Abstract Introduction and Objectives Obstructive sleep apnea (OSA) is a prevalent sleep
condition which is very heterogeneous although not formally characterized as such …

The varied phenotypes of obstructive sleep apnea (OSA) poses critical challenges, resulting
in missed or delayed diagnosis. In this work, we applied k-modes, aiming to identify groups …

Background The classification of obstructive sleep apnea is on the basis of sleep study
criteria that may not adequately capture disease heterogeneity. Improved phenotyping may …

Purpose Over the last decade, advances in understanding the pathophysiology, clinical
presentation, systemic consequences and treatment responses in obstructive sleep apnea …

Obstructive sleep apnea (OSA) is a common disorder. 1 There is growing evidence that
there is substantial heterogeneity among patients with the same apparent severity of …

Study Objectives: In an attempt to better understand the heterogeneity of individuals with
obstructive sleep apnea (OSA), unbiased analytic approaches such as cluster analysis have …

Purpose To determine obstructive sleep apnea (OSA) phenotypes using cluster analysis
including variables of sleep perception and sleep quality and to further explore factors …

Study Objectives A recent study of patients with moderate–severe obstructive sleep apnea
(OSA) in Iceland identified three clinical clusters based on symptoms and comorbidities. We …

Although commonly observed in clinical practice, the heterogeneity of obstructive sleep
apnoea (OSA) clinical presentation has not been formally characterised. This study was the …

Introduction Obstructive sleep apnea (OSA) is a complex pathology with heterogeneity that
has not been fully characterized to date. Our objective is to identify groups of patients with …