Literature DB >> 33117011

Objective Short Sleep Duration is Related to the Peripheral Inflammasome Dysregulation in Patients with Chronic Insomnia.

Jihui Wang1, Xiaoli Wu1, Wenjing Liang1, Minhua Chen1, Chongbang Zhao1, Xianglan Wang1.   

Abstract

OBJECTIVE: Insomnia with objective short sleep duration (IOSSD) is associated with an increased risk of cardiovascular morbidity, diabetes, neurocognitive impairment, and mortality. Inflammation is believed to be one of the main links between IOSSD and these diseases. The role of nucleotide-binding domain and leucine-rich repeat protein-3 (NLRP3) inflammasome in inducing activation of inflammatory signaling in IOSSD is not clear. In this study, we investigated the expression of NLRP3 inflammasome in patients with IOSSD to clarify this issue.
METHODS: Thirty-six patients with insomnia and 20 age- and sex-matched healthy controls were sequentially recruited. Subjects were categorized into three groups: IOSSD (sleep duration < 6h, n=20), insomnia with objective normal sleep duration (IONSD, sleep duration ≥ 6h, n=16) and healthy controls (n=20). Objective sleep parameters were measured by overnight polysomnography. Peripheral NLRP3 inflammasome protein levels [NLRP3, apoptosis-associated speck-like protein containing a CARD (ASC), caspase l] and cytokines [interleukin (IL)-1β and IL-18] were assessed by Western blotting and ELISA, respectively.
RESULTS: IOSSD group showed significantly increased protein expressions of ASC and caspase-1 compared to IONSD and healthy controls and significantly increased IL-18 levels compared to healthy controls. On correlation analysis, total sleep time showed an inverse correlation with NLRP3, ASC, IL-18, and IL-1β levels. Wake after sleep onset (WASO) showed a positive correlation with NLRP3, ASC, caspase-1, and IL-1β levels. N3 sleep ratio showed a significant negative correlation with NLRP3, ASC, and IL-18 levels.
CONCLUSION: The current study demonstrated upregulation of NLRP3 inflammasome in IOSSD. Short sleep duration, decreased slow wave sleep, and sleep fragmentation may contribute to dysregulation of NLRP3 inflammasome.
© 2020 wang et al.

Entities:  

Keywords:  NLRP3; fragmentation; inflammation; insomnia; polysomnography; short sleep duration

Year:  2020        PMID: 33117011      PMCID: PMC7585267          DOI: 10.2147/NSS.S270045

Source DB:  PubMed          Journal:  Nat Sci Sleep        ISSN: 1179-1608


Introduction

Insomnia is the one of the most common sleep disorders and affects approximately 8–10% of the general population.1 Insomnia is a heterogeneous disease that includes many subtypes; among these, insomnia with objective short sleep duration (IOSSD) is getting increasing attention.2 Objective short sleep duration is defined as a habitual nocturnal sleep time less than six hours, as measured by objective methods, such as polysomnography (PSG).3 According to a study by Suzanne et al (2018),4 IOSSD accounts for approximately 50% of patients with insomnia. IOSSD is the most biologically severe phenotype of insomnia. Studies have demonstrated the association of IOSSD with physiological arousal and several chronic diseases including diabetes,5 hypertension,6 cardiovascular disease,7 neurocognitive impairment,8 and depression.9 Inflammation caused by sleep disturbance is regarded as one of main underlying mechanisms of this association.4 Several animal10–12 and human13–15 studies have documented increased levels of biomarkers of systemic inflammation after sleep deprivation; however, the relation between inflammation and sleep loss is not well characterized. The nucleotide-binding domain and leucine-rich repeat protein-3 (NLRP3) inflammasome is an intracellular protein complex that plays an important role in innate immunity. NLRP3 is activated by bacterial, viral, other pathogen-associated molecular patterns or host-derived danger-associated molecular patterns (including ASC), and subsequently recruits and activates the pro-inflammatory protease caspase-1.16 Activated caspase-1 cleaves the precursors of interleukin (IL)-1β and IL-18 to produce corresponding mature cytokines, which triggers the subsequent inflammatory cascade.16 NLRP3 inflammasome plays a key role in the pathogenesis of several diseases, such as type 2 diabetes,17 neurodegenerative diseases,18 and atherosclerosis.19 Studies have shown that NLRP3 inflammasome contributes to sleep regulation.20 Activation of NLRP3 inflammasome has also been reported in a canine model of chronic obstructive sleep apnea21 and in a mice model of sleep deprivation.22 To the best of our knowledge, the relationship between NLRP3 and sleep duration in patients with insomnia is not well characterized in contemporary literature. Considering the growing evidence of inflammatory activation in patients with IOSSD, the role of NLRP3 as the link between short sleep duration and inflammatory response is worth exploring. In the present study, we investigated the relationship between the expressions of NLRP3 associated proteins and objective sleep parameters in patients with IOSSD. We hypothesized that objective short sleep duration in insomnia patients was associated with peripheral NLRP3 inflammasome dysregulation.

