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Wetselaar-Glas MJM, Voortman NEF, van Mechelen PH, Wetselaar P, Langerak R. Estimating the costs and analysing the precision of several diagnostic and treatment approaches for obstructive sleep apnea patients in the Netherlands, using timed automata modelling. Comput Biol Med 2025; 189:109910. [PMID: 40031107 DOI: 10.1016/j.compbiomed.2025.109910] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2024] [Revised: 01/22/2025] [Accepted: 02/19/2025] [Indexed: 03/05/2025]
Abstract
Obstructive Sleep Apnea (OSA) is a (highly) prevalent medical condition, linked to severe negative health consequences. In the Netherlands, diagnosis of OSA presently has long waiting times and both diagnosis and treatment have high costs. This article introduces a so-called timed automata model (UPPAAL tool) for analysing diagnostic and treatment approaches for OSA. This model is used for assessing the Dutch current traditional approach, as well as multiple alternative approaches for OSA diagnosis and treatment. The analysis shows that one alternative approach can lower the costs and waiting lists, while maintaining diagnostic precision. In this manuscript the best alternative approach is a combination of Oxygen Desaturation Index (ODI) measurement obtained by nocturnal pulse oximetry and a questionnaire to diagnose the patient. Of course, it is important that, although timed automata modelling is a reliable tool, these outcomes are meant to start a discussion regarding the above-mentioned problems and are not proven outcomes yet. The healthcare system in the Netherlands is in danger of becoming unaffordable. Therefore, this initial exploration has been carried out to see whether alternatives to the current OSA-care can be devised.
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Affiliation(s)
- Miranda J M Wetselaar-Glas
- Centre of Special Dental Care and Department of Oral and Maxillofacial Surgery, Leiden University Medical Centre, Leiden, the Netherlands.
| | - Nander E F Voortman
- Formal Methods and Tools Group, Faculty of EEMCS, University of Twente, Enschede, the Netherlands
| | - Piet-Heijn van Mechelen
- Dutch Association of Sleep Apnea Patients (Nederlandse Vereniging Slaap Apneu Patiënten, NVSAP), the Netherlands
| | - Peter Wetselaar
- Department of Restorative and Reconstructive Dentistry, Academic Centre for Dentistry Amsterdam (ACTA), University of Amsterdam and Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Rom Langerak
- Formal Methods and Tools Group, Faculty of EEMCS, University of Twente, Enschede, the Netherlands
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Mohamed B, Yarlagadda K, Self Z, Simon A, Rigueiro F, Sohooli M, Eisenschenk S, Doré S. Obstructive Sleep Apnea and Stroke: Determining the Mechanisms Behind their Association and Treatment Options. Transl Stroke Res 2024; 15:239-332. [PMID: 36922470 DOI: 10.1007/s12975-023-01123-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 01/02/2023] [Accepted: 01/02/2023] [Indexed: 03/18/2023]
Abstract
Sleep-disordered breathing (SDB) can be a sequela of stroke caused by vascular injury to vital respiratory centers, cerebral edema, and increased intracranial pressure of space-occupying lesions. Likewise, obstructive sleep apnea (OSA) contributes to increased stroke risk through local mechanisms such as impaired ischemic cerebrovascular response and systemic effects such as promoting atherosclerosis, hypercoagulability, cardiac arrhythmias, vascular-endothelial dysfunction, and metabolic syndrome. The impact of OSA on stroke outcomes has been established, yet it receives less attention in national guidelines on stroke management than hyperglycemia and blood pressure dysregulation. Furthermore, whether untreated OSA worsens stroke outcomes is not well-described in the literature. This scoping review provides an updated investigation of the correlation between OSA and stroke, including inter-relational pathophysiology. This review also highlights the importance of OSA treatment and its role in stroke outcomes. Knowledge of pathophysiology, the inter-relationship between these common disorders, and the impact of OSA therapy on outcomes affect the clinical management of patients with acute ischemic stroke. In addition, understanding the relationship between stroke outcomes and pre-existing OSA will allow clinicians to predict outcomes while treating acute stroke.
