Literature DB >> 27815038

Phenotypes in obstructive sleep apnea: A definition, examples and evolution of approaches.

Andrey V Zinchuk1, Mark J Gentry2, John Concato3, Henry K Yaggi3.   

Abstract

Obstructive sleep apnea (OSA) is a complex and heterogeneous disorder and the apnea hypopnea index alone can not capture the diverse spectrum of the condition. Enhanced phenotyping can improve prognostication, patient selection for clinical trials, understanding of mechanisms, and personalized treatments. In OSA, multiple condition characteristics have been termed "phenotypes." To help classify patients into relevant prognostic and therapeutic categories, an OSA phenotype can be operationally defined as: "A category of patients with OSA distinguished from others by a single or combination of disease features, in relation to clinically meaningful attributes (symptoms, response to therapy, health outcomes, quality of life)." We review approaches to clinical phenotyping in OSA, citing examples of increasing analytic complexity. Although clinical feature based OSA phenotypes with significant prognostic and treatment implications have been identified (e.g., excessive daytime sleepiness OSA), many current categorizations lack association with meaningful outcomes. Recent work focused on pathophysiologic risk factors for OSA (e.g., arousal threshold, craniofacial morphology, chemoreflex sensitivity) appears to capture heterogeneity in OSA, but requires clinical validation. Lastly, we discuss the use of machine learning as a promising phenotyping strategy that can integrate multiple types of data (genomic, molecular, cellular, clinical) to identify unique, meaningful OSA phenotypes.
Copyright © 2016 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Cluster analysis; Obstructive sleep apnea; Personalized medicine; Phenotype; Positional; Rapid eye movement (REM) related

Mesh:

Year:  2016        PMID: 27815038      PMCID: PMC5389934          DOI: 10.1016/j.smrv.2016.10.002

Source DB:  PubMed          Journal:  Sleep Med Rev        ISSN: 1087-0792            Impact factor:   11.609


  112 in total

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3.  The different clinical faces of obstructive sleep apnoea: a cluster analysis.

Authors:  Lichuan Ye; Grace W Pien; Sarah J Ratcliffe; Erla Björnsdottir; Erna Sif Arnardottir; Allan I Pack; Bryndis Benediktsdottir; Thorarinn Gislason
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6.  Craniofacial phenotyping in obstructive sleep apnea--a novel quantitative photographic approach.

Authors:  Richard W W Lee; Andrew S L Chan; Ronald R Grunstein; Peter A Cistulli
Journal:  Sleep       Date:  2009-01       Impact factor: 5.849

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Review 10.  Machine learning and its applications to biology.

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Review 6.  Phenotypic Subtypes of OSA: A Challenge and Opportunity for Precision Medicine.

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7.  Effects on obstructive sleep apnea severity following a tailored behavioral sleep medicine intervention aimed at increased physical activity and sound eating: an 18-month follow-up of a randomized controlled trial.

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Review 8.  More Than the Sum of the Respiratory Events: Personalized Medicine Approaches for Obstructive Sleep Apnea.

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