Methods

Study Design

This was a single-center, cross-sectional, case-control study conducted at the third Affiliated Hospital of Sun Yat-sen University. The sample size was determined utilizing a null-hypothesis statistical test; the number of patients included was larger than the predicted number. This study was conducted in accordance with the Declaration of Helsinki and the protocol was approved by the institutional ethics committee. Written informed consent was obtained from all participants prior to their enrolment.

Participants

Participants were recruited through advertisements posted in hospitals and referrals from doctors in outpatient clinics. Interested individuals were invited to attend a structured interview and physical examination conducted by an experienced psychiatrist. Thirty-six patients with insomnia who qualified the criteria were finally recruited. Twenty age- and sex-matched healthy individuals who sleep well were recruited as healthy controls. The healthy control group comprised of siblings of insomnia patients, or the individuals who came to the hospital for routine physical examination. A schematic illustration of the study design is presented in Figure 1.
Figure 1

Schematic illustration of the study design. Participants were recruited through advertisements posted in hospitals and referrals from doctors in outpatient clinics. Interested individuals were invited to attend a structured interview and PSG conducted by an experienced psychiatrist. Thirty-six patients with insomnia who qualified the criteria were finally recruited. Twenty age and sex-matched healthy individuals who sleep well were recruited as healthy controls.

Schematic illustration of the study design. Participants were recruited through advertisements posted in hospitals and referrals from doctors in outpatient clinics. Interested individuals were invited to attend a structured interview and PSG conducted by an experienced psychiatrist. Thirty-six patients with insomnia who qualified the criteria were finally recruited. Twenty age and sex-matched healthy individuals who sleep well were recruited as healthy controls. Inclusion criteria for patients with insomnia: age range, 18–50 years; patients who qualified the diagnostic criteria for persistent insomnia as per the Diagnostic and Statistical Manual of Mental Disorders, fifth edition (DSM-V);23 Insomnia Severity Index (ISI) score ≥ 8; voluntary provision of written informed consent for participation. Inclusion criteria for healthy controls: age range, 18–50 years; no complaints about sleep quality or quantity; no history of psychiatric diseases or sleep-wake disorders; voluntary provision of written informed consent for participation; ISI score < 8. Exclusion criteria for all participants were: presence of any sleep-wake disorder other than insomnia; presence of any serious mental disorder (eg, psychotic disorder, bipolar disorder, major depression, or substance abuse); presence of unstable or serious physical diseases; presence of any inflammatory disease that may affect the results of the study; use of alcohol or medication as a sleep aid in the two-week period immediately preceding the enrolment; pregnant women; individuals engaged in night-shift work; difficulty in completing PSG or blood test.

Measures

PSG

PSG (Cadwell Laboratories, Inc, America) was used to monitor sleep for two consecutive nights in the sleep laboratory. The first night was intended to facilitate adaptation of the participants to the laboratory environment. Only the data pertaining to the second night were included in the analysis. The participants were informed to avoid alcohol, coffee, as well as day-time sleep prior to the PSG test. PSG monitoring was started at 22:00 Hrs and lasted for at least 8 hours. An experienced psychiatrist who was blinded to the group assignment scored the PSG data according to the AASM guidelines.24 PSG-derived variables included: sleep onset latency (SOL); total sleep time (TST); sleep efficiency % (SE %); wake after sleep onset (WASO); percentage duration of sleep stages [ie, N1, N2, N3, rapid eye-movement (REM) sleep]; apnea hypopnea index (AHI) and arousal index (ArI). Sleep fragmentation refers to increased night awakenings and decreased sleep continuity with increased ArI and WASO, as assessed by PSG. Slow-wave sleep (SWS) is defined as sleep stages 3 and 4 that characteristically show slow delta EEG activity during PSG. PSG-TST from the second night of recording was used to categorize the insomnia patients into two sub-groups: insomnia with objective normal sleep duration (IONSD, PSG-defined TST ≥ 6h, n=16) and insomnia with objective short sleep duration (IOSSD, PSG-defined TST < 6h, n=20).