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Affiliation(s)
- Basma Mohamed
- Department of Anesthesiology, Center for Translational Research in Neurodegenerative Disease, University of Florida College of Medicine, Gainesville, FL, 32610, USA
| | - Keerthi Yarlagadda
- Department of Anesthesiology, Center for Translational Research in Neurodegenerative Disease, University of Florida College of Medicine, Gainesville, FL, 32610, USA
| | - Zachary Self
- Department of Anesthesiology, Center for Translational Research in Neurodegenerative Disease, University of Florida College of Medicine, Gainesville, FL, 32610, USA
| | - Alexandra Simon
- Department of Anesthesiology, Center for Translational Research in Neurodegenerative Disease, University of Florida College of Medicine, Gainesville, FL, 32610, USA
| | - Frank Rigueiro
- Department of Anesthesiology, Center for Translational Research in Neurodegenerative Disease, University of Florida College of Medicine, Gainesville, FL, 32610, USA
| | - Maryam Sohooli
- Department of Anesthesiology, Center for Translational Research in Neurodegenerative Disease, University of Florida College of Medicine, Gainesville, FL, 32610, USA
| | - Stephan Eisenschenk
- Department of Neurology, University of Florida College of Medicine, Gainesville, FL, 32610, USA
| | - Sylvain Doré
- Department of Anesthesiology, Center for Translational Research in Neurodegenerative Disease, University of Florida College of Medicine, Gainesville, FL, 32610, USA.
- Department of Neurology, University of Florida College of Medicine, Gainesville, FL, 32610, USA.
- Departments of Neurology, Psychiatry, Pharmaceutics, and Neuroscience, Center for Translational Research in Neurodegenerative Disease, McKnight Brain Institute, University of Florida College of Medicine, Gainesville, FL, 32610, USA.
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Ito K, Uetsu M, Ubara A, Matsuda A, Sumi Y, Kadotani H. Obstructive Sleep Apnoea Severity Is Negatively Associated with Depressive Symptoms: A Cross-Sectional Survey of Outpatients with Suspected Obstructive Sleep Apnoea in Japan. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:5007. [PMID: 35564403 PMCID: PMC9099749 DOI: 10.3390/ijerph19095007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 04/12/2022] [Accepted: 04/19/2022] [Indexed: 02/01/2023]
Abstract
Background: Multiple clinical departments are involved in the provision of obstructive sleep apnoea (OSA) therapy in Japan. Inconsistent results regarding the association between depression and OSA have been reported. Methods: This cross-sectional survey compared newly diagnosed OSA patients at two outpatient sleep apnoea units in Shiga Prefecture, Japan: one associated with the psychiatry department (n = 583), and the other with the otolaryngology department (n = 450). Results: The unit associated with the psychiatry department had more patients referred by psychiatrists than that with the otolaryngology department (11% vs. 3% p < 0.05). Sleepiness, insomnia, and depression were assessed using the Epworth Sleepiness Scale (ESS), Athens Insomnia Scale (AIS), and Patient Health Questionnaire-9 (PHQ-9), respectively. The ESS, AIS, and PHQ-9 scores were higher in the sleep unit in the psychiatry department (p < 0.001 each). Snoring and moderate to severe OSA were more prevalent in the unit attached to the otolaryngology department (p < 0.001 each). Patients with moderate to severe OSA had lower PHQ-9 scores than those with no to mild OSA (OR: 0.96, 95% CI: 0.92−1.00, p = 0.042). Conclusion: Patients with sleepiness, insomnia, and depressive symptoms were more likely to attend a sleep outpatient unit associated with a psychiatry department, whereas those with snoring and sleep apnoea attended that associated with an otolaryngology department. OSA severity was negatively associated with depressive symptoms.
