Literature DB >> 30678164

Obstructive Sleep Apnea and Inflammation: Proof of Concept Based on Two Illustrative Cytokines.

Leila Kheirandish-Gozal1, David Gozal2.   

Abstract

Obstructive sleep apnea syndrome (OSAS) is a markedly prevalent condition across the lifespan, particularly in overweight and obese individuals, which has been associated with an independent risk for neurocognitive, behavioral, and mood problems as well as cardiovascular and metabolic morbidities, ultimately fostering increases in overall mortality rates. In adult patients, excessive daytime sleepiness (EDS) is the most frequent symptom leading to clinical referral for evaluation and treatment, but classic EDS features are less likely to be reported in children, particularly among those with normal body-mass index. The cumulative evidence collected over the last two decades supports a conceptual framework, whereby sleep-disordered breathing in general and more particularly OSAS should be viewed as low-grade chronic inflammatory diseases. Accordingly, it is assumed that a proportion of the morbid phenotypic signature in OSAS is causally explained by underlying inflammatory processes inducing end-organ dysfunction. Here, the published links between OSAS and systemic inflammation will be critically reviewed, with special focus on the pro-inflammatory cytokines tumor necrosis factor α (TNF-α) and interleukin 6 (IL-6), since these constitute classical prototypes of the large spectrum of inflammatory molecules that have been explored in OSAS patients.

Entities:  

Keywords:  cytokines; excessive daytime sleepiness; inflammation; sleep; sleep apnea

Mesh:

Substances:

Year:  2019        PMID: 30678164      PMCID: PMC6387387          DOI: 10.3390/ijms20030459

Source DB:  PubMed          Journal:  Int J Mol Sci        ISSN: 1422-0067            Impact factor:   5.923


1. Obstructive Sleep Apnea Syndrome (OSAS) and Morbidity

Obstructive sleep apnea syndrome (OSAS) is characterized by recurring events of partial or complete upper airway collapse during sleep, resulting in altered alveolar ventilation, intermittent hypoxemia along with increased respiratory efforts and intra-thoracic negative pressure swings that frequently lead to arousal and therefore perturb sleep continuity and result in fragmented sleep architecture. Obesity is a major risk factor of OSAS [1,2,3,4,5,6,7], and both of these conditions impose adverse neurocognitive, mood, behavioral, cardiovascular, and metabolic consequences in both children and adults. In addition, as the awareness and consequently the frequency of diagnosing OSAS have increased, a large list of additional OSAS-associated morbidities has been reported, including chronic kidney disease, erectile dysfunction, ocular conditions, Alzheimer disease, nocturia, and even cancer in adults, while in children enuresis and bruxism are frequent adverse consequences [8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]. Efforts are ongoing to develop new and more effective therapies for OSAS based on underlying mechanisms promoting upper airway collapsibility during sleep [32,33]. However, the current first line treatment for OSAS in children is surgical adenotonsillectomy (T&A) and in adults consists of the administration of nasal continuous positive airway pressure (CPAP) therapy, both of which can result in transformative outcomes [34]. Although OSAS is associated with a 2–3-fold increased risk of developing a large spectrum of end-organ morbidities, not all patients with OSAS manifest evidence of any given end-organ dysfunction. The variability of the clinical phenotype has prompted intense investigation, especially focused around the role of systemic inflammation in OSAS-associated morbidities, particularly those affecting neurocognitive, cardiovascular, or metabolic functions [35,36,37,38,39,40,41,42]. However, exploration of systemic inflammatory pathways as candidate biomarkers failed to identify distinctive panels of circulating inflammatory markers that accurately differentiated between at-risk OSAS pediatric patients from those who appear to be less susceptible [20,43,44,45,46,47,48,49,50,51,52]. These are problematic findings since many of the OSAS morbidities are usually silent, progressive, and potentially reversible during earlier stages but can slowly progress to become either irreversible or only partially reversible over time [53,54]. Moreover, because the interactions between OSAS and obesity are multifaceted, it is difficult to identify exclusive OSAS biomarkers, since obesity can usually alter the expression and circulating levels of such biomarkers, and vice versa [55,56,57,58,59,60,61,62]. In addition, treatment of OSAS has been associated with worsening obesity [63], which can potentially dampen the response of inflammatory biomarkers to treatment. To this effect, we will not attempt to disentangle the effects of obesity and OSAS on inflammation in light of the intricate and reciprocal interactions between these two chronic low-grade inflammatory conditions. However, we should also emphasize that the link between OSAS and systemic inflammation is robust and has been the focus of a very large and diverse number of studies over now two decades aimed at elucidating the causal relationships between OSA and inflammatory pathways, as well as identifying potential biomarkers that point to either the presence of OSAS or of its associated morbidities [64,65,66,67,68,69,70,71].