NLRP3 Inflammasome Protein Determination

Isolation of Peripheral Blood Mononuclear Cells

Ten-milliliter fasting peripheral venous blood samples were collected in the morning after the second PSG test. The blood was centrifuged at 2000 r/min for 20 min at room temperature; the serum and the buffy coat were collected separately and stored at −80°C until further processing. Mononuclear cells were isolated from the lymphocyte lysate using the Dynabeads® Untouched™ Human Monocytes kit (Invitrogen; Thermo Fisher Scientific, Inc.).

Western Blotting

Mononuclear cells were washed thrice with PBS solution (Invitrogen; Thermo Fisher Scientific, Inc.) and lysed in ice-cold lysis buffer (Absin Bioscience Inc., Shanghai, China). Quantitative analysis of protein concentrations was performed using bicinchoninic acid kit (Shanghai Weimeng Biotechnology Co. Ltd., Shanghai, China). The extracted proteins were added to SDS-polyacrylamide gel electrophoresis (12.5% gel) and transferred onto a nitrocellulose membrane. After blocking with 5% skim milk powder in TBST (Tris-buffered saline with 0.1% Tween 20), the membranes were incubated overnight at 4°C with the following primary antibodies: anti-NLRP3, anti–caspase l (1:1000, rabbit, Absin Bioscience Inc., Shanghai, China), anti-ASC, and anti-GAPDH antibodies (1:1000, rabbit, Absin Bioscience Inc., Shanghai, China). After washing, blots were incubated with secondary antibodies conjugated to HRP. The signals on the membrane were detected with enhanced chemiluminescence (Cell Signaling Technology).

ELISA

Serum concentrations of IL-1β and IL-18 were determined using enzyme-linked immunosorbent assay (ELISA) kits (USA R&D Systems, Inc., Minneapolis, USA) on a Luminex 200 system (Luminex Corporation, Texas, USA) according to the manufacturer’s instructions.

Statistical Methods

SPSS 20.0 was used for statistical analysis. Data are presented as mean ± standard deviation (SD). Sleep parameters were compared using the student’s t-test, while NLRP3 inflammasome-associated proteins were compared using Mann–Whitney U-test. Correlation matrix analysis was performed to explore the relationship of PSG parameters with NLRP3 inflammasome-associated protein levels in patients with insomnia. P-values < 0.05 were considered indicative of statistical significance.

Results

Demographic and Clinical Characteristics of Participants

Sixty consecutive patients with insomnia complaints were screened for recruitment. Of these, 24 patients were excluded because of the following reasons: presence of other sleep-wake disorders (n=7); presence of mood disorders (n=11); presence of unstable medical conditions (n=2); patients taking alcohol to aid in sleep (n=2); (4) patients unable to complete the PSG (n=2). A total of 36 insomnia patients and 20 healthy controls were finally enrolled in the study. Among the insomnia patients, 20 had normal sleep duration and 16 had short sleep duration based on the PSG test. There were no significant among-group differences with respect to demographic or clinical characteristics (p > 0.05) (Table 1).
Table 1

Demographic and Clinical Characteristics of the Study Population Disaggregated by Groups

VariablesIOSSD, n =16IONSD, n =20Controls, n =20F/χ2P
Age (years), mean (SD)30.19±8.5030.70±8.3429.32±7.531.208 a0.307
Body mass index (kg/m2)21.67±2.6121.27±2.3120.48±2.491.124 a0.333
Male, n (%)7 (43.8%)9 (45.0%)11 (55.0%)0.579 b0.749
Single, n (%)8 (50.0%)9 (45.0%)10 (50.0%)0.129 b0.938
Education ≥12-year, n (%)13 (81.2%)15 (75.0%)14 (70.0%)0.600 b0.741
Current smokers, n (%)3 (18.8%)3 (15.0%)4 (20.0%)0.183 b0.913
Insomnia duration6.63±4.276.40±3.07-0.184 c0.855
Insomnia severity index17.63±3.3216.55±4.88-0.751 c0.458

Notes: aF value, bχ2 value, ct value.

