Evidence map›Paper›PMID 41741209›Full record

Trial reportThorax2026

Loop gain predicts residual sleep apnoea among people using positive airway pressure.

Erin Eschbach, Clete Kushida, Yuksel Peker, Jen-Hwa Chu, Zhichao Xu, Hung-Mo Lin, Yunshan Xu, Ali Azarbarzin, Andrew Wellman, H Klar Yaggi and 2 more

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in Thorax, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. The upper airway in obstructive sleep apnoea: state of the art.European respiratory review : an official journal of the European Respiratory Society · 2026
    Review
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

12 authors.

Erin EschbachPulmonary, Critical Care, and Sleep Medicine, Yale University, New Haven, Connecticut, USA eeschbach@montefiore.org.ORCID http://orcid.org/0000-0001-7184-5332
Clete KushidaSleep Medicine, Stanford University, Stanford, California, USA.
Yuksel PekerPulmonary Medicine, Koc University School of Medicine, Istanbul, Turkey.ORCID http://orcid.org/0000-0001-9067-6538
Jen-Hwa ChuBiostatistics, Yale University, New Haven, Connecticut, USA.
Zhichao XuBiostatistics, Yale University, New Haven, Connecticut, USA.
Hung-Mo LinBiostatistics, Yale University, New Haven, Connecticut, USA.
Yunshan XuBiostatistics, Yale University, New Haven, Connecticut, USA.
Ali AzarbarzinSleep and Circadian Disorders, Harvard Medical School, Boston, Massachusetts, USA.ORCID http://orcid.org/0000-0002-4986-4753
Andrew WellmanSleep and Circadian Disorders, Harvard Medical School, Boston, Massachusetts, USA.
H Klar YaggiPulmonary, Critical Care, and Sleep Medicine, Yale University, New Haven, Connecticut, USA.
Scott SandsSleep and Circadian Disorders, Harvard Medical School, Boston, Massachusetts, USA.
Andrey ZinchukPulmonary, Critical Care, and Sleep Medicine, Yale University, New Haven, Connecticut, USA.ORCID http://orcid.org/0000-0003-0488-9778

Funding

Role of ventilatory drive in obstructive sleep apnea: An avenue for precision interventionR01HL168067 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI Scott A Sands · 2023 to 2026
$3.5M
A Novel Pharmacological Therapy for Obstructive Sleep ApneaR01HL146697 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI SANDS, SCOTT A · 2019 to 2023
$3.4M
Continuous Positive Airway Pressure, Arousability and Links to Mechanisms in Obstructive Sleep Apnea (CALM-OSA).R01HL179077 · NHLBI · YALE UNIVERSITY · PI ANDREY ZINCHUK · 2025 to 2026
$1.5M
Novel physiologiC prEdictors of Positive Airway Pressure effectiveness: NICE-PAP study.K23HL159259 · NHLBI · YALE UNIVERSITY · PI ZINCHUK, ANDREY · 2021 to 2025
$843k
NHLBI NIH HHS K23 HL159259NHLBI NIH HHS R01 HL146697NHLBI NIH HHS R01 HL168067NHLBI NIH HHS R01 HL179077
6 · The paper itself

Abstract

rationaleResidual sleep apnoea-defined by an Apnoea-Hypopnoea Index ≥10 events/hour-affects~20% of obstructive sleep apnoea patients treated with positive airway pressure therapy and poses a major clinical challenge. Ventilatory control instability is a plausible cause of residual sleep apnoea. Elevated loop gain (LG), a measure of ventilatory instability, may be a risk factor, but this has not been rigorously tested.

objectiveTo assess whether high LG at baseline is associated with residual sleep apnoea on positive airway pressure therapy in two large, randomised control trials: Apnoea Positive Pressure Long-Term Efficacy Study (APPLES) and Randomised Intervention with CPAP in Coronary Artery Disease and OSA (RICCADSA).

methodsLG was estimated from baseline polysomnography using a validated method. Residual sleep apnoea was defined using polysomnography on positive airway pressure at 2 months (APPLES) or device downloads at 3 months (RICCADSA). Logistic regression estimated the odds of residual sleep apnoea with high LG (highest quartile), adjusting for confounders. A sensitivity analysis was performed using linear regression, where both the exposure and outcome were defined continuously. MEASUREMENTS AND MAIN

resultsIn the unadjusted analysis, high LG was associated with threefold odds of residual sleep apnoea in both samples. After adjustment, elevated odds persisted in both APPLES (2.17 (1.24-3.78)) and RICCADSA (3.31 (1.33-8.24)). Associations remained after accounting for measures of central sleep apnoea. Linear regression confirmed the association of LG and residual Apnoea-Hypopnoea Index.

conclusionsHigh LG is a significant risk factor for residual sleep apnoea on positive airway pressure therapy. Ventilatory control instability identified at baseline may warrant closer monitoring or the initiation of adjunctive therapies aimed at reducing LG and improving the therapeutic response.

Indexed as

Continuous Positive Airway PressureSleep Apnea, ObstructiveAgedFemaleHumansMaleMiddle AgedPolysomnographyRisk FactorsSleep Apnea SyndromesLung PhysiologyPolysomnographyRespiratory MeasurementSleepSleep apnoea

Identifiers

PMID41741209
PMCPMC13016270

What Socratic holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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 Socratic graph.