Evidence map›Paper›PMID 42704465›Full record

ArticleEuropean archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery2026

Linking disease severity and mortality in obstructive sleep apnea: the role of the endothelial activation and stress index.

Shudan Deng, Huiyan Niu, Yan Li, Lu Zhai, Limantian Wang, Bomeng Zhao, Yuxia Qin, Xiaoling Gao

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Article in European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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8 authors.

Shudan DengSecond College of Clinical Medicine, Shanxi Medical University, Taiyuan, Shanxi Province, China.
Huiyan NiuSecond College of Clinical Medicine, Shanxi Medical University, Taiyuan, Shanxi Province, China.
Yan LiSecond College of Clinical Medicine, Shanxi Medical University, Taiyuan, Shanxi Province, China.
Lu ZhaiSecond College of Clinical Medicine, Shanxi Medical University, Taiyuan, Shanxi Province, China.
Limantian WangSecond College of Clinical Medicine, Shanxi Medical University, Taiyuan, Shanxi Province, China.
Bomeng ZhaoSecond College of Clinical Medicine, Shanxi Medical University, Taiyuan, Shanxi Province, China.
Yuxia QinSecond College of Clinical Medicine, Shanxi Medical University, Taiyuan, Shanxi Province, China.
Xiaoling GaoDepartment of Sleep Center, The Second Hospital of Shanxi Medical University, Taiyuan, Shanxi Province, China. yihexiyuan@sxmu.edu.cn.ORCID http://orcid.org/0000-0001-8637-3315

Funding

Fund Program for the Scientific and Activities of Selected Returned Overseas Professionals in Shanxi Province 20250052National Natural Science Foundation of China General Program 82370091Shanxi Province Higher Education Billion Project Science and Technology Guidance Project、Key Laboratory of Cellular Physiology SY-BYSL-2025009Shanxi Province Science and Technology Achievement Transformation Guided Program 202204021301068
6 · The paper itself

Abstract

backgroundSystemic inflammation and endothelial dysfunction are implicated in adverse outcomes in obstructive sleep apnea (OSA), yet accessible biomarkers linking disease severity with long-term risk remain limited. The Endothelial Activation and Stress Index (EASIX) has been associated with mortality in various settings, but its role in OSA is unclear.

methodsWe analyzed data from 9,797 participants in the National Health and Nutrition Examination Survey (NHANES) to investigate the association between EASIX and all-cause and cardiovascular mortality using weighted Cox regression and restricted cubic spline models. Machine learning models were further developed to assess predictive performance and interpret feature importance using SHAP. In addition, a hospital-based cross-sectional clinical dataset (n = 258) was used to examine the relationship between EASIX and OSA severity indices, including the apnea-hypopnea index (AHI) and oxygen desaturation index (ODI).

resultsHigher EASIX levels were independently associated with increased risks of all-cause and cardiovascular mortality. Distinct dose-response patterns were observed, with a nonlinear association for all-cause mortality and a linear relationship for cardiovascular mortality. Machine learning models demonstrated strong predictive performance, with EASIX identified as a key contributor by SHAP analysis. In the clinical dataset, EASIX was significantly associated with both AHI and ODI, indicating a close relationship with OSA severity.

conclusionsEASIX is associated with both mortality and disease severity in OSA, suggesting its potential as a practical biomarker for risk stratification and integrated clinical assessment.

Indexed as

EASIXEndothelial dysfunctionMortalityObstructive sleep apnea

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.