2. Tumor Necrosis Factor-α

Tumor necrosis factor-α (TNF-α) is a classic pro-inflammatory cytokine that has been implicated in the regulation of sleep [72,73,74,75]. Systemic administration of TNF-α promotes the probability and depth of physiological sleep states, particularly enhancing the time spent in non-rapid eye movement (NREM) sleep phase. In addition, TNF-α levels exhibit circadian patterns, are enhanced following sleep deprivation, and the targeted disruption of TNF-α receptors or their inhibition in the CNS will result in the suppression of spontaneous NREM sleep [62]. Of note, TNF-α will traditionally lead to the activation of NF-κB pathways that in turn activate nitric oxide synthase, cyclooxygenase 2, and adenosine A1 receptors, all of which are implicated in sleep regulation [72,73,74,75]. Sleep fragmentation paradigms mimicking the sleep disruption that characterizes OSAS induces substantial up-regulation of TNF-α expression in the CNS and other tissues in mice, along with increased sleep propensity along with cognitive and mood disturbances, similar to those occurring in OSAS, even in the absence of restricted sleep duration [76,77]. Moreover, treatment with a TNF-α neutralizing antibody in wild-type mice subjected to fragmented sleep, or when the same sleep perturbation is applied to double TNF-α receptor null mice, results in marked attenuation of the increased sleep propensity as well as in attenuation of the cognitive and behavioral disturbances induced by sleep disruption [78,79]. In addition to the intrinsic causal link between sleep perturbations and TNF-α demonstrated in both murine and human experiments, similar studies in mice focused on the chronic intermittent hypoxia that characterizes OSAS further demonstrated the recruitment of TLR-4-NF-κB pathways along with increased cellular and extracellular levels of TNF-α, thereby lending further credence to the pathophysiological role of this cytokine in the context of OSAS [78,79,80,81,82,83,84,85,86,87,88,89,90,91,92]. In addition to OSAS or its intrinsic components fostering a pro-inflammatory state and manifesting as increased circulating levels of TNF-α, it is also possible that the reciprocal relationships might favor the emergence of upper airway dysfunction or of other mechanisms that facilitate the onset of OSAS. For example, intermittent hypoxia can generate inflammatory processes in the carotid body, which then translate into altered immunoregulation as well as perturbations in control of breathing that may facilitate the propensity for respiratory instability during sleep [93,94,95,96,97,98,99]. Furthermore, although specific studies are lacking in relation to upper airway musculature, increases in TNF-α in the context of other conditions (e.g., obesity) may promote muscle dysfunction and therefore enhance the likelihood of upper airway dysfunction [100,101,102]. Since excessive daytime sleepiness (EDS) is a common clinical feature of OSAS in adults [79] and in obese children [80,81,82], an association between EDS and TNF-α has been proposed in the context of OSAS [103,104]. The cumulative evidence from such studies (Table 1) indicates that circulating TNF-α levels are inconsistently elevated in either adult patients with OSA independent of obesity or in children. Indeed, out of the 37 studies published to date in adults, 27 showed higher levels of TNF-α, with eight not detecting evidence of increased TNF-α, circulating concentrations in OSAS, and an additional two studies reporting equivocal findings (Table 1). In this context, some of the differences may be due to an insufficient number of subjects being recruited, disparities in the severity of OSAS, discrepant distribution of concurrent obesity, as well as potential ethnic differences. Notwithstanding, only few of the studies evaluated TNF-α levels before and after treatment, an important consideration when evaluating associations between diseases and potential biomarkers. Such problems were all the more apparent in the pediatric studies, whereby only 3 of 10 studies showed elevated TNF-α concentrations in OSAS, with five studies showing negative findings and two studies being equivocal in their conclusions. However, despite such inconsistent findings, a recent meta-analysis indicated that plasma TNF-α levels are overall increased in OSAS, albeit modestly, and are being even proposed as a biological marker of EDS in OSAS [105]. Indeed, Nadeem and colleagues reported that standardized pooled mean differences (SPMD) were 1.77 for high sensitivity C-reactive protein (hs-CRP), 1.03 for TNF-α, 2.16 for IL-6, 4.22 for IL-8, 2.93 for ICAM, 1.45 for selectins, and 2.08 for VCAM [105]. In another report that included pre- and post-CPAP treatment in adults, the SPMDs (95% confidence interval [CI]) for hs-CRP, IL-6, IL-8, and TNF-α were 0.452 (95% CI, 0.252–0.651), 0.299 (95% CI, 0.001–0.596), 0.645 (95% CI, 0.362–0.929), and 0.478 (95% CI, 0.219–0.736) in pre- and post-CPAP therapy, respectively, further reinforcing the assumption that OSAS is a pro-inflammatory state that is responsive to adherent CPAP treatment [106]. Of note, the presence of a single nucleotide polymorphism-308 in the TNF-α gene differs among OSAS patients versus controls and appears to be clustered among those patients with concurrent EDS [107,108,109,110,111,112]. In a pilot study, treatment with etanercept to reduce TNF-α activity was accompanied by significant reductions in EDS in adult patients with OSAS [113]. Taken together, there is substantial variability across OSAS patients regarding the presence of elevated systemic concentrations of TNF-α, suggesting that the direct effect of OSAS may be strongly modulated by factors that either enhance (e.g., TNF-α gene polymorphisms) or attenuate (e.g., diet, physical activity) such associations, thereby supporting the initial conceptual framework that the magnitude of systemic inflammation in the context of OSAS operates as a major determinant of the morbid consequences of this disease (Figure 1). Future studies specifically examining these relationships, and utilizing a composite panel of inflammatory biomarkers rather than isolated cytokine levels may facilitate improved delineation of personalized risk assessments.
Table 1

