Sleep characteristics in type 1 diabetes and associations with glycemic control: systematic review and meta-analysis

Sirimon Reutrakul, Ammarin Thakkinstian, Thunyarat Anothaisintawee, Sasipas Chontong, Anne-Laure Borel, Michelle M Perfect, Carolina Castro Porto Silva Janovsky, Romain Kessler, Bernd Schultes, Igor Alexander Harsch, Marieke van Dijk, Didier Bouhassira, Bartlomiej Matejko, Rebecca B Lipton, Parawee Suwannalai, Naricha Chirakalwasan, Anne-Katrin Schober, Kristen L Knutson, Sirimon Reutrakul, Ammarin Thakkinstian, Thunyarat Anothaisintawee, Sasipas Chontong, Anne-Laure Borel, Michelle M Perfect, Carolina Castro Porto Silva Janovsky, Romain Kessler, Bernd Schultes, Igor Alexander Harsch, Marieke van Dijk, Didier Bouhassira, Bartlomiej Matejko, Rebecca B Lipton, Parawee Suwannalai, Naricha Chirakalwasan, Anne-Katrin Schober, Kristen L Knutson

Abstract

Objectives: The association between inadequate sleep and type 2 diabetes has garnered much attention, but little is known about sleep and type 1 diabetes (T1D). Our objectives were to conduct a systematic review and meta-analysis comparing sleep in persons with and without T1D, and to explore relationships between sleep and glycemic control in T1D.

Methods: Studies were identified from Medline and Scopus. Studies reporting measures of sleep in T1D patients and controls, and/or associations between sleep and glycemic control, were selected.

Results: A total of 22 studies were eligible for the meta-analysis. Children with T1D had shorter sleep duration (mean difference [MD] = -26.4 minutes; 95% confidence interval [CI] = -35.4, -17.7) than controls. Adults with T1D reported poorer sleep quality (MD in standardized sleep quality score = 0.51; 95% CI = 0.33, 0.70), with higher scores reflecting worse sleep quality) than controls, but there was no difference in self-reported sleep duration. Adults with TID who reported sleeping >6 hours had lower hemoglobin A1c (HbA1c) levels than those sleeping ≤6 hours (MD = -0.24%; 95% CI = -0.47, -0.02), and participants reporting good sleep quality had lower HbA1c than those with poor sleep quality (MD = -0.19%; 95% CI = -0.30, -0.08). The estimated prevalence of obstructive sleep apnea (OSA) in adults with TID was 51.9% (95% CI = 31.2, 72.6). Patients with moderate-to-severe OSA had a trend toward higher HbA1c (MD = 0.39%, 95% CI = -0.08, 0.87).

Conclusion: T1D was associated with poorer sleep and high prevalence of OSA. Poor sleep quality, shorter sleep duration, and OSA were associated with suboptimal glycemic control in T1D patients.

Keywords: Glycemic control; Meta-analysis; Obstructive sleep apnea; Sleep duration; Sleep quality; Type 1 diabetes.

Conflict of interest statement

Conflict of interest

The ICMJE Uniform Disclosure Form for Potential Conflicts of Interest associated with this article can be viewed by clicking on the following link: http://dx.doi.org/10.1016/j.sleep.2016.03.019.

Copyright © 2016 The Author(s). Published by Elsevier B.V. All rights reserved.

Figures

Fig. A1.
Fig. A1.
Relationship between sleep stages and glycemic control in type 1 diabetes (T1D) patients. (A) Mean difference of percentages of sleep time spent in light sleep between participants with optimal (HbA1c

Fig. A2.

Relationship between sleep duration and…

Fig. A2.

Relationship between sleep duration and glycemic control (GC) in adults with type 1…

Fig. A2.
Relationship between sleep duration and glycemic control (GC) in adults with type 1 diabetes (T1D). (A) Mean difference in HbA1c levels between participants with longer sleep duration (>6 hours) and those with shorter sleep duration (≤6 hours). (B) Mean difference in sleep duration between participants with optimal (HbA1c

Fig. A3.

Relationship between sleep duration and…

Fig. A3.

