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Peng C, Xu S, Wang Y, Chen B, Liu D, Shi Y, Zhang J, Zhou Z. Construction and evaluation of a predictive model for the types of sleep respiratory events in patients with OSA based on hypoxic parameters. Sleep Breath 2024; 28:2457-2467. [PMID: 39207665 DOI: 10.1007/s11325-024-03147-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 08/04/2024] [Accepted: 08/14/2024] [Indexed: 09/04/2024]
Abstract
OBJECTIVE To explore the differences and associations of hypoxic parameters among distinct types of respiratory events in patients with obstructive sleep apnea (OSA) and to construct prediction models for the types of respiratory events based on hypoxic parameters. METHODS A retrospective analysis was conducted on a cohort of 67 patients with polysomnography (PSG). All overnight recorded respiratory events with pulse oxygen saturation (SpO2) desaturation were categorized into four categories: hypopnea (Hyp, 3409 events), obstructive apnea (OA, 5561 events), central apnea (CA, 1110 events) and mixed apnea (MA, 1372 events). All event recordings were exported separately from the PSG software as comma-separated variable (.csv) files, which were imported into custom-built MATLAB software for analysis. Based on 13 hypoxic parameters, artificial neural network (ANN) and binary logistic regression (BLR) were separately used for construction of Hyp, OA, CA and MA models. Receiver operating characteristic (ROC) curves were employed to compare the various predictive indicators of the two models for different respiratory event types, respectively. RESULTS Both ANN and BLR models suggested that 13 hypoxic parameters significantly influenced the classification of respiratory event types; The area under the ROC curves of the ANN models surpassed those of traditional BLR models respiratory event types. CONCLUSION The ANN models constructed based on the 13 hypoxic parameters exhibited superior predictive capabilities for distinct types of respiratory events, providing a feasible new tool for automatic identification of respiratory event types using sleep SpO2.
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Affiliation(s)
- Cheng Peng
- Department of Respiratory and Critical Care Medicine, Tianjin Medical University General Hospital, Tianjin, China
| | - Shaorong Xu
- The Affiliated Hospital of Guizhou Medical University, Guizhou, China
| | - Yan Wang
- Department of Respiratory and Critical Care Medicine, Tianjin Medical University General Hospital, Tianjin, China.
| | - Baoyuan Chen
- Department of Respiratory and Critical Care Medicine, Tianjin Medical University General Hospital, Tianjin, China
| | - Dan Liu
- Department of Respiratory and Critical Care Medicine, Tianjin Medical University General Hospital, Tianjin, China
| | - Yu Shi
- Department of Respiratory and Critical Care Medicine, Tianjin Medical University General Hospital, Tianjin, China
| | - Jing Zhang
- Biomedical Engineering, School of Precision Instrument and Opto-Electronics Engineering, Tianjin University, Tianjin, 300072, China
| | - Zhongxing Zhou
- Biomedical Engineering, School of Precision Instrument and Opto-Electronics Engineering, Tianjin University, Tianjin, 300072, China.
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Pinna GD, Maestri R, Robbi E, Guazzotti G, Caporotondi A, La Rovere MT. Nocturnal hypoxemic burden in patients with heart failure: Emerging prognostic role of its nonspecific component. Am Heart J 2024; 276:1-11. [PMID: 38972337 DOI: 10.1016/j.ahj.2024.06.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Revised: 06/19/2024] [Accepted: 06/29/2024] [Indexed: 07/09/2024]
Abstract
BACKGROUND Nocturnal hypoxemic burden has been shown to be a robust, independent predictor of all-cause mortality in patients with heart failure and reduced ejection fraction (HFrEF) and to occur in a severe form even in patients with low or negligible frequency of respiratory events (apneas/hypopneas). This suggests the existence of two components of hypoxemic burden: one unrelated to respiratory events and the other related. The aim of this study was to characterize these two components and to evaluate their prognostic value. METHODS Nocturnal hypoxemic burden was assessed in a cohort of 280 patients with HFrEF by measuring the percentage of sleep with an oxygen saturation (SpO2) <90% (T90), and the area of the SpO2 curve below 90% (Area90). Both indices were also recalculated within the sleep segments associated with respiratory events (event-related component: T90Eve, Area90Eve) and outside these segments (nonspecific component: T90Nspec, Area90Nspec). The outcome of the survival analysis (Cox regression) was all-cause mortality. RESULTS During a median follow-up of 60 months, 87 patients died. T90, Area90, and their components were significant in univariate analysis (P < .05 all). However, when these indices were adjusted for known risk factors, T90, T90Nspec, Area90, and Area90Nspec remained statistically significant (P = .018, hazard ratio (HR)=1.12, 95%CI=(1.02, 1.23); P = .007, HR=1.20, 95% CI = [1.05, 1.37]; P = .020, HR = 1.05, 95% CI = [1.01, 1.10]; P = .0006, HR = 1.15, 95% CI = [1.06, 1.25]), whereas T90Eve and Area90Eve did not (P = .27, P = .28). These results were internally validated using bootstrap resampling. CONCLUSIONS By demonstrating a significant independent association of nonspecific hypoxemic burden with all-cause mortality, this study suggests that this component of total nocturnal hypoxemic burden may play an important prognostic role in patients with HFrEF.
