{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,30]],"date-time":"2026-09-30T16:00:43Z","timestamp":1790784043051,"version":"4.1.0"},"reference-count":38,"publisher":"Wiley","issue":"4","license":[{"start":{"date-parts":[[2020,11,2]],"date-time":"2020-11-02T00:00:00Z","timestamp":1604275200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"funder":[{"DOI":"10.13039\/100004320","name":"Philips","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100004320","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100003305","name":"ResMed Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100003305","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001665","name":"Agence Nationale de la Recherche","doi-asserted-by":"publisher","award":["ANR\u201015\u2010IDEX\u201002"],"award-info":[{"award-number":["ANR\u201015\u2010IDEX\u201002"]}],"id":[{"id":"10.13039\/501100001665","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Respirology"],"published-print":{"date-parts":[[2021,4]]},"abstract":"<jats:title>ABSTRACT<\/jats:title><jats:sec><jats:title>Background and objective<\/jats:title><jats:p>To personalize OSA management, several studies have attempted to better capture disease heterogeneity by clustering methods. The aim of this study was to conduct a cluster analysis of 23\u2009000 OSA patients at diagnosis using the multinational ESADA.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>Data from 34 centres contributing to ESADA were used. An LCA was applied to identify OSA phenotypes in this European population representing broad geographical variations. Many variables, including symptoms, comorbidities and polysomnographic data, were included. Prescribed medications were classified according to the ATC classification and this information was used for comorbidity confirmation.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>Eight clusters were identified. Four clusters were gender\u2010based corresponding to 54% of patients, with two clusters consisting only of men and two clusters only of women. The remaining four clusters were mainly men with various combinations of age range, BMI, AHI and comorbidities. The preferred type of OSA treatment (PAP or mandibular advancement) varied between clusters.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>Eight distinct clinical OSA phenotypes were identified in a large pan\u2010European database highlighting the importance of gender\u2010based phenotypes and the impact of these subtypes on treatment prescription. The impact of cluster on long\u2010term treatment adherence and prognosis remains to be studied using the ESADA follow\u2010up data set.<\/jats:p><\/jats:sec>","DOI":"10.1111\/resp.13969","type":"journal-article","created":{"date-parts":[[2020,11,3]],"date-time":"2020-11-03T03:52:35Z","timestamp":1604375555000},"page":"378-387","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":76,"title":["Clusters of sleep apnoea phenotypes: A large pan\u2010European study from the European Sleep Apnoea Database (ESADA)"],"prefix":"10.1111","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2179-4650","authenticated-orcid":false,"given":"S\u00e9bastien","family":"Bailly","sequence":"first","affiliation":[{"name":"HP2 Laboratory, Grenoble Alpes University INSERM U1042  Grenoble France"},{"name":"EFCR Laboratory Grenoble Alpes University Hospital  Grenoble 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