Relationship between sleep duration and glycemic control (GC) in children with type 1…

Fig. A3.
Relationship between sleep duration and glycemic control (GC) in children with type 1 diabetes (T1D). (A) Mean difference in HbA1c levels between participants with longer and shorter sleep durations, calculated by HbA1c in those with longer sleep duration minus that of those with shorter sleep duration. (B) Mean difference in sleep duration between participants with optimal (HbA1c

Fig. A4.

Relationship between sleep quality and…

Fig. A4.

Relationship between sleep quality and glycemic control (GC) in adults with type 1…

Fig. A4.
Relationship between sleep quality and glycemic control (GC) in adults with type 1 diabetes (T1D). (A) Mean difference in HbA1c levels between participants with good sleep quality (sleep efficiency ≥85% as measured by polysomnography [PSG] or actigraphy, or per sleep quality score cutoff according to the sleep questionnaire used) and those with poor sleep quality. (B) Mean difference in sleep efficiency between participants with optimal (HbA1c

Fig. A5.

Relationship between obstructive sleep apnea…

Fig. A5.

Relationship between obstructive sleep apnea (OSA) and glycemic control (GC) in patients with…

Fig. A5.
Relationship between obstructive sleep apnea (OSA) and glycemic control (GC) in patients with type 1 diabetes (TID). (A) Mean difference in HbA1c levels between participants with OSA and without OSA in adults (calculated by HbA1c in those with OSA minus those without OSA). (B) Mean difference in HbA1c levels between those with moderate to severe OSA (AHI ≥15) and those without OSA (AHI

Fig. A6.

Funnel plots of the mean…

Fig. A6.

Funnel plots of the mean difference between patients with type 1 diabetes (T1D)…

Fig. A6.
Funnel plots of the mean difference between patients with type 1 diabetes (T1D) and control participants. (A) Sleep duration. (B) Sleep quality.

Fig. A7.

Funnel and contour-enhanced funnel plots…

Fig. A7.

Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes…

Fig. A7.
Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes (T1D) patients with good and poor glycemic controls. (A) Sleep duration as obtained by objective measurements. (B) Sleep quality by objective measurements.

Fig. 1.

Flow chart of study selection.…

Fig. 1.

Flow chart of study selection. Poolings were performed when there were three or…

Fig. 1.
Flow chart of study selection. Poolings were performed when there were three or more studies in the same category.

Fig. 2.

Mean difference in sleep duration…

Fig. 2.

Mean difference in sleep duration between patients with type 1 diabetes (T1D) and…

Fig. 2.
Mean difference in sleep duration between patients with type 1 diabetes (T1D) and controls (calculated by sleep duration in minutes of T1D patients minus that of controls). (A) Adults by questionnaire. (B) Adolescents/children by polysomnography.

Fig. 3.

Comparisons of sleep quality between…

Fig. 3.

Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls.…

Fig. 3.
Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls. (A) Mean difference in sleep efficiency by polysomnography (PSG) (sleep efficiency of T1D patients minus that of controls). (B) Standardized mean difference in sleep quality score by questionnaire with higher score reflecting worse quality (T1D patient score minus that of controls). (C) Association between T1D and good sleep quality.
All figures (10)
Similar articles
Cited by
References
    1. Reutrakul S, Van Cauter E. Interactions between sleep, circadian function, and glucose metabolism: implications for risk and severity of diabetes. Ann N Y Acad Sci 2014;1311:151–73. - PubMed
    1. Pamidi S, Tasali E. Obstructive sleep apnea and type 2 diabetes: is there a link? Front Neurol 2012;3:126. - PMC - PubMed
    1. Chiang JL, Kirkman MS, Laffel LM, et al. Type 1 diabetes through the life span: a position statement of the American Diabetes Association. Diabetes Care 2014;37:2034–54. - PMC - PubMed
    1. Orchard TJ, Nathan DM, Zinman B, et al. Association between 7 years of intensive treatment of type 1 diabetes and long-term mortality. JAMA 2015;313:45–53. - PMC - PubMed
    1. Lachin JM, Orchard TJ, Nathan DM. Update on cardiovascular outcomes at 30 years of the diabetes control and complications trial/epidemiology of diabetes interventions and complications study. Diabetes Care 2014;37:39–43. - PMC - PubMed
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Fig. A2.
Fig. A2.
Relationship between sleep duration and glycemic control (GC) in adults with type 1 diabetes (T1D). (A) Mean difference in HbA1c levels between participants with longer sleep duration (>6 hours) and those with shorter sleep duration (≤6 hours). (B) Mean difference in sleep duration between participants with optimal (HbA1c

Fig. A3.