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Affiliation(s)
- Gian Domenico Pinna
- Department of Biomedical Engineering of Montescano Institute, Istituti Clinici Scientifici Maugeri IRCCS, Laboratory for the Study of Ventilatory Instability, Montescano, PV, Italy.
| | - Roberto Maestri
- Department of Biomedical Engineering of Montescano Institute, Istituti Clinici Scientifici Maugeri IRCCS, Laboratory for the Study of Ventilatory Instability, Montescano, PV, Italy
| | - Elena Robbi
- Istituti Clinici Scientifici Maugeri IRCCS, Respiratory Physiopathology and Sleep Unit of Montescano Institute, Montescano, PV, Italy
| | - Giampaolo Guazzotti
- Istituti Clinici Scientifici Maugeri IRCCS, Department of Cardiology of Montescano Institute, Montescano, PV, Italy
| | - Angelo Caporotondi
- Istituti Clinici Scientifici Maugeri IRCCS, Department of Cardiology of Montescano Institute, Montescano, PV, Italy
| | - Maria Teresa La Rovere
- Istituti Clinici Scientifici Maugeri IRCCS, Department of Cardiology of Montescano Institute, Montescano, PV, Italy
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Kalaydzhiev P, Borizanova A, Georgieva N, Voynova G, Yakov S, Kocev T, Tomova-Lyutakova G, Krastev B, Spasova N, Ilieva R, Kinova E, Goudev A. CPAP Treatment at Home after Acute Decompensated Heart Failure in Patients with Obstructive Sleep Apnea. J Clin Med 2024; 13:5676. [PMID: 39407737 PMCID: PMC11477449 DOI: 10.3390/jcm13195676] [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: 07/29/2024] [Revised: 09/14/2024] [Accepted: 09/18/2024] [Indexed: 10/20/2024] Open
Abstract
Background: Acute decompensated heart failure (ADHF) is a condition with a high frequency of hospitalizations and mortality, and obstructive sleep apnea (OSA) is a common comorbidity. Continuous positive airway pressure (CPAP) therapy at home can be a good adjunctive non-drug therapy for these patients. Methods: We conducted a single-center, prospective cohort study from 150 consecutive patients hospitalized for heart failure exacerbation in the cardiology department. Of these, 57 patients had obstructive sleep apnea. After discharge, CPAP therapy at home was offered. We divided them into two groups and followed them for 1 year. All patients received optimal medical treatment. At the end of the period, patients underwent a follow-up physical examination, a follow-up echocardiography, and a follow-up evaluation of the Epworth Sleepiness Scale (ESS). Results: From 81 patients with sleep apnea, 72.8% (n = 59) had obstructive sleep apnea (OSA) and 27.2% (n = 22) had central sleep apnea (CSA). There was a statistically significant difference in body mass index (BMI), ESS, systolic blood pressure (SBP), diastolic blood pressure (DBP), and left ventricular ejection fraction (LVEF%) in the group with CPAP therapy compared to the no-CPAP group. The CPAP group had a median survival of 11.7 months vs. 10.1 months in the no-CPAP group (log-rank (Mantel-Cox) p = 0.044). Conclusions: This study suggests that obstructive sleep apnea is a common comorbidity in patients with acute decompensated heart failure. The addition of CPAP therapy in these patients improves the symptoms and the prognosis.