Summary of published studies examining TNF-α serum concentrations in adults and children with obstructive sleep apnea syndrome (OSAS) over the last 15 years. Green rows indicate significant findings, orange rows indicate negative findings, and yellow rows reflect equivocal results.

Reference (First Author, Year)Number of SubjectsAssociation WithTNF-α Levels Associated WithEffect of Treatment (Tx)CommentsTNF-α Levels Are Increased in OSAYes/No/Equivocal
ADULTS
[114]50 OSA and 50 controlsOSAS severity Insulin resistance No Tx YES
[115]120 OSA; 40 controlsCarotid atherosclerosisOSA severity cIMTCPAP reduced TNF-α levels YES
[116]30 OSA 10 controls MAD reduced TNF-α levels YES
[117]100 OSA 50 controlsAtherosclerosis cIMT; pulse wave velocityNoCPAP for 3 months reduced TNF-α levels YES
[118]25 OSA undergoing uvulopalatal flap (UPF) surgery NoUPF surgery reduced TNF-α levels YES
[119]Meta-analysis of 2857 OSA and 2115 controlsOSA severityYes; in mild, mild-to-moderate, moderate, moderate-to-severe, and severe OSAS, circulating TNF-alpha was higher than controls by 0.99, 1.48. 7.79, 10.08, and 8.85 pg/mL, with significant heterogeneity (I2: 91.2%, 74.5%, 97.6%, 99.0% and 98.1%)No Tx YES
[120]1042 subjects from communityOSA severity Metabolic syndromePositive association in women and negative in menNo Tx YES
[121]20 obese OSA6 non-obese OSA Reduced cytokines after 6 months CPAP or surgery YES
[122]52 subjects (10 controls, 42 obese OSA)Insulin resistanceHigher TNF-αNo TxInverse relationship between IL-10, but not TNF-α and insulin resistanceYES
[66]31 OSA and erectile dysfunction (ED) 15 OSA and no ED Higher TNF-α plasma levels when ED present YES
[123]80 OSA 40 controlscIMTHigher TNF-α plasma levels associated with higher cIMTNo Tx YES
[124]22 OSAAssociation with apnea-hypopnea indexHigher TNF-α plasma levelsCPAP for 3 months reduced TNF-α plasma levels YES
[125]363 menEDHigher TNF-α plasma levels when ED and OSA presentNo Tx YES
[126]32 OSA and metabolic syndromeEndothelial function CPAP for 3 months reduced TNF-α plasma levels YES
[127]230 habitually snoring women and 170 controls AHI ODI3%Significant association between TNF-α levels and ODI3% YES
[128]66 OSA CPAP 8 months reduced TNF-α plasma levels in men but not in women YES
[129]51 OSAEDS Upper airway surgery with 4-week follow-up showed significant reductions in TNF-α plasma levels and EDS YES
[130]OSA (n = 113) Hypertensive without OSA (n = 73) Hypertensive with OSA (n = 134) Controls (n = 97) OSA patients have higher TNF-α levelsNo Tx arm YES
[131]84 mild OSA40 controls OSA patients have higher TNF-α levelsNo Tx arm YES
Monocyte production of TNF-α levelsCirculating monocytes in OSA patients have higher TNF-α levelsNo Tx arm YES
[132]33 OSA13 controls
[133]24 OSA12 non-obese and 15 obese controlsSurgery decreased monocyte TNF-α production
[134]24 OSA27 controlsCPAP for 1 month decreased monocyte production of TNF-α
[135]52 OSA CPAP for 6 months (n = 32 with good adherence and 20 non-adherent). Good adherence reduced TNF-α plasma levels YES