Relationship between sleep duration and…

Fig. A3.

Relationship between sleep duration and glycemic control (GC) in children with type 1…

Fig. A3.
Relationship between sleep duration and glycemic control (GC) in children with type 1 diabetes (T1D). (A) Mean difference in HbA1c levels between participants with longer and shorter sleep durations, calculated by HbA1c in those with longer sleep duration minus that of those with shorter sleep duration. (B) Mean difference in sleep duration between participants with optimal (HbA1c

Fig. A4.

Relationship between sleep quality and…

Fig. A4.

Relationship between sleep quality and glycemic control (GC) in adults with type 1…

Fig. A4.
Relationship between sleep quality and glycemic control (GC) in adults with type 1 diabetes (T1D). (A) Mean difference in HbA1c levels between participants with good sleep quality (sleep efficiency ≥85% as measured by polysomnography [PSG] or actigraphy, or per sleep quality score cutoff according to the sleep questionnaire used) and those with poor sleep quality. (B) Mean difference in sleep efficiency between participants with optimal (HbA1c

Fig. A5.

Relationship between obstructive sleep apnea…

Fig. A5.

Relationship between obstructive sleep apnea (OSA) and glycemic control (GC) in patients with…

Fig. A5.
Relationship between obstructive sleep apnea (OSA) and glycemic control (GC) in patients with type 1 diabetes (TID). (A) Mean difference in HbA1c levels between participants with OSA and without OSA in adults (calculated by HbA1c in those with OSA minus those without OSA). (B) Mean difference in HbA1c levels between those with moderate to severe OSA (AHI ≥15) and those without OSA (AHI

Fig. A6.

Funnel plots of the mean…

Fig. A6.

Funnel plots of the mean difference between patients with type 1 diabetes (T1D)…

Fig. A6.
Funnel plots of the mean difference between patients with type 1 diabetes (T1D) and control participants. (A) Sleep duration. (B) Sleep quality.

Fig. A7.

Funnel and contour-enhanced funnel plots…

Fig. A7.

Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes…

Fig. A7.
Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes (T1D) patients with good and poor glycemic controls. (A) Sleep duration as obtained by objective measurements. (B) Sleep quality by objective measurements.

Fig. 1.

Flow chart of study selection.…

Fig. 1.

Flow chart of study selection. Poolings were performed when there were three or…

Fig. 1.
Flow chart of study selection. Poolings were performed when there were three or more studies in the same category.

Fig. 2.

Mean difference in sleep duration…

Fig. 2.

Mean difference in sleep duration between patients with type 1 diabetes (T1D) and…

Fig. 2.
Mean difference in sleep duration between patients with type 1 diabetes (T1D) and controls (calculated by sleep duration in minutes of T1D patients minus that of controls). (A) Adults by questionnaire. (B) Adolescents/children by polysomnography.

Fig. 3.

Comparisons of sleep quality between…

Fig. 3.

Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls.…

Fig. 3.
Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls. (A) Mean difference in sleep efficiency by polysomnography (PSG) (sleep efficiency of T1D patients minus that of controls). (B) Standardized mean difference in sleep quality score by questionnaire with higher score reflecting worse quality (T1D patient score minus that of controls). (C) Association between T1D and good sleep quality.
All figures (10)
Similar articles
Cited by
References
    1. Reutrakul S, Van Cauter E. Interactions between sleep, circadian function, and glucose metabolism: implications for risk and severity of diabetes. Ann N Y Acad Sci 2014;1311:151–73. - PubMed
    1. Pamidi S, Tasali E. Obstructive sleep apnea and type 2 diabetes: is there a link? Front Neurol 2012;3:126. - PMC - PubMed
    1. Chiang JL, Kirkman MS, Laffel LM, et al. Type 1 diabetes through the life span: a position statement of the American Diabetes Association. Diabetes Care 2014;37:2034–54. - PMC - PubMed
    1. Orchard TJ, Nathan DM, Zinman B, et al. Association between 7 years of intensive treatment of type 1 diabetes and long-term mortality. JAMA 2015;313:45–53. - PMC - PubMed
    1. Lachin JM, Orchard TJ, Nathan DM. Update on cardiovascular outcomes at 30 years of the diabetes control and complications trial/epidemiology of diabetes interventions and complications study. Diabetes Care 2014;37:39–43. - PMC - PubMed
Show all 60 references
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Fig. A3.
Fig. A3.
Relationship between sleep duration and glycemic control (GC) in children with type 1 diabetes (T1D). (A) Mean difference in HbA1c levels between participants with longer and shorter sleep durations, calculated by HbA1c in those with longer sleep duration minus that of those with shorter sleep duration. (B) Mean difference in sleep duration between participants with optimal (HbA1c

