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Soccio P, Moriondo G, Scioscia G, Tondo P, Bruno G, Giordano G, Sabato R, Foschino Barbaro MP, Landriscina M, Lacedonia D. MiRNA expression affects survival in patients with obstructive sleep apnea and metastatic colorectal cancer. Noncoding RNA Res 2025; 10:91-97. [PMID: 39315340 PMCID: PMC11419774 DOI: 10.1016/j.ncrna.2024.09.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Revised: 08/30/2024] [Accepted: 09/09/2024] [Indexed: 09/25/2024] Open
Abstract
Introduction The relationship between obstructive sleep apnea (OSA) and cancer has been recognized for some time now. However, little is known about the mechanisms by which sleep apnea promotes tumorigenesis and the impact of OSA on survival after cancer diagnosis. In the last few years, research has focused on the exploration of different biomarkers to understand the mechanisms underlying this relationship and miRNAs, non-coding single strands of about 22 nucleotides that post-transcriptionally regulate gene expression, have emerged as possible actors of this process.The aim of the study was to evaluate the impact of OSA on survival of metastatic colorectal cancer (mCRC) patients based on the expression of specific miRNAs. Methods The expression of 6 miRNAs, respectively miR-21, miR-23b, miR-26a, miR-27b, miR-145 and miR-210, was analyzed by qRT-PCR in patients' sera. Response to first-line therapy, Kaplan-Meier curves of overall and progression-free survival were used to evaluate survival in mCRC patients with and without OSA stratified for the expression of miRNAs. Results The expression of miR-21, miR-23b, miR-26a and miR-210 was significantly upregulated in mCRCs with OSA compared to no OSA. In mCRC patients with OSA and increasing expression of miR-21, miR-23b, miR-26a and miR-210 risk of progression after first-line therapy was higher and both overall and progression-free survival were significantly worst. Conversely, as miR-27b and miR-145 expression increased, the life expectancy of patients diagnosed with OSA and mCRC improved markedly. Conclusions This study highlights the relevance of specific miRNAs on OSA in mCRCs and their significance as non-invasive biomarkers in predicting the prognosis in patients with mCRC and OSA.
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Affiliation(s)
- Piera Soccio
- Respiratory Diseases Unit, Department of Medical and Surgical Sciences, University of Foggia, Italy
| | - Giorgia Moriondo
- Respiratory Diseases Unit, Department of Medical and Surgical Sciences, University of Foggia, Italy
| | - Giulia Scioscia
- Respiratory Diseases Unit, Department of Medical and Surgical Sciences, University of Foggia, Italy
- Institute of Respiratory Diseases, Policlinico of Foggia, Italy
| | - Pasquale Tondo
- Respiratory Diseases Unit, Department of Medical and Surgical Sciences, University of Foggia, Italy
| | - Giuseppina Bruno
- Medical Oncology Unit, Department of Medical and Surgical Sciences, University of Foggia, Italy
| | - Guido Giordano
- Medical Oncology Unit, Department of Medical and Surgical Sciences, University of Foggia, Italy
| | - Roberto Sabato
- Institute of Respiratory Diseases, Policlinico of Foggia, Italy
| | - Maria Pia Foschino Barbaro
- Respiratory Diseases Unit, Department of Medical and Surgical Sciences, University of Foggia, Italy
- Institute of Respiratory Diseases, Policlinico of Foggia, Italy
| | - Matteo Landriscina
- Medical Oncology Unit, Department of Medical and Surgical Sciences, University of Foggia, Italy
| | - Donato Lacedonia
- Respiratory Diseases Unit, Department of Medical and Surgical Sciences, University of Foggia, Italy
- Institute of Respiratory Diseases, Policlinico of Foggia, Italy
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Grewal N, Gordon D, Bajaj S, Gyimah C, Hassan M, Fatima U, Mehrotra PP. Impact of Obstructive Sleep Apnea Treatment on Cardiovascular Disease Associated Mortality and Morbidity: A Systematic Review. Curr Probl Cardiol 2024; 49:102139. [PMID: 37863463 DOI: 10.1016/j.cpcardiol.2023.102139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 10/14/2023] [Indexed: 10/22/2023]
Abstract
The association between untreated obstructive sleep apnea (OSA) and cardiovascular disease (CVD) is well known. In this literature review, we aim to review the existing literature on treatment effects of OSA and its impact on CVD morbidity and mortality, stratified by gender. We systematically reviewed PubMed, Medline, and Scopus per PRISMA guidelines and included 25 studies in the final review. Primary outcomes were CVD-associated morbidity and mortality. Out of 25 studies, 10 were meta-analysis, 8 observational, and 7 randomized controlled trials. The treatment modality was continuous positive airway pressure (CPAP) in 23 studies, noninvasive positive pressure ventilation, and oral appliance therapy in 2. Secondary prevention of CVD was the endpoint in 23 studies. A total of 165,775 participants between 45 and 75 years of age, 60%-90% males, and the average Epworth Sleepiness Scale (ESS) score was 5-9. CV outcomes included myocardial infarction, angina, heart failure (HF), acute coronary syndrome (ACS), coronary artery disease (CAD), ischemic heart disease, cardiomyopathy, atrial fibrillation (AF), and hypertension. In 4 studies, CPAP was associated with a reduction in CVD mortality, and 10 studies showed improvement in morbidity. Our review of literature did not show consistent benefits in CV outcomes in OSA patients. We identified many potential research areas, especially the lack of studies demonstrating dose-dependent effect of OSA treatment on CV outcomes, especially when stratified by severity of OSA and gender. Larger prospective studies with longer follow-up will be helpful to study these parameters.
