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Development and validation of a metabolite index for obstructive sleep apnea across race/ethnicities

Authors :
Ying Zhang
Debby Ngo
Bing Yu
Neomi A. Shah
Han Chen
Alberto R. Ramos
Phyllis C. Zee
Russell Tracy
Peter Durda
Robert Kaplan
Martha L. Daviglus
Stephen S. Rich
Jerome I. Rotter
Jianwen Cai
Clary Clish
Robert Gerszten
Bruce S. Kristal
Sina A. Gharib
Susan Redline
Tamar Sofer
Source :
Scientific Reports, Vol 12, Iss 1, Pp 1-15 (2022)
Publication Year :
2022
Publisher :
Nature Portfolio, 2022.

Abstract

Abstract Obstructive sleep apnea (OSA) is a common disorder characterized by recurrent episodes of upper airway obstruction during sleep resulting in oxygen desaturation and sleep fragmentation, and associated with increased risk of adverse health outcomes. Metabolites are being increasingly used for biomarker discovery and evaluation of disease processes and progression. Studying metabolomic associations with OSA in a diverse community-based cohort may provide insights into the pathophysiology of OSA. We aimed to develop and replicate a metabolite index for OSA and identify individual metabolites associated with OSA. We studied 219 metabolites and their associations with the apnea hypopnea index (AHI) and with moderate-severe OSA (AHI ≥ 15) in the Hispanic Community Health Study/Study of Latinos (HCHS/SOL) (n = 3507) using two methods: (1) association analysis of individual metabolites, and (2) least absolute shrinkage and selection operator (LASSO) regression to identify a subset of metabolites jointly associated with OSA, which was used to develop a metabolite index for OSA. Results were validated in the Multi-Ethnic Study of Atherosclerosis (MESA) (n = 475). When assessing the associations with individual metabolites, we identified seven metabolites significantly positively associated with OSA in HCHS/SOL (FDR p

Subjects

Subjects :
Medicine
Science

Details

Language :
English
ISSN :
20452322
Volume :
12
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Scientific Reports
Publication Type :
Academic Journal
Accession number :
edsdoj.408e2ad0c324f20aabed8f931dfef2d
Document Type :
article
Full Text :
https://doi.org/10.1038/s41598-022-26321-9