field-weighted citation impact, top 5% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT05145374 recruitingnot on this mapstarted 2022, after this paper: background citation

Multivariable Artificial Pancreas to Detect and Mitigate the Effects of Unannounced Physical Activities and Acute Psychological Stress

TypeobservationalSponsorUniversity of Illinois at ChicagoRan2022 to 2025Enrolled20ConditionsType 1 Diabetes
3 · Its place in the literature

Who cites it

27 citing papers in PubMed, 41 citations in OpenAlex.

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  7. Article
  8. Association Between Daily Steps Measured by Accelerometry and Diabetes in ELSA-Brasil Participants.International journal of environmental research and public health · 2026
    Article
  9. Article
  10. Review
  11. Sleep and chrononutrition: a narrative review.Sleep and biological rhythms · 2025
    Review
  12. Article
  13. Proposed Practical Guidelines to Improve Glycaemic Management by Reducing Glycaemic Variability in People with Type 1 Diabetes Mellitus.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2025
    Review
  14. Article
  15. Review
  16. Cognitive benefits of sleep: a narrative review to explore the relevance of glucose regulation.Sleep advances : a journal of the Sleep Research Society · 2025
    Review
  17. Sleep Disturbances in Type 1 Diabetes and Mitigating Cardiovascular Risk.The Journal of clinical endocrinology and metabolism · 2024
    Review
  18. Article
  19. Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 5 institutions in 1 country.

Rachel BrandtDepartment of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL, USA.
Minsun ParkCollege of Nursing, University of Illinois at Chicago, Chicago, IL, USA.
Kristen WroblewskiDepartment of Public Health Sciences, University of Chicago, Chicago, IL, USA.
Lauretta QuinnCollege of Nursing, University of Illinois at Chicago, Chicago, IL, USA.
Esra TasaliDepartment of Medicine, University of Chicago, Chicago, IL, USA.
Ali CinarDepartment of Chemical and Biological Engineering, Illinois Institute of Technology, Chicago, IL, USA. cinar@iit.edu.ORCID 0000-0002-1607-9943
University of Illinois Chicago · USChicago Department of Public Health · USIIT Research Institute · USIllinois Institute of Technology · USUniversity of Chicago · US

Funding

YALE CENTER FOR THE: LEARNING &ATTENTIONP41RR013642 · NCRR · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI SMALL, GARY WILLIAM · 1998 to 2011
$21.9M
Research Design, Data, and Analytics CoreP30DK092949 · NIDDK · UNIVERSITY OF CHICAGO · PI Ronald T. Ackermann, MARSHALL H CHIN · 2011 to 2026
$10.0M
NCRR NIH HHS P41 RR013642NIDDK NIH HHS P30 DK092949
6 · The paper itself

Abstract

aims/hypothesisSuboptimal subjective sleep quality is very common in adults with type 1 diabetes. Reducing glycaemic variability is a key objective in this population. To date, no prior studies have examined the associations between objectively measured sleep quality and overnight glycaemic variability in adults with type 1 diabetes. We aimed to test the hypothesis that poor sleep quality would be associated with greater overnight glycaemic variability.

methodsData were collected in the home setting from 20 adults (ten male and ten female participants) with type 1 diabetes who were current insulin pump users. Simultaneous assessments of objective sleep quality (Zmachine Insight+) and continuous glucose monitoring (CGM) were performed over multiple nights (up to 15 nights) in each participant. Due to the real-life nature of this study, the participants kept their usual CGM alerts for out-of-range glucose values. Sleep quality was categorised as 'good' or 'poor' using a composite of objective sleep features (i.e. sleep efficiency, wake after sleep onset and number of awakenings) based on the National Sleep Foundation's consensus criteria. Glycaemic variability was quantified using SD and CV of overnight glucose values based on overnight CGM profiles.

resultsA total of 170 nights were analysed. Overall, 86 (51%) nights were categorised as good sleep quality, and 84 (49%) nights were categorised as poor sleep quality. Using linear mixed-effects models, poor sleep quality was significantly associated with greater glycaemic variability as quantified by SD (coefficient: 0.39 [95% CI 0.10, 0.67], p = 0.009) and CV (coefficient: 4.35 [95% CI 0.8, 7.9], p = 0.02) of overnight glucose values, after accounting for age, sex, BMI and overnight insulin dose. There was large inter- and intra-individual variability in sleep and glycaemic characteristics. Both pooled and individual-level data revealed that the nights with poor sleep quality had larger SDs and CVs, and, conversely, the nights with good sleep quality had smaller SDs and CVs. No associations were found between sleep quality and time spent in the target glucose range, or above or below the target glucose range, where CGM alarms are most likely to occur. CONCLUSIONS/

interpretationObjectively measured sleep quality is associated with overnight glycaemic variability in adults with type 1 diabetes. These findings highlight an important role of sleep quality in overnight glycaemic control in type 1 diabetes. They also provide a strong incentive to both patients and healthcare providers for considering sleep quality in personalised type 1 diabetes glycaemic management plans. Future studies should investigate the mechanisms linking sleep quality to glycaemic variability.

Indexed as

Sleep QualityAdolescentAdultBlood GlucoseBlood Glucose Self-MonitoringDiabetes Mellitus, Type 1FemaleGlycated HemoglobinHumansHypoglycemic AgentsInsulinInsulin Infusion SystemsMaleMiddle AgedYoung AdultBlood GlucoseGlycated Hemoglobinhemoglobin A1c protein, humanHypoglycemic AgentsInsulinGlycaemic variabilitySleepSleep qualityType 1 diabetes

Identifiers

PMID34136937
PMCPMC9254230
OpenAlexW3170931697

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

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.