Fig. A4.

Relationship between sleep quality and…

Fig. A4.

Relationship between sleep quality and glycemic control (GC) in adults with type 1…

Fig. A4.
Relationship between sleep quality and glycemic control (GC) in adults with type 1 diabetes (T1D). (A) Mean difference in HbA1c levels between participants with good sleep quality (sleep efficiency ≥85% as measured by polysomnography [PSG] or actigraphy, or per sleep quality score cutoff according to the sleep questionnaire used) and those with poor sleep quality. (B) Mean difference in sleep efficiency between participants with optimal (HbA1c

Fig. A5.

Relationship between obstructive sleep apnea…

Fig. A5.

Relationship between obstructive sleep apnea (OSA) and glycemic control (GC) in patients with…

Fig. A5.
Relationship between obstructive sleep apnea (OSA) and glycemic control (GC) in patients with type 1 diabetes (TID). (A) Mean difference in HbA1c levels between participants with OSA and without OSA in adults (calculated by HbA1c in those with OSA minus those without OSA). (B) Mean difference in HbA1c levels between those with moderate to severe OSA (AHI ≥15) and those without OSA (AHI

Fig. A6.

Funnel plots of the mean…

Fig. A6.

Funnel plots of the mean difference between patients with type 1 diabetes (T1D)…

Fig. A6.
Funnel plots of the mean difference between patients with type 1 diabetes (T1D) and control participants. (A) Sleep duration. (B) Sleep quality.

Fig. A7.

Funnel and contour-enhanced funnel plots…

Fig. A7.

Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes…

Fig. A7.
Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes (T1D) patients with good and poor glycemic controls. (A) Sleep duration as obtained by objective measurements. (B) Sleep quality by objective measurements.

Fig. 1.

Flow chart of study selection.…

Fig. 1.

Flow chart of study selection. Poolings were performed when there were three or…

Fig. 1.
Flow chart of study selection. Poolings were performed when there were three or more studies in the same category.

Fig. 2.

Mean difference in sleep duration…

Fig. 2.

Mean difference in sleep duration between patients with type 1 diabetes (T1D) and…

Fig. 2.
Mean difference in sleep duration between patients with type 1 diabetes (T1D) and controls (calculated by sleep duration in minutes of T1D patients minus that of controls). (A) Adults by questionnaire. (B) Adolescents/children by polysomnography.

Fig. 3.

Comparisons of sleep quality between…

Fig. 3.

Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls.…

Fig. 3.
Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls. (A) Mean difference in sleep efficiency by polysomnography (PSG) (sleep efficiency of T1D patients minus that of controls). (B) Standardized mean difference in sleep quality score by questionnaire with higher score reflecting worse quality (T1D patient score minus that of controls). (C) Association between T1D and good sleep quality.
All figures (10)
Similar articles
Cited by
References
    1. Reutrakul S, Van Cauter E. Interactions between sleep, circadian function, and glucose metabolism: implications for risk and severity of diabetes. Ann N Y Acad Sci 2014;1311:151–73. - PubMed
    1. Pamidi S, Tasali E. Obstructive sleep apnea and type 2 diabetes: is there a link? Front Neurol 2012;3:126. - PMC - PubMed
    1. Chiang JL, Kirkman MS, Laffel LM, et al. Type 1 diabetes through the life span: a position statement of the American Diabetes Association. Diabetes Care 2014;37:2034–54. - PMC - PubMed
    1. Orchard TJ, Nathan DM, Zinman B, et al. Association between 7 years of intensive treatment of type 1 diabetes and long-term mortality. JAMA 2015;313:45–53. - PMC - PubMed
    1. Lachin JM, Orchard TJ, Nathan DM. Update on cardiovascular outcomes at 30 years of the diabetes control and complications trial/epidemiology of diabetes interventions and complications study. Diabetes Care 2014;37:39–43. - PMC - PubMed
Show all 60 references
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Cite
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Format: AMA APA MLA NLM