[136]32 severe OSA and metabolic syndrome CPAP adherence for 8 weeks (n = 16) reduced TNF-α plasma levels but no changes if non-adherent (<4 h/night) YES
[137]106 OSA32 controls OSA patients, particularly if concurrent obesity, have higher TNF-α levelsNo Tx arm YES
[138]50 OSA20 controlsEDSOSA have higher TNF-α levels unrelated to EDSNo Tx arm YES
[139]27 OSA11 controls Higher TNF-α levels in OSANo Tx arm YES
[140]43 OSA22 controlsBMIOSA have higher TNF-α levels unrelated to BMINo Tx arm YES
[141]18 OSA20 controls OSA have higher TNF-α levelsNo Tx arm YES
[142]159 OSA and no-OSA, obese and non-obeseSerum d-lactateIntestinal permeabilityNo significant associations No Tx arm NO
[143]220 non-sleepy OSACoronary artery diseaseNo Randomization to CPAP or no CPAP for 1 year had no effect on TNF-α levels NO
[144]28 OSA on CPAP29 OSA undergoing upper airway surgery NoNo effects of either Tx on TNF-α levels NO
[145]391 OSA No differences before and after treatmentCPAP for 6 months NO
[146]52 OSA and no-OSA obeseMetabolic syndromeNo differences in OSA with or without metabolic syndromeNo Tx arm NO
[147]35 OSA CPAP for 3 months – no changes in TNF-α plasma levels NO
[148]43 OSASerum and induced sputumSputum TNF-α levels, but not serum levels, correlated with OSA severityNo Tx NO
[149]110 OSA45 controls No differences in TNF-α levelsNo Tx arm NO
[69]89 OSA; 28 snorers; 26 controlsPharyngeal lavage and plasmaHigher cytokines including TNF-α in pharyngeal lavage but not in plasma1-year follow up CPAP—improvements in TNF-α in pharyngeal lavage Equivocal
[150]70 severe OSAHypertension Higher TNF-α plasma levels associated with hypertensionNo Tx arm Equivocal
CHILDREN
[151]19 childrenCardiac magnetic resonance imaging (aortic blood flow velocity and left and right ventricular systolic function)-No Tx armIntra-cellular TNF-α in CD8+T cellsYES
[152]35 children OSANoneNoneT&A reduced TNF-α at 6 months follow up YES
[153]298 snoring childrenEDSTNF-α significantly higher with more severe OSA and when EDS presentT&A and 3 months follow-up showed significant reductions in TNF-α YES
[154]164 overweight and obese children (111 controls, 28 mild OSA, 25 moderate-to-severe OSA)OSA severityNoneNo Tx arm NO
[155]90 controls65 OSAPulse transit time (PTT)Shorter PTTNo Tx arm NO
[156]392 adolescents with no OSA, mild, moderate and severe OSAVisceral adipose tissueNone No Tx arm NO
[157]24 moderate to severe OSA22 mild OSA22 controlsEDSNo differences in TNF-α across 3 groups; no association with EDSNo Tx arm NO
[158]90 obese children with OSA T&A and 6-month follow-up showed no changes in TNF-α or IL-6 NO
[159]47 non-obese OSA32 controlsCognitive functionAssociation with general cognitive functionNo Tx arm Equivocal
[160]142 snoring children TNF-α not higher in OSA but IL-6 and IL-8 elevatedNo Tx arm Equivocal

cIMT—carotid intima media thickness; CPAP—continuous positive airway pressure; MAD—mandibular advancement device; Tx—treatment; T&A—adenotonsillectomy; EDS—excessive daytime sleepiness; ODI3%—oxygen desaturation index 3%.