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Affiliation(s)
- Kazuki Ito
- Department of Anesthesiology, Shiga University of Medical Science, Seta-Tsukinowa-Cho, Otsu 520-2192, Japan;
| | - Masahiro Uetsu
- Sleep Outpatient Unit for Sleep Apnea Syndrome, Nagahama City Hospital, 313 Ohinui-Cho, Nagahama 526-0043, Japan;
| | - Ayaka Ubara
- Department of Psychiatry, Shiga University of Medical Science, Seta-Tsukinowa-Cho, Otsu 520-2192, Japan; (A.U.); (A.M.); (Y.S.)
- Graduate School of Psychology, Doshisha University, Kyoto 610-0394, Japan
- Japan Society for the Promotion of Science, Research Fellowships, Tokyo 102-0083, Japan
| | - Arichika Matsuda
- Department of Psychiatry, Shiga University of Medical Science, Seta-Tsukinowa-Cho, Otsu 520-2192, Japan; (A.U.); (A.M.); (Y.S.)
| | - Yukiyoshi Sumi
- Department of Psychiatry, Shiga University of Medical Science, Seta-Tsukinowa-Cho, Otsu 520-2192, Japan; (A.U.); (A.M.); (Y.S.)
| | - Hiroshi Kadotani
- Sleep Outpatient Unit for Sleep Apnea Syndrome, Nagahama City Hospital, 313 Ohinui-Cho, Nagahama 526-0043, Japan;
- Department of Psychiatry, Shiga University of Medical Science, Seta-Tsukinowa-Cho, Otsu 520-2192, Japan; (A.U.); (A.M.); (Y.S.)
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Iwasaki A, Fujiwara K, Nakayama C, Sumi Y, Kano M, Nagamoto T, Kadotani H. R-R interval-based sleep apnea screening by a recurrent neural network in a large clinical polysomnography dataset. Clin Neurophysiol 2022; 139:80-89. [DOI: 10.1016/j.clinph.2022.04.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 03/10/2022] [Accepted: 04/12/2022] [Indexed: 11/03/2022]
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da Rosa JCF, Peres A, Gasperin L, Martinez D, Fontanella V. Diagnostic accuracy of oximetry for obstructive sleep apnea: a study on older adults in a home setting. Clinics (Sao Paulo) 2021; 76:e3056. [PMID: 34614114 PMCID: PMC8449931 DOI: 10.6061/clinics/2021/e3056] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Accepted: 08/10/2021] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVES Owing to the fact that obstructive sleep apnea (OSA) is an underreported disease, the strategy used for the diagnosis of OSA has been extensively dissected to devise a simplified process that can be accessed by the public health services. Polysomnography (PSG) type I, the gold standard for the diagnosis of OSA, is expensive and difficult to access by low-income populations. In this study, we aimed to verify the accuracy of the oxyhemoglobin desaturation index (ODI) in comparison to the apnea-hypopnea index (AHI) using a portable monitor. METHODS We evaluated 94 type III PSG home test results of 65 elderly patients (69.21±6.94 years old), along with information, such as the body mass index (BMI) and sex, using data obtained from a clinical trial database. RESULTS A significant linear positive correlation (r=0.93, p<0.05) was observed between ODI and AHI, without any interference from sex, BMI, and positional component. The sensitivity of ODI compared to that of AHI increased with an increase in the severity of OSA, while the specificity of ODI in comparison to that of AHI was high for all degrees of severity. The accuracy of ODI was 80.7% for distinguishing between patients with mild and moderate apnea and 84.4% for distinguishing between patients with moderate and severe apnea. CONCLUSION The ODI values obtained in uncontrolled conditions exhibited high sensitivity for identifying severe apnea compared to the AHI values, and correctly identified the severity of OSA in more than 80% of the cases. Thus, oximetry is promising strategy for diagnosing OSA.
