Evidence map›Paper›PMID 41771583›Full record

ArticleJournal of sleep research2026

Epithelial Na

Yen-Chun Chen, Chi-Hsuan Huang, Chia-Han Chen, Yun-Ho Lin, Shih-Han Hung, How Tseng, Fu-Der Mai

Abstract read
In one paragraph

Article in Journal of sleep research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Yen-Chun ChenGraduate Institute of Medical Sciences, College of Medicine, Taipei Medical University, Taipei, Taiwan.ORCID 0000-0002-9340-7357
Chi-Hsuan HuangDepartment of Biochemistry and Molecular Cell Biology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.
Chia-Han ChenDepartment of Biochemistry and Molecular Cell Biology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.
Yun-Ho LinDepartment of Pathology, Taipei Medical University Hospital, Taipei, Taiwan.
Shih-Han HungDepartment of Otolaryngology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.
How TsengDepartment of Biochemistry and Molecular Cell Biology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.
Fu-Der MaiDepartment of Biochemistry and Molecular Cell Biology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.

Funding

Office of Research and DevelopmentTaipei Medical University TMU-JIRB N202405119
6 · The paper itself

Abstract

Airway remodelling in obstructive sleep apnea encompasses diverse histopathological and neuromuscular alterations, yet surface-level epithelial changes and ionic characteristics remain insufficiently studied. Using time-of-flight secondary ion mass spectrometry, this study identified disrupted epithelial ionic homeostasis in the upper airway. Inferior turbinate specimens were collected from 18 patients with obstructive sleep apnea and 22 controls undergoing upper airway surgery. Compared with controls, specimens from patients with obstructive sleep apnea demonstrated significantly elevated sodium-to-potassium ratios (1.66 ± 1.38 vs. 0.83 ± 0.38, p = 0.033), with a marginal association persisting after adjustment for age and body mass index (p = 0.057). Immunohistochemistry revealed reduced sodium-potassium adenosine triphosphatase expression in the epithelium of obstructive sleep apnea specimens (p = 0.0077), while histology showed epithelial metaplasia and inflammatory changes. Among several machine learning classifiers, the random forest model achieved the highest diagnostic performance, yielding an area under the curve of 0.7928 and consistently identifying the sodium-to-potassium ratio as the most discriminative feature. Together, these findings demonstrate that disrupted sodium-to-potassium balance and diminished sodium-potassium adenosine triphosphatase expression constitute epithelial signatures in obstructive sleep apnea. Such ionic dysregulation may impair membrane potential and pharyngeal muscle responsiveness, thereby promoting airway collapsibility. Given the established role of ion channels in neuromuscular regulation, the epithelial sodium-to-potassium ratio may represent not only a diagnostic biomarker but also a potential predictor of therapeutic response to potassium channel-targeted interventions.

Indexed as

Airway RemodelingPotassiumSleep Apnea, ObstructiveSodiumSodium-Potassium-Exchanging ATPaseAdultBiomarkersFemaleHumansMaleMiddle AgedBiomarkersPotassiumSodiumSodium-Potassium-Exchanging ATPaseK + channel blockersmachine learningNa+/K + ATPaseOSAsurface analysisToF‐SIMS

Identifiers

PMID41771583
PMCPMC13357953

What OpenQuestion holds

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Registered trials

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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.