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Affiliation(s)
- Niyati Grewal
- Department of Internal Medicine, Howard University Hospital, Washington DC.
| | - Dominick Gordon
- Department of Internal Medicine, Howard University Hospital, Washington DC
| | - Siddharth Bajaj
- Department of Internal Medicine, Howard University Hospital, Washington DC
| | - Claudia Gyimah
- Department of Internal Medicine, Howard University Hospital, Washington DC
| | - Mubariz Hassan
- Department of Internal Medicine, Howard University Hospital, Washington DC
| | - Urooj Fatima
- Department of Cardiology, Howard University Hospital, Washington DC
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Pıhtılı A, Gündüz Gürkan C, Ali Habeşoğlu M, Öztürk Ö, Özsancak Uğurlu A, Sezai Taşbakan M, Peker Y. A Narrative Review of the Clinical Trials in Sleep-Related Breathing Disorders from 2022 to Present. THORACIC RESEARCH AND PRACTICE 2023; 25. [PMID: 38015164 PMCID: PMC11160422 DOI: 10.5152/thoracrespract.2023.23104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 09/25/2023] [Indexed: 11/29/2023]
Abstract
Sleep-related breathing disorders (SRBD) comprise obstructive sleep apnea (OSA), central sleep apnea (CSA), obesity-hypoventilation syndrome (OHS), as well as isolated sleep-related hypoxemia (ISRH), according to the recent International Classification of Sleep Disorders 3. During the last decades, there have been cumulative research reports indicating an association between the SRBD and increased cardiometabolic illness and death, as well as decreased quality of life. Notwithstanding, the results have been inconclusive, and the evidence level was not high regarding the effect of treatment for the SRBD on adverse outcomes. In the current work, we aim to give a comprehensive review of the clinical trials published from January 2022 to August 31, 2023. We highlight the heterogeneity of cardiometabolic disorders among adults with SRBD and particularly emphasize OSA management, drug therapy for OSA, positive airway pressure (PAP) therapy and cardiovascular outcomes, other effects of PAP in pregnancy and neurocognitive function, as well as the effects of surgical treatment and oral appliances. We also underline future directions in OSA management, telemonitoring, and druginduced sleep endoscopy in managing the SRBD, especially OSA. We ascertain that more studies are needed within the CSA, OHS, and ISRH research fields.
