Baseline clusters and the response to positive airway pressure treatment in obstructive sleep apnoea patients: longitudinal data from the European Sleep Apnea Database cohort. Issue 4 (31st October 2022)
- Record Type:
- Journal Article
- Title:
- Baseline clusters and the response to positive airway pressure treatment in obstructive sleep apnoea patients: longitudinal data from the European Sleep Apnea Database cohort. Issue 4 (31st October 2022)
- Main Title:
- Baseline clusters and the response to positive airway pressure treatment in obstructive sleep apnoea patients: longitudinal data from the European Sleep Apnea Database cohort
- Authors:
- Yassen, Ashraf
Coboeken, Katrin
Bailly, Sébastien
Burghaus, Rolf
Buskova, Jitka
Dogas, Zoran
Drummond, Marta
Gouveris, Haralampos
Joppa, Pavol
Lippert, Joerg
Lombardi, Carolina
Mihaicuta, Stefan
Pépin, Jean Louis
Zou, Ding
Hedner, Jan
Grote, Ludger - Abstract:
- Introduction: The European Sleep Apnea Database was used to identify distinguishable obstructive sleep apnoea (OSA) phenotypes and to investigate the clinical outcome during positive airway pressure (PAP) treatment. Method: Prospective OSA patient data were recruited from 35 sleep clinics in 21 European countries. Unsupervised cluster analysis (anthropometrics, clinical variables) was performed in a random sample (n=5000). Subsequently, all patients were assigned to the clusters using a conditional inference tree classifier. Responses to PAP treatment change in apnoea severity and Epworth sleepiness scale (ESS) were assessed in relation to baseline patient clusters and at short- and long-term follow-up. Results: At baseline, 20 164 patients were assigned (mean age 54.1±12.2 years, 73% male, median apnoea–hypopnoea index (AHI) 27.3 (interquartile range (IQR) 14.1–49.3) events·h −1, and ESS 9.8±5.3) to seven distinct clusters based on anthropometrics, comorbidities and symptoms. At PAP follow-up (median 210 [IQR 134–465] days), the observed AHI reduction (n=1075) was similar, whereas the ESS response (n=3938) varied: largest reduction in cluster 3 (young healthy symptomatic males) and 6 (symptomatic males with psychiatric disorders, −5.0 and −5.1 units, respectively (all p<0.01), limited reduction in clusters 2 (obese males with systemic hypertension) and 5 (elderly multimorbid obese males, −4.2 (p<0.05) and −3.7 (p<0.001), respectively). Residual sleepiness in cluster 5 wasIntroduction: The European Sleep Apnea Database was used to identify distinguishable obstructive sleep apnoea (OSA) phenotypes and to investigate the clinical outcome during positive airway pressure (PAP) treatment. Method: Prospective OSA patient data were recruited from 35 sleep clinics in 21 European countries. Unsupervised cluster analysis (anthropometrics, clinical variables) was performed in a random sample (n=5000). Subsequently, all patients were assigned to the clusters using a conditional inference tree classifier. Responses to PAP treatment change in apnoea severity and Epworth sleepiness scale (ESS) were assessed in relation to baseline patient clusters and at short- and long-term follow-up. Results: At baseline, 20 164 patients were assigned (mean age 54.1±12.2 years, 73% male, median apnoea–hypopnoea index (AHI) 27.3 (interquartile range (IQR) 14.1–49.3) events·h −1, and ESS 9.8±5.3) to seven distinct clusters based on anthropometrics, comorbidities and symptoms. At PAP follow-up (median 210 [IQR 134–465] days), the observed AHI reduction (n=1075) was similar, whereas the ESS response (n=3938) varied: largest reduction in cluster 3 (young healthy symptomatic males) and 6 (symptomatic males with psychiatric disorders, −5.0 and −5.1 units, respectively (all p<0.01), limited reduction in clusters 2 (obese males with systemic hypertension) and 5 (elderly multimorbid obese males, −4.2 (p<0.05) and −3.7 (p<0.001), respectively). Residual sleepiness in cluster 5 was particularly evident at long-term follow-up (p<0.05). Conclusion: OSA patients can be classified into clusters based on clinically identifiable features. Importantly, these clusters may be useful for prediction of both short- and long-term responses to PAP intervention. 20 164 patients from the European Sleep Apnea Database were assigned to seven phenotypic clusters at baseline. A limited reduction in daytime sleepiness following positive airway pressure treatment was shown in two out of seven clusters. https://bit.ly/3byAUHe … (more)
- Is Part Of:
- ERJ open research. Volume 8:Issue 4(2022)
- Journal:
- ERJ open research
- Issue:
- Volume 8:Issue 4(2022)
- Issue Display:
- Volume 8, Issue 4 (2022)
- Year:
- 2022
- Volume:
- 8
- Issue:
- 4
- Issue Sort Value:
- 2022-0008-0004-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-10-31
- Subjects:
- Respiratory organs -- Diseases -- Periodicals
Respiration -- Periodicals
Respiration
Respiratory organs -- Diseases
Respiratory organs -- Diseases -- Treatment
Respiratory Tract Diseases
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616.2005 - Journal URLs:
- http://openres.ersjournals.com/ ↗
http://bibpurl.oclc.org/web/76947 ↗ - DOI:
- 10.1183/23120541.00132-2022 ↗
- Languages:
- English
- ISSNs:
- 2312-0541
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- Legaldeposit
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