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May 17, 2026Science Progress0 citationsOpen Access

Association between blood inflammatory biomarkers and mortality in individuals with self-reported obstructive sleep apnea symptoms: A nationwide population-based retrospective cohort study

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AZAnyuan ZhongYPYongjian PeiZZZengli Zhang

Key Points

  • This study aims to explore the relationships between blood inflammatory biomarkers and all-cause as well as cardiovascular disease mortality in individuals with self-reported obstructive sleep apnea symptoms.
  • Retrospective cohort study of 10,230 adults with self-reported OSA symptoms from NHANES database.
  • Participants were followed until December 31, 2019, utilizing Kaplan-Meier and Cox proportional hazards models for analysis.
  • Multiple inflammatory biomarkers (RDW, RAR, NLR, MLR) were evaluated for their associations with mortality outcomes.
  • Individuals with self-reported OSA symptoms in the highest quartile of RDW exhibited an HR of 3.70 for all-cause mortality compared to the lowest quartile.
  • The highest quartile of NLR showed a significant HR of 1.65 for all-cause mortality vs. lowest quartile.
  • CVD mortality risks were also significant, with RDW HR=3.07 for Q4 vs. Q1.

Abstract

Objective To investigate the associations of blood inflammatory biomarkers with all-cause and cardiovascular disease (CVD) mortality in individuals with self-reported obstructive sleep apnea (OSA) symptoms. Methods This retrospective cohort study included 10,230 adults aged ≥18 years with self-reported OSA symptoms from the NHANES database.Participants were followed from baseline through December 31, 2019. Kaplan-Meier analysis, multivariable Cox proportional hazards models, restricted cubic spline (RCS), segmented regression and sensitivity analyses were employed to evaluate the associations of inflammatory biomarkers, including red blood cell distribution width (RDW), RDW-to-albumin ratio (RAR), neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), and monocyte-to-lymphocyte ratio (MLR) with all-cause and CVD mortality. Results Kaplan-Meier analysis showed that survival rates were significantly lower among individuals with self-reported OSA symptoms who had the highest levels of RDW, RAR, NLR, and MLR. In the fully adjusted Cox model, the highest quartile (Q4) of these biomarkers was associated with significantly increased risks of all-cause mortality compared with the lowest quartile (Q1): RDW (HR=3.70; 95% CI:2.14-6.42), RAR (HR=2.93; 95% CI:2.20-3.91), NLR (HR=1.65; 95% CI: 1.32-2.07), and MLR (HR=1.68; 95% CI:1.22-2.31). For CVD mortality, the corresponding HRs (Q4 vs. Q1) were: RDW (HR=3.07; 95% CI:1.61-5.85), RAR (HR=2.99; 95% CI:1.57-5.68), NLR (HR=2.66; 95% CI:1.51-4.68), and MLR (HR=1.87; 95% CI:1.07-3.29). RCS model demonstrated that there was a nonlinear association between RDW, RAR, NLR and the both mortality endpoints, while MLR did not show a significant nonlinear relationship with mortality. Segmented regression further identified data-driven statistical thresholds. These exploratory, data-driven thresholds have not been clinically validated and should not be directly applied to clinical decision-making. Sensitivity analyses yielded consistent results. Conclusions Blood inflammatory biomarkers (RDW, RAR, NLR, MLR) are significantly associated with all-cause and CVD mortality in individuals with self-reported OSA symptoms. Given the observational design, these biomarkers should be regarded as associative rather than prognostic, pending future confirmation.

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Cite This Study

Zhong et al. (2026) studied this question.

synapsesocial.com/papers/6a095c3f7880e6d24efe257fhttps://doi.org/10.1177/00368504261451376
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