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Affiliation(s)
- Aylin Pıhtılı
- Department of Pulmonary Medicine, İstanbul University İstanbul Faculty of Medicine, İstanbul, Turkey
| | - Canan Gündüz Gürkan
- Department of Pulmonary Medicine, Süreyyapaşa Chest Diseases Research and Training Hospital, İstanbul, Turkey
| | - Mehmet Ali Habeşoğlu
- Department of Pulmonary Medicine, Başkent University Faculty of Medicine, Ankara, Turkey
| | - Önder Öztürk
- Department of Pulmonary Medicine, Süleyman Demirel University Faculty of Medicine, Isparta, Turkey
| | - Aylin Özsancak Uğurlu
- Department of Pulmonary Medicine, Başkent University Faculty of Medicine, Ankara, Turkey
| | | | - Yüksel Peker
- Department of Pulmonary Medicine, Ege University Faculty of Medicine, İzmir, Turkey
- Department of Pulmonary Medicine, Koç University Faculty of Medicine, İstanbul, Turkey
- Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital, Boston, MA, USA
- Division of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
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4
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Liu P, Tang W, Zhao D, Zhou P, Hu K. Active metabolites and potential mechanisms of Notopterygium incisum against obstructive sleep apnea Syndrome (OSAS): network analysis and experimental assessment. Front Pharmacol 2023; 14:1185100. [PMID: 37719850 PMCID: PMC10500596 DOI: 10.3389/fphar.2023.1185100] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 08/23/2023] [Indexed: 09/19/2023] Open
Abstract
Background: Notopterygium incisum K.C. Ting ex H.T. Chang, a synonym of Hansenia weberbaueriana (Fedde ex H. Wolff) Pimenov & Kljuykov, is an anti-inflammatory medicinal plant. Although abrnotopterol has been reported to be its primary active metabolite, the other metabolites and their mechanisms of action remain unclear. This study aims to investigate the potential mechanisms by which its active metabolites treat Obstructive Sleep Apnea Syndrome (OSAS) through network analysis and experimental assessment. Methods: The metabolites and potential targets of Notopterygium incisum were extracted from public databases. We searched for OSAS-related genes in the Genecards, OMIM, PharmGkb, TTD, and DrugBank databases. Cytoscape 3.9.0 was used to construct the drug-target-disease network and screen for hub genes. Human bronchial epithelial (HBE) cells were cultivated in normoxia and chronic intermittent hypoxia (CIH) medium for 24 h. Interleukin-6 (IL-6), tumor necrosis factor-alpha (TNF-α), and prostaglandin E2 (PGE2) were quantified using enzyme-linked immunosorbent assay (ELISA). Prostaglandin-endoperoxide synthase 2(PTGS2) mRNA was detected using RT-qPCR, while PTGS2 and nuclear factor-kappa B (NF-κB) proteins were identified using Western blot analysis. Co-Immunoprecipitation (CoIP) and Western blotting were utilized to evaluate the ubiquitination of PTGS2 in HBE cells. Results: Pterostilbene and notopterol, isolated from Notopterygium incisum, had potential therapeutic effects on OSAS. The PTGS2 and estrogen receptor alpha (ESR1) hub genes were associated with OSAS. The pathway enrichment analysis focuses on the NF-κB, apoptosis, and HIF-1A pathways. In response to CIH, pterostilbene and notopterol decreased IL-6, TNF-α, and PGE2 levels. The NF-κB pathway was activated by an increase in PTGS2 levels. Pterostilbene promoted proteasome-mediated ubiquitination of PTGS2 protein and reduced PTGS2 levels, inhibiting the NF-κB pathway. Conclusion: This study reveals the active metabolites of Notopterygium incisum and hub genes involved in treating OSAS, which provide a basis for the follow-up development and exploitation of the botanical drug.
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Affiliation(s)
- Peijun Liu
- Department of Respiratory and Critical Care Medicine, Renmin Hospital of Wuhan University, Wuhan, China
- Department of Respiratory and Critical Care Medicine, The Central Hospital of Enshi Tujia and Miao Autonomous Prefecture, Enshi, China
| | - Weihua Tang
- Department of Radiology, The Central Hospital of Enshi Tujia and Miao Autonomous Prefecture, Enshi, China
| | - Dong Zhao
- Department of Respiratory and Critical Care Medicine, Renmin Hospital of Wuhan University, Wuhan, China
| | - Pan Zhou
- Department of Respiratory and Critical Care Medicine, Renmin Hospital of Wuhan University, Wuhan, China
| | - Ke Hu
- Department of Respiratory and Critical Care Medicine, Renmin Hospital of Wuhan University, Wuhan, China
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Bhutada SP, Agrawal I, Punpale A, Kannure V, Prasad R, Lohakare T, Wanjari M, Mittal G. Obstructive Sleep Apnea and Venous Thromboembolism: Unraveling the Emerging Association. Cureus 2023; 15:e44367. [PMID: 37779809 PMCID: PMC10540504 DOI: 10.7759/cureus.44367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2023] [Accepted: 08/30/2023] [Indexed: 10/03/2023] Open
Abstract