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The PubMed wordmark and PubMed logo are registered trademarks of the U.S. Department of Health and Human Services (HHS). Unauthorized use of these marks is strictly prohibited.

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Fig. A4.
Fig. A4.
Relationship between sleep quality and glycemic control (GC) in adults with type 1 diabetes (T1D). (A) Mean difference in HbA1c levels between participants with good sleep quality (sleep efficiency ≥85% as measured by polysomnography [PSG] or actigraphy, or per sleep quality score cutoff according to the sleep questionnaire used) and those with poor sleep quality. (B) Mean difference in sleep efficiency between participants with optimal (HbA1c

Fig. A5.

Relationship between obstructive sleep apnea…

Fig. A5.

Relationship between obstructive sleep apnea (OSA) and glycemic control (GC) in patients with…

Fig. A5.
Relationship between obstructive sleep apnea (OSA) and glycemic control (GC) in patients with type 1 diabetes (TID). (A) Mean difference in HbA1c levels between participants with OSA and without OSA in adults (calculated by HbA1c in those with OSA minus those without OSA). (B) Mean difference in HbA1c levels between those with moderate to severe OSA (AHI ≥15) and those without OSA (AHI

Fig. A6.

Funnel plots of the mean…

Fig. A6.

Funnel plots of the mean difference between patients with type 1 diabetes (T1D)…

Fig. A6.
Funnel plots of the mean difference between patients with type 1 diabetes (T1D) and control participants. (A) Sleep duration. (B) Sleep quality.

Fig. A7.

Funnel and contour-enhanced funnel plots…

Fig. A7.

Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes…

Fig. A7.
Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes (T1D) patients with good and poor glycemic controls. (A) Sleep duration as obtained by objective measurements. (B) Sleep quality by objective measurements.

Fig. 1.

Flow chart of study selection.…

Fig. 1.

Flow chart of study selection. Poolings were performed when there were three or…

Fig. 1.
Flow chart of study selection. Poolings were performed when there were three or more studies in the same category.

Fig. 2.

Mean difference in sleep duration…

Fig. 2.

Mean difference in sleep duration between patients with type 1 diabetes (T1D) and…

Fig. 2.
Mean difference in sleep duration between patients with type 1 diabetes (T1D) and controls (calculated by sleep duration in minutes of T1D patients minus that of controls). (A) Adults by questionnaire. (B) Adolescents/children by polysomnography.

Fig. 3.

Comparisons of sleep quality between…

Fig. 3.

Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls.…

Fig. 3.
Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls. (A) Mean difference in sleep efficiency by polysomnography (PSG) (sleep efficiency of T1D patients minus that of controls). (B) Standardized mean difference in sleep quality score by questionnaire with higher score reflecting worse quality (T1D patient score minus that of controls). (C) Association between T1D and good sleep quality.
All figures (10)
Similar articles
Cited by
References
    1. Reutrakul S, Van Cauter E. Interactions between sleep, circadian function, and glucose metabolism: implications for risk and severity of diabetes. Ann N Y Acad Sci 2014;1311:151–73. - PubMed
    1. Pamidi S, Tasali E. Obstructive sleep apnea and type 2 diabetes: is there a link? Front Neurol 2012;3:126. - PMC - PubMed
    1. Chiang JL, Kirkman MS, Laffel LM, et al. Type 1 diabetes through the life span: a position statement of the American Diabetes Association. Diabetes Care 2014;37:2034–54. - PMC - PubMed
    1. Orchard TJ, Nathan DM, Zinman B, et al. Association between 7 years of intensive treatment of type 1 diabetes and long-term mortality. JAMA 2015;313:45–53. - PMC - PubMed
    1. Lachin JM, Orchard TJ, Nathan DM. Update on cardiovascular outcomes at 30 years of the diabetes control and complications trial/epidemiology of diabetes interventions and complications study. Diabetes Care 2014;37:39–43. - PMC - PubMed
Show all 60 references
MeSH terms
Substances
Related information
[x]
Cite
Copy Download .nbib
Format: AMA APA MLA NLM
Fig. A5.
Fig. A5.
Relationship between obstructive sleep apnea (OSA) and glycemic control (GC) in patients with type 1 diabetes (TID). (A) Mean difference in HbA1c levels between participants with OSA and without OSA in adults (calculated by HbA1c in those with OSA minus those without OSA). (B) Mean difference in HbA1c levels between those with moderate to severe OSA (AHI ≥15) and those without OSA (AHI