Abbreviations: IOSSD, insomnia with objective short sleep duration; IONSD, insomnia with objective normal sleep duration; SD, standard deviation.

Demographic and Clinical Characteristics of the Study Population Disaggregated by Groups Notes: aF value, bχ2 value, ct value. Abbreviations: IOSSD, insomnia with objective short sleep duration; IONSD, insomnia with objective normal sleep duration; SD, standard deviation.

Comparisons of PSG Measures Between the Three Groups

Compared to the IONSD and the controls, patients with IOSSD showed significantly increased SOL, WASO, ArI, and significantly decreased TST, SE, N3 and REM sleep ratio (p < 0.05). These findings indicated that the IOSSD group not only had short sleep duration, but also had more serious disruption of sleep continuity and slow wave sleep (SWS) (Table 2).
Table 2

Comparison of PSG Measures Between the Three Groups

VariablesIOSSD, n =16IONSD, n =20Controls, n =20FP
SOL, min91.25±45.26AB64.75±27.08C28.75±20.7017.8580.000
TST, min251.25±46.98AB379.80±20.23C405.45±36.5793.9050.000
SE0.52±0.08AB0.77±0.55C0.87±0.66110.9030.000
WASO, min134.12±44.30AB45.05±24.1234.70±17.5858.6140.000
NREM-1, %15.91±8.08B13.15±4.93C8.40±2.568.7830.001
NREM-2, %66.29±2.88B62.50±5.4559.52±4.415.7800.005
NREM-3, %7.60±4.26AB11.25±4.03C14.58±3.5214.0610.000
REM, %9.90±4.62AB13.70±5.51C16.96±3.8111.0140.000
ArI, times/h21.11±6.32AB17.49±3.6915.67±2.584.4510.016
AHI, times/h2.35±1.322.58±1.342.32±1.120.2670.767

Notes: AP<0.05 vs IONSD; BP<0.05 vs healthy controls; CP<0.05 vs healthy controls.

Abbreviations: PSG, polysomnography; IOSSD, insomnia with objective short sleep duration; IONSD, insomnia with objective normal sleep duration; SOL, sleep onset latency; TST, total sleep time; SE, sleep efficiency; WASO, wake after sleep onset; REM, rapid eye movement sleep; NREM, non REM; ArI, arousal index; AHI, apnea hypopnea index.

Comparison of PSG Measures Between the Three Groups Notes: AP<0.05 vs IONSD; BP<0.05 vs healthy controls; CP<0.05 vs healthy controls. Abbreviations: PSG, polysomnography; IOSSD, insomnia with objective short sleep duration; IONSD, insomnia with objective normal sleep duration; SOL, sleep onset latency; TST, total sleep time; SE, sleep efficiency; WASO, wake after sleep onset; REM, rapid eye movement sleep; NREM, non REM; ArI, arousal index; AHI, apnea hypopnea index.

Comparisons of Protein Expressions of NLRP3 Inflammasomes and Related Cytokines

The Western blots of NLRP3 inflammasome proteins are shown in Figure 2. There was a significant difference between the three groups with respect to the expressions of NLRP3, ASC, caspase-1, IL-1β, and IL-18 (P < 0.05). The IOSSD group showed increased protein expressions of ASC and caspase-1 compared to IONSD and controls; the IOSSD and IONSD groups showed increased expressions of NLRP3 and IL-1β than controls, while the difference between IOSSD and IONSD in this respect was not statistically significant. The IOSSD group showed increased IL-18 expression compared to the controls (Figure 2). The results indicated that objective short sleep duration in insomnia patients was related to the peripheral upregulation of NLRP3 inflammasome-related proteins.
Figure 2

Activation of peripheral NLRP3 inflammasome in insomnia patients with objective short sleep duration. (A and B) Relative expression levels (A) and Western blot bands (B) of peripheral NLRP3, ASC, and caspase l, normalized to the values of GAPDH in IOSSD, IONSD, and healthy controls. (C and D) Serum levels of IL-lβ (C) and IL-18 (D) determined by ELISA. Results are presented as mean ± standard deviation. One-way ANOVA *P < 0.05 versus healthy controls; #P < 0.05 versus IONSD.