Figure 1

Schematic diagram illustrating the putative interactions between obstructive sleep apnea, obesity, and both genetic, environmental, and lifestyle factors, ultimately leading to a cascade of pathophysiological pathways that result in increased systemic inflammation as illustrated by increased levels of TNF-α and IL-6.

3. Interleukin 6

Interleukin 6 (IL-6) belongs to the so-called IL-6 family of cytokines. All of its members, which include cardiotrophin-1, oncostatin M, leukemia inhibitory factor, cardiotrophin-like cytokine, ciliary neurotrophic factor, and the interleukins 11, 27, 30, and 31, bind to the glycoprotein 130 (gp130) as a β-receptor to activate intracellular signaling cascades. These cascades generally consist of homo- or heterodimers of gp130 in combination with other cytokine receptors [161]. Plasma levels of the inflammatory biomarker hs-CRP, whose expression is IL-6 dependent in liver, predict the risk of vascular disease in addition to other disease conditions such as diabetes and cognitive function deterioration. In the context of OSAS, hs-CRP levels tend to be elevated in afflicted children, independent of the degree of obesity [38]. Adipose tissue inflammation is induced by intermittent hypoxia and by chronic sleep fragmentation, can result in elevated IL-6 release [162,163,164,165,166,167,168], and may cross-talk with endothelial cells via adipocyte-derived mediators such as IL-6 to promote NF-κB-dependent endothelial dysfunction [169]. Furthermore, IL-6 plasma levels correlate with endothelial dysfunction, arterial stiffness, and the magnitude of subclinical atherosclerosis and are also predictive of incident type 2 diabetes and obesity [170,171]. The marked overlap between the repertoire of conditions in which IL-6 is either a risk biomarker or an actual effector of morbidity and the OSAS morbid consequences suggest that IL-6 may serve as a reliable reporter of either the presence of OSAS or of the risk of OSAS-associated morbidities. This assumption is further buttressed by the fact that intermittent hypoxia, one of the hallmark characteristics of OSAS, induces polarization of macrophages along with increased production of IL-6 [172]. Biopsies of adipose tissue and blood samples in obese patients with and without OSAS, revealed substantial increases in tissue expression and circulating levels of a variety of pro-inflammatory cytokines, including IL-6, and such changes were markedly attenuated by six months of CPAP therapy [159]. Interestingly, adult patients with OSAS and objective EDS documented by reduced sleep latencies exhibited significantly elevated daytime and nighttime IL-6 plasma levels, that were absent when no EDS was present [154]. Pooling of eight published reports in adults with OSAS revealed that plasma levels of IL-6 ranged from 1.2 to 131.66 pg/mL before CPAP treatment and significantly decreased to between 0.45 to 66.04 pg/mL after CPAP treatment (p < 0.05), but they also indicated that there was significant inter-individual heterogeneity [155]. Similar heterogeneity was detected in IL-6 levels in children with OSAS [156,173,174,175,176] and may be related to genetic variance for both IL-6 and CRP genes [176]. In a recent meta-analysis of gene polymorphisms for IL-6 and corresponding plasma levels, the authors concluded that IL-6 gene polymorphism -174 G/C, but not -572 G/C, is associated with OSAS risk in adults and that IL-6 levels are globally increased in OSAS but that CPAP treatment does not consistently reduce elevated IL-6 levels [176], the latter being possibly related to underlying obesity or concurrent cardiovascular or metabolic disease [143,176]. In children with OSAS, IL-6 plasma levels were also generally higher and were significantly reduced after T&A surgery [156].