Fig. A6.

Funnel plots of the mean…

Fig. A6.

Funnel plots of the mean difference between patients with type 1 diabetes (T1D)…

Fig. A6.
Funnel plots of the mean difference between patients with type 1 diabetes (T1D) and control participants. (A) Sleep duration. (B) Sleep quality.

Fig. A7.

Funnel and contour-enhanced funnel plots…

Fig. A7.

Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes…

Fig. A7.
Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes (T1D) patients with good and poor glycemic controls. (A) Sleep duration as obtained by objective measurements. (B) Sleep quality by objective measurements.

Fig. 1.

Flow chart of study selection.…

Fig. 1.

Flow chart of study selection. Poolings were performed when there were three or…

Fig. 1.
Flow chart of study selection. Poolings were performed when there were three or more studies in the same category.

Fig. 2.

Mean difference in sleep duration…

Fig. 2.

Mean difference in sleep duration between patients with type 1 diabetes (T1D) and…

Fig. 2.
Mean difference in sleep duration between patients with type 1 diabetes (T1D) and controls (calculated by sleep duration in minutes of T1D patients minus that of controls). (A) Adults by questionnaire. (B) Adolescents/children by polysomnography.

Fig. 3.

Comparisons of sleep quality between…

Fig. 3.

Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls.…

Fig. 3.
Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls. (A) Mean difference in sleep efficiency by polysomnography (PSG) (sleep efficiency of T1D patients minus that of controls). (B) Standardized mean difference in sleep quality score by questionnaire with higher score reflecting worse quality (T1D patient score minus that of controls). (C) Association between T1D and good sleep quality.
All figures (10)
Fig. A6.
Fig. A6.
Funnel plots of the mean difference between patients with type 1 diabetes (T1D) and control participants. (A) Sleep duration. (B) Sleep quality.
Fig. A7.
Fig. A7.
Funnel and contour-enhanced funnel plots for mean differences between adult type 1 diabetes (T1D) patients with good and poor glycemic controls. (A) Sleep duration as obtained by objective measurements. (B) Sleep quality by objective measurements.
Fig. 1.
Fig. 1.
Flow chart of study selection. Poolings were performed when there were three or more studies in the same category.
Fig. 2.
Fig. 2.
Mean difference in sleep duration between patients with type 1 diabetes (T1D) and controls (calculated by sleep duration in minutes of T1D patients minus that of controls). (A) Adults by questionnaire. (B) Adolescents/children by polysomnography.
Fig. 3.
Fig. 3.
Comparisons of sleep quality between patients with type 1 diabetes (T1D) and controls. (A) Mean difference in sleep efficiency by polysomnography (PSG) (sleep efficiency of T1D patients minus that of controls). (B) Standardized mean difference in sleep quality score by questionnaire with higher score reflecting worse quality (T1D patient score minus that of controls). (C) Association between T1D and good sleep quality.

References

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    1. Chiang JL, Kirkman MS, Laffel LM, et al. Type 1 diabetes through the life span: a position statement of the American Diabetes Association. Diabetes Care 2014;37:2034–54.
    1. Orchard TJ, Nathan DM, Zinman B, et al. Association between 7 years of intensive treatment of type 1 diabetes and long-term mortality. JAMA 2015;313:45–53.
    1. Lachin JM, Orchard TJ, Nathan DM. Update on cardiovascular outcomes at 30 years of the diabetes control and complications trial/epidemiology of diabetes interventions and complications study. Diabetes Care 2014;37:39–43.
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Source: PubMed

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