Activation of peripheral NLRP3 inflammasome in insomnia patients with objective short sleep duration. (A and B) Relative expression levels (A) and Western blot bands (B) of peripheral NLRP3, ASC, and caspase l, normalized to the values of GAPDH in IOSSD, IONSD, and healthy controls. (C and D) Serum levels of IL-lβ (C) and IL-18 (D) determined by ELISA. Results are presented as mean ± standard deviation. One-way ANOVA *P < 0.05 versus healthy controls; #P < 0.05 versus IONSD.

Correlation Matrix Analysis of PSG Parameters and Inflammasome Related Protein Levels in Patients with Insomnia

On correlation matrix analysis, TST showed an inverse correlation with NLRP3, ASC, IL-18, and IL-1β levels. WASO showed a positive correlation with NLRP3, ASC, caspase-1, and IL-1β levels. In addition, N3 sleep ratio showed a significant inverse correlation with NLRP3, ASC, and IL-18 levels (Table 3). The results indicated that objective short sleep duration, decreased SWS, and increased sleep fragmentation were positively related the activation of NLRP3 inflammasome related proteins.
Table 3

Correlation Matrix Analysis of PSG Parameters and NLRP3 Inflammasome

VariablesNLRP3ASCCaspase-1IL-18IL-1β
SOL0.1660.2330.1440.1840.197
TST−0.298*−0.279*−0.216−0.312*−0.349**
SE−0.219−0.320*−0.310*−0.151−0.231
WASO0.389**0.311*0.350**0.2020.306*
N10.345**0.251−0.0580.333*0.220
N20.1950.1970.291*0.2540.083
N3−0.420**−0.324*−0.043−0.419**−0.236
REM−0.233−0.210−0.244−0.312*−0.127
ArI0.291*0.282*0.0920.2110.348**

Notes: Pearson correlation coefficients (r) are presented; *P<0.05, **P<0.01.

Correlation Matrix Analysis of PSG Parameters and NLRP3 Inflammasome Notes: Pearson correlation coefficients (r) are presented; *P<0.05, **P<0.01.

Discussion

IOSSD is the most biologically severe phenotype of insomnia and is associated with increased morbidity and mortality. Moreover, patients with IOSSD show poor response to cognitive behavioral therapy.2 Maternal anemia in pregnancy is an important risk factor associated with maternal morbidity and perinatal morbidity and mortality.25 In a study by Suzanne et al (2018), 50.3% patients (mean age: 66.1 ± 11.2 years) with insomnia were found to have a sleep duration of <6 h.4 In the present study, all the participants were young adults (average age: 30.45 ± 8.12 years). Among these, 44.4% (16/36) had a sleep duration of <6 h, as measured by PSG. This indicated that objective short sleep duration is also common in young adults with chronic insomnia. In the present study, patients with IOSSD not only had shorter sleep duration, but also showed higher WASO and ArI, lower SWS proportion and SE compared with IONSD and healthy controls. This indicates that nocturnal arousal and related sleep fragmentation are serious problems in IOSSD. Considering the importance of SWS and sleep continuity in the regulation of neuroendocrine and immune systems,26 it is entirely plausible that the change in sleep duration and pattern may be partly responsible for the activation of inflammatory reaction in IOSSD. The second main finding of this study was the increased expressions of NLRP3 related proteins including ASC, caspase-1, and IL-18 in patients with IOSSD. We analyzed the relationship between PSG parameters and NLRP3 related proteins; the results showed that objective short sleep duration, decreased SWS, and increased sleep fragmentation were positively related to the activation of NLRP3 related proteins. Potential mechanisms linking sleep loss and NLRP3 inflammasome may include the following: 1. Insomnia, especially short sleep duration, is related to the activation of sympathetic system, as evidenced by increased levels of epinephrine and norepinephrine.27–29 Changes in the levels of these two neuromediators may be partly responsible for the activation of NLRP3 inflammasome through stimulation of leukocyte adrenergic receptors (eg, ADRB2 and Toll-like-receptor-4) and activation of the nuclear factor (NF)-κB-mediated inflammatory signal pathway.30,31 2. SWS plays an important role in adaptive immune memory.26 Reduction in SWS may activate the hypothalamus-pituitary-adrenal axis and glucocorticoid receptors in leukocytes, leading to a significant inhibition of antiviral gene programs [eg, interferon regulatory factor (IRF)-mediated type I interferon (IFN) transcription] and the transformation of Th1 to Th2.26 Suppression of adaptive immune response may enhance the susceptibility of sleep-deprived patients to infectious diseases,32,33 and infectious pathogens are the main activators of NLRP3 inflammasome.31 3. The consumption of oxygen and production of reactive oxygen species (ROS) decrease significantly during sleep; however continual sleep disruption increases the production of ROS.34 Considering that ROS is one of the main triggers of NLRP3 inflammasome activation,31 it is reasonable to speculate that NLRP3 may be activated through ROS pathway in patients with short sleep duration and poor sleep continuity. In conclusion, this preliminary study demonstrates the activation of NLRP3 inflammasome in patients with IOSSD. Activation of NLRP3 was positively related to the short sleep duration and sleep fragmentation. Some limitations of this study need to be considered while interpreting the results: 1) The cross-sectional study design does not permit any causal inferences about the relationship between sleep and NLRP3. Prospective studies are required to evaluate the effect of sleep intervention on NLRP3. 2) For ethical reasons, we did not evaluate the expressions of NLRP3 inflammasome in the brain, which can directly reflect the effect of sleep on neuroinflammation. 3) Owing to the small sample size, we could not perform sub-group analysis based on the characteristics of insomnia (difficulty in initiating sleep or maintaining sleep).
  33 in total