Oxidative stress has emerged as a significant contributor to skeletal muscle atrophy, influencing cellular processes that underlie muscle wasting. This review article delves into the intricate interplay between oxidative stress and muscle atrophy, shedding light on its mechanisms and implications. We begin by outlining the fundamental concepts of oxidative stress, delineating reactive oxygen species (ROS) and reactive nitrogen species (RNS), their sources, and the ensuing oxidative damage to cellular components. Subsequently, we delve into skeletal muscle atrophy, elucidating its diverse forms, molecular pathways, key signaling cascades, and the role of inflammation in exacerbating muscle wasting. Bridging these concepts, we explore the connections between oxidative stress and muscle atrophy, unveiling how oxidative stress impacts muscle protein synthesis and breakdown, perturbs cellular signaling pathways, and contributes to mitochondrial dysfunction. The review underscores the complexity of quantifying and interpreting oxidative stress markers, highlighting the challenges posed by the dynamic nature of oxidative stress and the presence of basal ROS levels. Addressing the specificity of oxidative stress markers, we emphasize the importance of selecting markers pertinent to muscle tissue and considering systemic influences. Standardization of experimental protocols emerges as a critical need to ensure consistency and reproducibility across studies. Looking ahead, we discuss the implications of oxidative stress in diverse scenarios, encompassing age-related muscle loss (sarcopenia), muscle wasting in chronic diseases like cancer cachexia, and disuse-induced muscle atrophy. Additionally, we delve into potential therapeutic strategies, including antioxidant supplementation, exercise, pharmacological interventions, nutritional approaches, and lifestyle modifications, as avenues to mitigate oxidative stress-driven muscle atrophy. The review concludes by outlining promising future directions in this field, calling for deeper exploration of specific oxidative stress markers, understanding the temporal dynamics of oxidative stress, validation through translational studies in humans, and the development of targeted therapeutic interventions. By advancing our understanding of the intricate relationship between oxidative stress and skeletal muscle atrophy, this review contributes to paving the way for innovative strategies to address muscle wasting and improve muscle health.
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Affiliation(s)
- Sahil P Bhutada
- Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Ishwar Agrawal
- Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Ajinklya Punpale
- Surgical Oncology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Viresh Kannure
- Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Roshan Prasad
- Internal Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Tejaswee Lohakare
- Child Health Nursing, Srimati Radhikabai Meghe Memorial College of Nursing, Wardha, IND
| | - Mayur Wanjari
- Research and Development, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Gaurav Mittal
- Sports Medicine, Mahatma Gandhi Institute of Medical Sciences, Wardha, IND
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Genzor S, Prasko J, Mizera J, Jakubec P, Sova M, Vanek J, Šurinová N, Langova K. Risk of Severe COVID-19 in Non-Adherent OSA Patients. Patient Prefer Adherence 2022; 16:3069-3079. [PMID: 36387050 PMCID: PMC9657257 DOI: 10.2147/ppa.s387657] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 10/26/2022] [Indexed: 11/10/2022] Open
Abstract
Background Patients with obstructive sleep apnoea (OSA) are at increased risk of severe course of COVID-19. Vaccination remains to be the most effective prevention of complicated courses of infection. The best contemporary conservative treatment of OSA is continuous positive airway pressure (CPAP) therapy. Purpose To compare vaccination acceptance and outcomes of COVID-19 infection between OSA patients adhering to the CPAP therapy and those who rejected CPAP and surgical therapy. Patients and Methods Subjects were divided into two groups: group A (N = 167) were individuals with sufficient CPAP adherence (more than 4 hours per night on average) over the last 10 years. Group B (N = 106) were individuals who did not use the CPAP therapy at all and had no indications to surgical therapy. Results Three patients in group B died, and one had a severe course of COVID-19. None of the patients in group A died or experienced a severe course of COVID-19. Group A had a significantly higher proportion of males (77.8% compared to 66% in group B) and all parameters of OSA severity. The vaccination status was similar among both groups, with a complete triple dose vaccination rate of 69.5% and 67.9% in groups A and B, respectively. Conclusion The results show that the patients with OSA adherent to CPAP therapy were less likely to experience a severe course of COVID-19 or death than the OSA patients non-compliant with therapy, despite the former group having more severe OSA. This result underlines the importance of adherence to CPAP therapy in OSA.