4. Conclusions

The examination of two classic prototypic inflammatory cytokines such as IL-6 and TNF-α provides confirmation that OSAS in both adults and children promotes a persistently low intensity inflammatory state. However, substantial heterogeneity is present in the detectable manifestation of OSAS-associated inflammatory processes, indicating substantial modulation by genetic factors as well as by environmental and lifestyle influences. Notwithstanding, the cumulative findings are congruent with the assumption that increases in inflammatory markers in OSAS patients likely reflect the presence of underlying silent or overt end-organ morbidity. Future studies aimed at unraveling reliable and specific inflammatory biomarker panels that can confidently discriminate who are the patients at higher risk for OSAS-induced morbidities should not only allow for an improved understanding of the pathophysiology of OSAS morbidities but also facilitate the implementation of precision medicine interventions among OSAS patients [135,136]. Such studies should obviously and pre-emptively avoid the pitfalls of many of the published studies and therefore be sufficiently powered, adopt a pre- post-treatment intervention model, and carefully consider many of the potential confounders that are likely to be operationally associated in the context of a chronic disease such as OSAS.
  43 in total

1.  Changes in dietary inflammatory potential predict changes in sleep quality metrics, but not sleep duration.

Authors:  Michael D Wirth; Angela Jessup; Gabrielle Turner-McGrievy; Nitin Shivappa; Thomas G Hurley; James R Hébert
Journal:  Sleep       Date:  2020-11-12       Impact factor: 5.849

2.  The use of resveratrol in the treatment of obstructive sleep apnea and cancer: a commentary on common targets.

Authors:  Allan Saj Porcacchia; Gustavo Antonio Moreira; Monica Levy Andersen; Sergio Tufik
Journal:  J Clin Sleep Med       Date:  2022-01-01       Impact factor: 4.062

3.  Coronary computed tomography angiography-based assessment of vascular inflammation in patients with obstructive sleep apnoea and coronary artery disease.

Authors:  Jeremy Yuvaraj; William Cameron; Jordan Andrews; Andrew Lin; Nitesh Nerlekar; Stephen J Nicholls; Garun S Hamilton; Dennis T L Wong
Journal:  Cardiovasc Diagn Ther       Date:  2022-02

4.  Circulating C-reactive protein levels in patients with suspected obstructive sleep apnea.

Authors:  Aditi Shah; Sutapa Mukherjee; Nigel McArdle; Bhajan Singh; Najib Ayas
Journal:  J Clin Sleep Med       Date:  2022-04-01       Impact factor: 4.062

Review 5.  Obstructive Sleep Apnea, Hypertension, and Cardiovascular Risk: Epidemiology, Pathophysiology, and Management.

Authors:  Liann Abu Salman; Rachel Shulman; Jordana B Cohen
Journal:  Curr Cardiol Rep       Date:  2020-01-18       Impact factor: 2.931

6.  Time to regroup and redirect? Sleep fragmentation and hypoxia may not be where we should focus our efforts in looking for causal pathways to cognitive deficits in OSA.

Authors:  Michelle Olaithe; Maria Pushpanathan; Romola S Bucks
Journal:  J Clin Sleep Med       Date:  2021-02-01       Impact factor: 4.062

7.  Assessment of Obstructive Sleep Apnea in Association with Severity of COVID-19: A Prospective Observational Study.

Authors:  Avishek Kar; Khushboo Saxena; Abhishek Goyal; Abhijit Pakhare; Alkesh Khurana; Saurabh Saigal; Parneet Kaur Bhagtana; Sridevi S K R Chinta; Yogesh Niwariya
Journal:  Sleep Vigil       Date:  2021-05-06

8.  Elevation of CD40/CD40L Inflammatory Pathway Molecules in Carotid Plaques from Moderate-and-Severe Obstructive Sleep Apnea Patients.

Authors:  Ewa Migacz; Wioletta Olejarz; Alicja Głuszko; Katarzyna Bednarek-Rajewska; Robert Proczka; David F Smith; Stacey L Ishman; Wojciech Kukwa
Journal:  Diagnostics (Basel)       Date:  2021-05-22

Review 9.  Interrelationship Between Obstructive Sleep Apnea Syndrome and Severe Asthma: From Endo-Phenotype to Clinical Aspects.

Authors:  Beatrice Ragnoli; Patrizia Pochetti; Alberto Raie; Mario Malerba
Journal:  Front Med (Lausanne)       Date:  2021-06-30

10.  Exhaled Nitric Oxide as a Surrogate Marker for Obstructive Sleep Apnea Severity Grading: An In-Hospital Population Study.

Authors:  Khue Dang-Thi-Mai; Nhat-Nam Le-Dong; Vu Le-Thuong; Ngoc Tran-Van; Sy Duong-Quy
Journal:  Nat Sci Sleep       Date:  2021-06-14
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