Evidence map›Paper›PMID 41938866›Full record

Observational studyFrontiers in cellular and infection microbiology2026

Association of glucose-lymphocyte ratio and short-term mortality in patients with sepsis complicated by ARDS during the acute phase: a multicenter retrospective cohort study.

Shucun Liu, Wenjing Du, Jiazhi Zhou, Xingxing Zhuang, Wei Xu, Chunyang Li, Jiaqiong Li, Hongjie Tang

Abstract readMulticenter StudyObservational Study
In one paragraph

Observational study in Frontiers in cellular and infection microbiology, 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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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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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3 · Its place in the literature

Who cites it

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

8 authors.

Shucun Liu *The Xuzhou Clinical College of Xuzhou Medical University, Xuzhou, Jiangsu, China.
Wenjing Du *Department of Critical Care Medicine, Xuzhou Central Hospital, Southeast University, Xuzhou, Jiangsu, China.
Jiazhi ZhouDepartment of General Surgery, Peixian Hospital of Traditional Chinese Medicine, Xuzhou, Jiangsu, China.
Xingxing ZhuangThe Xuzhou Red Cross Blood Centre, Xuzhou, Jiangsu, China.
Wei XuDepartment of Critical Care Medicine, Xuzhou Central Hospital, Southeast University, Xuzhou, Jiangsu, China.
Chunyang LiDepartment of Infectious Diseases, Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China.
Jiaqiong LiThe Xuzhou Clinical College of Xuzhou Medical University, Xuzhou, Jiangsu, China.
Hongjie TangDepartment of Critical Care Medicine, Xuzhou Central Hospital, Southeast University, Xuzhou, Jiangsu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Sepsis may precipitate acute respiratory distress syndrome (ARDS), a life-threatening pulmonary complication characterized by high mortality. The glucose-to-lymphocyte ratio (GLR) is a novel composite biomarker has demonstrated prognostic significance across multiple diseases. However, its association with short-term mortality in patients with sepsis-induced ARDS has not yet been clearly established. Methods: In this multicenter retrospective cohort analysis, data from 2,485 individuals in the MIMIC-IV database were used to construct the primary derivation cohort, while an additional set of 298 patients from the Affiliated Hospital of Xuzhou Medical University served as an independent cohort for external validation. All-cause mortality at 28 days was defined as the primary outcome of the study. Least absolute shrinkage and selection operator (LASSO)-Boruta selected predictors. We evaluated the relationship between the GLR and mortality by employing multivariable Cox proportional hazards modeling, complemented by restricted cubic spline (RCS) and subgroup analyses. Receiver operating characteristic curves (ROC) and decision curve analysis (DCA) quantified incremental value of GLR over the Acute Physiology Score III (APS III) and the Simplified Acute Physiology Score II (SAPS II). Results: In the derivation cohort, higher GLR values were independently linked to an increased risk of 28-day mortality (adjusted HR 1.13 per unit increase, 95% CI: 1.053-1.211, P < 0.001). The finding was replicated in the external validation cohort. Short-term mortality increased linearly with rising GLR levels, as shown by RCS analysis. Subgroup analyses identified significant interactions: the prognostic value of GLR was significantly attenuated or lost in patients with high illness severity scores (SAPS II > 40, APS III > 53) or severe liver disease, while it remained robust in patients with lower severity scores and without severe liver disease. Incorporating GLR into APS III and SAPS II models improved their AUC values (APS III: 0.694 vs. 0.708; SAPS II: 0.678 vs. 0.696). Conclusions: An elevated GLR at admission independently predicts 28-day mortality in patients with sepsis-induced ARDS. This marker is especially useful for early risk stratification among patients without advanced liver dysfunction or severe physiological abnormalities.

Indexed as

Blood GlucoseLymphocytesRespiratory Distress SyndromeSepsisAgedBiomarkersFemaleHumansLymphocyte CountMaleMiddle AgedPrognosisProportional Hazards ModelsRetrospective StudiesROC CurveSimplified Acute Physiology ScoreBiomarkersBlood Glucoseacute respiratory distress syndrome - ARDSbiomarkerglucose-to-lymphocyte ratio (GLR)mortalitysepsis

Identifiers

PMID41938866
PMCPMC13044126

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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.