Evidence map›Paper›PMID 41686606›Full record

ArticleMedicine2026

The association of plasma glucose-to-lactate ratio (GLR) and 28-day all-cause mortality in sepsis with Escherichia coli infection: A retrospective cohort study based on the MIMIC-IV database.

Liwen Liu, Ning Ding, Yang Zhou, Jiqiang Liu, Shuo Yao, Linxia Liu, Qimi Liu, Bing Xiao

Abstract read
In one paragraph

Article in Medicine, 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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Liwen LiuDepartment of Emergency Medicine, The Second Xiangya Hospital of Central South University, Emergency and Difficult Diseases Institute of Central South University, Changsha, Hunan, China.
Ning DingDepartment of Emergency Medicine, The Second Xiangya Hospital of Central South University, Emergency and Difficult Diseases Institute of Central South University, Changsha, Hunan, China.
Yang ZhouDepartment of Critical Care Medicine, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China.
Jiqiang LiuDepartment of Emergency Medicine, The Second Xiangya Hospital of Central South University, Emergency and Difficult Diseases Institute of Central South University, Changsha, Hunan, China.
Shuo YaoDepartment of Emergency Medicine, The Second Xiangya Hospital of Central South University, Emergency and Difficult Diseases Institute of Central South University, Changsha, Hunan, China.
Linxia LiuDepartment of Respiratory and Critical Care Medicine, Guilin Hospital of the Second Xiangya Hospital of Central South University, Guilin, Guangxi, China.
Qimi LiuDepartment of Respiratory and Critical Care Medicine, Guilin Hospital of the Second Xiangya Hospital of Central South University, Guilin, Guangxi, China.
Bing XiaoDepartment of Emergency Medicine, The Second Xiangya Hospital of Central South University, Emergency and Difficult Diseases Institute of Central South University, Changsha, Hunan, China.ORCID 0000-0001-6572-5641

Funding

Center for Clinical Medical Research Projects of Hunan Provincial Science and Technology Department No. 2021SK4004Science Project of Hunan Health Commission No. 202203022422)
6 · The paper itself

Abstract

Using a retrospective cohort from the MIMIC-IV database, we aimed to investigate the independent association between the admission plasma glucose-to-lactate ratio (GLR) and 28-day all-cause mortality in adult sepsis patients with Escherichia coli bacteremia. We further characterized the shape of this relationship and assessed its consistency across clinically relevant subgroups. Adult patients with sepsis and confirmed E coli bacteremia from the Medical Information Mart for Intensive Care IV database were included. The association between GLR (analyzed both continuously and in quartiles) and 28-day mortality was assessed using multivariable Cox proportional hazards regression, adjusting for potential confounders. Subgroup analyses were performed. Among 395 included patients, 47 (11.9%) died within 28 days. Patients in the lowest GLR quartile (Q1, <43.5) had higher Sequential Organ Failure Assessment scores, lactate levels, and the highest mortality (22.2%). After multivariable adjustment, a higher GLR was independently associated with lower mortality (adjusted hazard ratio per 1-unit increase = 0.98, 95% confidence interval: 0.97-1.00). A nonlinear relationship was observed, with mortality risk decreasing steeply until a GLR of approximately 75. A lower admission GLR is an independent predictor of higher 28-day mortality in adults with E coli sepsis, exhibiting a nonlinear relationship. GLR may serve as a simple early prognostic marker for risk stratification in this patient population.

Indexed as

Blood GlucoseEscherichia coli InfectionsLactic AcidSepsisAgedDatabases, FactualEscherichia coliFemaleHumansMaleMiddle AgedProportional Hazards ModelsRetrospective StudiesBlood GlucoseLactic Acidall-cause mortalityglucose-to-lactate ratio (GLR)MIMIC-IVsepsis

Identifiers

PMID41686606
PMCPMC12908826

What Socratic holds

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LicenceCC BY-NC
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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 Socratic graph.