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Affiliation(s)
| | - Alessandra Peres
- Universidade Federal de Ciencias da Saude de Porto Alegre, Porto Alegre, RS, BR
| | | | - Denis Martinez
- Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, BR
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Ito K, Kadotani H, Okajima I, Ubara A, Ichikawa M, Omichi C, Miyamoto T, Matsuda A, Sumi Y, Kitagawa H. Large Questionnaire Survey on Sleep Duration and Insomnia Using the TV Hybridcast System by Japan Broadcasting Corporation (NHK). INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:2691. [PMID: 33800027 PMCID: PMC7967419 DOI: 10.3390/ijerph18052691] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Revised: 03/03/2021] [Accepted: 03/04/2021] [Indexed: 11/25/2022]
Abstract
BACKGROUND Japanese people are known to have the shortest sleep duration in the world. To date, no study has assessed a large Japanese population for insomnia and sleep duration. METHODS We performed an Ιnternet-based survey in association with a national television (TV) program. Questionnaire data were collected not only through personal computers, tablets, and smartphones, but also through the Hybridcast system, which combines broadcasts over airwaves with broadband data provided via the Internet using the TV remote controller. The Athens Insomnia Scale (AIS) was used to assess insomnia. RESULTS A total of 301,241 subjects participated in the survey. Participants slept for an average of 5.96 ± 1.13 h; the average AIS score was 6.82 ± 3.69. A total of 26.1% of male and 27.1% of female participants had both insomnia (AIS ≥ 6) and short sleep duration (<6 h). Responses were recorded through the Hybridcast system for 76.4% of the elderly (age ≥ 65 years) subjects and through personal computers, tablets, or smartphones for 59.9-82.7% of the younger subjects (age ≤ 65 years). CONCLUSIONS Almost a quarter of the Japanese participants presented short sleep duration and insomnia. Furthermore, the Hybridcast system may be useful for performing large internet-based surveys, especially for elderly individuals.
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Affiliation(s)
- Kazuki Ito
- Department of Anesthesiology, Shiga University of Medical Science, Shiga 520-2192, Japan; (K.I.); (H.K.)
- Department of Sleep and Behavioral Sciences, Shiga University of Medical Science, Shiga 520-2192, Japan; (I.O.); (A.U.); (C.O.); (A.M.)
| | - Hiroshi Kadotani
- Department of Sleep and Behavioral Sciences, Shiga University of Medical Science, Shiga 520-2192, Japan; (I.O.); (A.U.); (C.O.); (A.M.)
| | - Isa Okajima
- Department of Sleep and Behavioral Sciences, Shiga University of Medical Science, Shiga 520-2192, Japan; (I.O.); (A.U.); (C.O.); (A.M.)
- Department of Psychological Counseling, Faculty of Humanities, Tokyo Kasei University, Tokyo 173-8602, Japan
| | - Ayaka Ubara
- Department of Sleep and Behavioral Sciences, Shiga University of Medical Science, Shiga 520-2192, Japan; (I.O.); (A.U.); (C.O.); (A.M.)
- Graduate School of Psychology, Doshisha University, Kyoto 610-0394, Japan
- JSPS Research Fellowships, Tokyo 102-0083, Japan
| | | | - Chie Omichi
- Department of Sleep and Behavioral Sciences, Shiga University of Medical Science, Shiga 520-2192, Japan; (I.O.); (A.U.); (C.O.); (A.M.)
- Department of Psychiatry, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto 602-8566, Japan
| | - Towa Miyamoto
- Department of Psychiatry, Shiga University of Medical Science, Shiga 520-2192, Japan; (T.M.); (Y.S.)
| | - Arichika Matsuda
- Department of Sleep and Behavioral Sciences, Shiga University of Medical Science, Shiga 520-2192, Japan; (I.O.); (A.U.); (C.O.); (A.M.)
| | - Yukiyoshi Sumi
- Department of Psychiatry, Shiga University of Medical Science, Shiga 520-2192, Japan; (T.M.); (Y.S.)
| | - Hirotoshi Kitagawa
- Department of Anesthesiology, Shiga University of Medical Science, Shiga 520-2192, Japan; (K.I.); (H.K.)
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