1.  Short-Term Sleep Loss Alters Cytokine Gene Expression in Brain and Peripheral Tissues and Increases Plasma Corticosterone of Zebra Finch (Taeniopygia guttata).

Authors:  Laken N Cooper; Ila Mishra; Noah T Ashley
Journal:  Physiol Biochem Zool       Date:  2019 Jan/Feb       Impact factor: 2.247

2.  Insomnia and incident depression: role of objective sleep duration and natural history.

Authors:  Julio Fernandez-Mendoza; Sarah Shea; Alexandros N Vgontzas; Susan L Calhoun; Duanping Liao; Edward O Bixler
Journal:  J Sleep Res       Date:  2015-02-27       Impact factor: 3.981

3.  Sleep deprivation and activation of morning levels of cellular and genomic markers of inflammation.

Authors:  Michael R Irwin; Minge Wang; Capella O Campomayor; Alicia Collado-Hidalgo; Steve Cole
Journal:  Arch Intern Med       Date:  2006-09-18

Review 4.  Problems associated with short sleep: bridging the gap between laboratory and epidemiological studies.

Authors:  Michael A Grandner; Nirav P Patel; Philip R Gehrman; Michael L Perlis; Allan I Pack
Journal:  Sleep Med Rev       Date:  2009-11-06       Impact factor: 11.609

5.  Neurocognitive performance in insomnia disorder: The impact of hyperarousal and short sleep duration.

Authors:  Basheer Y Khassawneh; Christina J Bathgate; Sheila C Tsai; Jack D Edinger
Journal:  J Sleep Res       Date:  2018-08-01       Impact factor: 3.981

6.  A prospective study of sleep duration and pneumonia risk in women.

Authors:  Sanjay R Patel; Atul Malhotra; Xiang Gao; Frank B Hu; Mark I Neuman; Wafaie W Fawzi
Journal:  Sleep       Date:  2012-01-01       Impact factor: 5.849

Review 7.  Insomnia and hypertension: A systematic review.

Authors:  Denise C Jarrin; Pasquale K Alvaro; Marc-André Bouchard; Stephanie D Jarrin; Christopher L Drake; Charles M Morin
Journal:  Sleep Med Rev       Date:  2018-02-16       Impact factor: 11.609

8.  Chronic insomnia and activity of the stress system: a preliminary study.

Authors:  A N Vgontzas; C Tsigos; E O Bixler; C A Stratakis; K Zachman; A Kales; A Vela-Bueno; G P Chrousos
Journal:  J Psychosom Res       Date:  1998-07       Impact factor: 3.006

Review 9.  NLRP3 Inflammasome in Neurological Diseases, from Functions to Therapies.

Authors:  Limin Song; Lei Pei; Shanglong Yao; Yan Wu; You Shang
Journal:  Front Cell Neurosci       Date:  2017-03-09       Impact factor: 5.505

10.  Insomnia with objective short sleep duration is associated with type 2 diabetes: A population-based study.

Authors:  Alexandros N Vgontzas; Duanping Liao; Slobodanka Pejovic; Susan Calhoun; Maria Karataraki; Edward O Bixler
Journal:  Diabetes Care       Date:  2009-07-29       Impact factor: 19.112

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