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Affiliation(s)
- Samuel Genzor
- Department of Respiratory Medicine, Faculty of Medicine and Dentistry, Palacky University Olomouc and University Hospital Olomouc, OlomoucCzech Republic
| | - Jan Prasko
- Department of Psychiatry, University Hospital Olomouc and Faculty of Medicine and Dentistry, Palacky University Olomouc, OlomoucCzech Republic
- Institute for Postgraduate Education in Health Care, PragueCzech Republic
- Department of Psychology Sciences, Faculty of Social Science and Health Care, Constantine the Philosopher University in Nitra, NitraThe Slovak Republic
| | - Jan Mizera
- Department of Respiratory Medicine, Faculty of Medicine and Dentistry, Palacky University Olomouc and University Hospital Olomouc, OlomoucCzech Republic
| | - Petr Jakubec
- Department of Respiratory Medicine, Faculty of Medicine and Dentistry, Palacky University Olomouc and University Hospital Olomouc, OlomoucCzech Republic
| | - Milan Sova
- Department of Respiratory Medicine, Faculty of Medicine and Dentistry, Palacky University Olomouc and University Hospital Olomouc, OlomoucCzech Republic
- Department of Respiratory Medicine, Faculty of Medicine and Dentistry, Masaryk University Brno and University Hospital Brno, BrnoCzech Republic
| | - Jakub Vanek
- Department of Psychiatry, University Hospital Olomouc and Faculty of Medicine and Dentistry, Palacky University Olomouc, OlomoucCzech Republic
| | | | - Katerina Langova
- Department of Biophysics, Palacky University Olomouc, OlomoucCzech Republic
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7
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Zhang Z, Ge S, Zhai G, Yu S, Cui Z, Si S, Chou X. Incidence and risk of periodontitis in obstructive sleep apnea: A meta-analysis. PLoS One 2022; 17:e0271738. [PMID: 35862412 PMCID: PMC9302852 DOI: 10.1371/journal.pone.0271738] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 07/06/2022] [Indexed: 11/19/2022] Open
Abstract
Introduction At present, the possible relationship between obstructive sleep apnea and periodontitis has been reported. The link remains ambiguous and unclear. The objective of this study is to assess the association between OSA and periodontitis. Methods Three databases, including Pubmed, Embase, and the Web of Science, were systematically searched to identify eligible studies that from their establishment to February 2022 for relevant studies. Subsequently, a meta-analysis was conducted to determine the relationship of pooled-effects more accurately. Results A summary analysis of the 9 results from the studies covering 43,414 individuals showed a statistical association results of the between OSA and the incidence rate of periodontitis(OR = 0.52; 95% CI: 0.49–0.55; I2 = 98.43%; P = 0.000). In addition, OSA patients and the risk of the population were statistically significantly associated with an increased risk of periodontitis.(OR = 1.56; 95% CI: 1.06–2.06; P = 0.00). Conclusions Our results indicated that OSA may be associated with an increased risk of periodontitis. Further studies are required to confirm the link and explore the underlying mechanism of the link.
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Affiliation(s)
- Zhiqiang Zhang
- Department of Otolaryngology, Yanbian Hospital, Yanbian University, Yanji, Jilin, China
| | - Sitong Ge
- Department of Stomatology, The First Hospital Affiliated to Qiqihar Medical University, Qiqihar, Heilongjiang, China
| | - Guanhong Zhai
- Department of Otolaryngology, Yanbian Hospital, Yanbian University, Yanji, Jilin, China
| | - Sihan Yu
- Department of Otolaryngology, Yanbian Hospital, Yanbian University, Yanji, Jilin, China
| | - Zhezhu Cui
- Department of Otolaryngology, Yanbian Hospital, Yanbian University, Yanji, Jilin, China
- * E-mail:
| | - Shurui Si
- Department of Stomatology, Liaocheng People’s Hospital, Liaocheng, Shandong, China
| | - Xiang Chou
- Department of Infectious Disease, Yanbian Hospital, Yanbian University, Yanji, Jilin, China
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8
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Cederberg KLJ, Hanif U, Peris Sempere V, Hédou J, Leary EB, Schneider LD, Lin L, Zhang J, Morse AM, Blackman A, Schweitzer PK, Kotagal S, Bogan R, Kushida CA, Ju YES, Petousi N, Turnbull CD, Mignot E. Proteomic Biomarkers of the Apnea Hypopnea Index and Obstructive Sleep Apnea: Insights into the Pathophysiology of Presence, Severity, and Treatment Response. Int J Mol Sci 2022; 23:7983. [PMID: 35887329 PMCID: PMC9317550 DOI: 10.3390/ijms23147983] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 07/11/2022] [Accepted: 07/17/2022] [Indexed: 11/16/2022] Open
Abstract
Obstructive sleep apnea (OSA), a disease associated with excessive sleepiness and increased cardiovascular risk, affects an estimated 1 billion people worldwide. The present study examined proteomic biomarkers indicative of presence, severity, and treatment response in OSA. Participants (n = 1391) of the Stanford Technology Analytics and Genomics in Sleep study had blood collected and completed an overnight polysomnography for scoring the apnea−hypopnea index (AHI). A highly multiplexed aptamer-based array (SomaScan) was used to quantify 5000 proteins in all plasma samples. Two separate intervention-based cohorts with sleep apnea (n = 41) provided samples pre- and post-continuous/positive airway pressure (CPAP/PAP). Multivariate analyses identified 84 proteins (47 positively, 37 negatively) associated with AHI after correction for multiple testing. Of the top 15 features from a machine learning classifier for AHI ≥ 15 vs. AHI < 15 (Area Under the Curve (AUC) = 0.74), 8 were significant markers of both AHI and OSA from multivariate analyses. Exploration of pre- and post-intervention analysis identified 5 of the 84 proteins to be significantly decreased following CPAP/PAP treatment, with pathways involving endothelial function, blood coagulation, and inflammatory response. The present study identified PAI-1, tPA, and sE-Selectin as key biomarkers and suggests that endothelial dysfunction and increased coagulopathy are important consequences of OSA, which may explain the association with cardiovascular disease and stroke.