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Affiliation(s)
- Petar Kalaydzhiev
- Department of Emergency Medicine, Medical University—Sofia, 1000 Sofia, Bulgaria
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Angelina Borizanova
- Department of Emergency Medicine, Medical University—Sofia, 1000 Sofia, Bulgaria
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Neli Georgieva
- Department of Emergency Medicine, Medical University—Sofia, 1000 Sofia, Bulgaria
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Gergana Voynova
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Slavi Yakov
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Tsvetan Kocev
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Galya Tomova-Lyutakova
- Department of Emergency Medicine, Medical University—Sofia, 1000 Sofia, Bulgaria
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Bozhidar Krastev
- Department of Emergency Medicine, Medical University—Sofia, 1000 Sofia, Bulgaria
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Natalia Spasova
- Department of Emergency Medicine, Medical University—Sofia, 1000 Sofia, Bulgaria
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Radostina Ilieva
- Department of Emergency Medicine, Medical University—Sofia, 1000 Sofia, Bulgaria
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Elena Kinova
- Department of Emergency Medicine, Medical University—Sofia, 1000 Sofia, Bulgaria
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
| | - Assen Goudev
- Department of Emergency Medicine, Medical University—Sofia, 1000 Sofia, Bulgaria
- Cardiology Department, University Hospital “Tsaritsa Yoanna—ISUL”, 1000 Sofia, Bulgaria
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Nougué H, Picard F, Cohen-Solal A, Logeart D, Launay JM, Vodovar N. Impact of sacubitril/valsartan on cardiac and systemic hypoxia in chronic heart failure. iScience 2024; 27:108520. [PMID: 38161412 PMCID: PMC10755360 DOI: 10.1016/j.isci.2023.108520] [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: 07/03/2023] [Revised: 11/13/2023] [Accepted: 11/20/2023] [Indexed: 01/03/2024] Open
Abstract
In heart failure patients with reduced ejection fraction, Sacubitril/valsartan (S/V) increased proBNP T71 glycosylation, which is regulated negatively by hypoxia via miR-30a in vitro. Using a cohort of 73 HFrEF patients who were transitioned from standard HF medication to S/V, we found that the increase in proBNP T71 glycosylation after S/V was associated with a decrease in cardiac hypoxia. We further found that plasma levels of K709-acteylated HIF1α, HIF-regulated and HIF-independent biomarkers also evolved consistently with a decrease in hypoxia. We further confirmed that biomarker changes were related to hypoxia, in a rat model subjected to isobaric hypoxia. We measured them in rats subjected to isobaric hypoxia. Overall, these data strongly suggest that optimally treated HFrEF patients exhibited subclinical hypoxia that is improved by S/V. The data also posit proBNP T71 glycosylation as a biomarker of cardiac hypoxia.
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Affiliation(s)
- Hélène Nougué
- Université de Paris and Inserm UMR-S 942, Paris, France
- Department of Anaesthesiology and Intensive Care, Saint Louis – Lariboisière – Fernand Vidal University Hospital, Paris, France
| | - François Picard
- Service d’insuffisance cardiaque, Hôpital Cardiologique du Haut-Lévêque, Pessac, France
| | - Alain Cohen-Solal
- Université de Paris and Inserm UMR-S 942, Paris, France
- Department of Cardiology, Lariboisière Hospital, Paris, France
| | - Damien Logeart
- Université de Paris and Inserm UMR-S 942, Paris, France
- Department of Cardiology, Lariboisière Hospital, Paris, France
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Polecka A, Olszewska N, Danielski Ł, Olszewska E. Association between Obstructive Sleep Apnea and Heart Failure in Adults-A Systematic Review. J Clin Med 2023; 12:6139. [PMID: 37834783 PMCID: PMC10573908 DOI: 10.3390/jcm12196139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 09/15/2023] [Accepted: 09/20/2023] [Indexed: 10/15/2023] Open
Abstract
BACKGROUND Heart failure (HF) patients commonly experience obstructive sleep apnea (OSA), which may worsen their condition. We reviewed a diverse range of studies to investigate the prevalence of OSA in HF patients, the effects of positive airway pressure (PAP) treatment, and the potential impact of sodium-glucose cotransporter-2 inhibitors (SGLT2i) and sacubitril/valsartan on OSA outcomes. METHODS We analyzed case-control, observational studies, and randomized controlled trials. Prevalence rates, PAP treatment, and HF pharmacotherapy were assessed. RESULTS Numerous studies revealed a high prevalence of OSA in HF patients, particularly with preserved ejection fraction. PAP treatment consistently improved an apnea-hypopnea index, left ventricular ejection fraction, oxygen saturation, and overall quality of life. Emerging evidence suggests that SGLT2i and sacubitril/valsartan might influence OSA outcomes through weight loss, improved metabolic profiles, and potential direct effects on upper airway muscles. CONCLUSIONS The complex interplay between OSA and HF necessitates a multifaceted approach. PAP treatment has shown promising results in improving OSA symptoms and HF parameters. Additionally, recent investigations into the effects of HF pharmacotherapy on OSA suggest their potential as adjunctive therapy. This review provides insights for clinicians and researchers, highlighting the importance of addressing OSA and HF in patient management strategies.
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Affiliation(s)
- Agnieszka Polecka
- Doctoral School of the Medical University of Bialystok, 15-089 Bialystok, Poland
| | - Natalia Olszewska
- Student Research Group, Department of Otolaryngology, Medical University of Bialystok, 15-089 Bialystok, Poland
| | - Łukasz Danielski
- Student Research Group, Department of Otolaryngology, Medical University of Bialystok, 15-089 Bialystok, Poland
| | - Ewa Olszewska
- Sleep Apnea Surgery Center, Department of Otolaryngology, Medical University of Bialystok, 15-089 Bialystok, Poland
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