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Affiliation(s)
- Katie L. J. Cederberg
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
| | - Umaer Hanif
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
- Biomedical Signal Processing & AI Research Group, Department of Health Technology, Technical University of Denmark, 2800 Kongens Lyngby, Denmark
- Danish Center for Sleep Medicine, Department of Clinical Neurophysiology, 2600 Glostrup, Denmark
| | - Vicente Peris Sempere
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
| | - Julien Hédou
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
| | - Eileen B. Leary
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
- Jazz Pharmaceuticals, 3170 Porter Drive, Palo Alto, CA 94304, USA
| | - Logan D. Schneider
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
- Alphabet, Inc., 1600 Amphitheater Parkway Mountain View, Palo Alto, CA 94043, USA
- Stanford/VA Alzheimer’s Research Center, 3801 Miranda Ave, Building 4, C-141, Mail Code 116F-PAD, Palo Alto, CA 94304, USA
| | - Ling Lin
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
| | - Jing Zhang
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
| | - Anne M. Morse
- Division of Child Neurology and Pediatric Sleep Medicine, Geisinger, Janet Weis Children’s Hospital, 100 N Academy Ave, Danville, PA 17822, USA;
| | - Adam Blackman
- Department of Psychiatry, University of Toronto, Toronto, ON M5G 1L5, Canada;
| | - Paula K. Schweitzer
- Sleep Medicine & Research Center, St. Lukes Hospital, 232 S. Woods Mill Road, Chesterfield, MO 63017, USA;
| | - Suresh Kotagal
- Department of Neurology, Mayo Clinic, 200 First St., Rochester, MN 55905, USA;
| | - Richard Bogan
- College of Medicine, Medical University of South Carolina, 171 Ashley Ave, Charleston, SC 29425, USA;
| | - Clete A. Kushida
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
| | - Yo-El S. Ju
- Department of Neurology, Washington University, St. Louis, MO 63110, USA;
- Hope Center for Neurological Disorders, Washington University, St. Louis, MO 63110, USA
- Center on Biological Rhythms and Sleep (COBRAS), Washington University, 1600 S. Brentwood Blvd, St. Louis, MO 63144, USA
| | - Nayia Petousi
- Experimental Medicine Division, Nuffield Department of Medicine, University of Oxford, Headley Way, Headington, Oxford OX3 9DU, UK;
- National Institute for Health Research Oxford Biomedical Research Centre, University of Oxford, Headley Way, Headington, Oxford OX3 9DU, UK;
- Oxford Centre for Respiratory Medicine, Oxford University Hospitals NHS Foundation Trust, Headley Way, Headington, Oxford OX3 9DU, UK
| | - Chris D. Turnbull
- National Institute for Health Research Oxford Biomedical Research Centre, University of Oxford, Headley Way, Headington, Oxford OX3 9DU, UK;
- Oxford Centre for Respiratory Medicine, Oxford University Hospitals NHS Foundation Trust, Headley Way, Headington, Oxford OX3 9DU, UK
| | - Emmanuel Mignot
- Department of Psychiatry and Behavioral Sciences, Stanford University, 3165 Porter Drive, Stanford, CA 94304, USA; (K.L.J.C.); (U.H.); (V.P.S.); (J.H.); (E.B.L.); (L.D.S.); (L.L.); (J.Z.); (C.A.K.)
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