Evidence map›Paper›PMID 41545666›Full record

ArticleScientific reports2026

Lactate to albumin ratio predicts one year mortality in ICU patients receiving invasive mechanical ventilation.

Yunkai Mu, Fangqin Lou, Guibo Feng, Mi Huang

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–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

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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

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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4 · The record

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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

4 authors.

Yunkai Mu *Department of General Medicine, Yongchuan Hospital of Chongqing Medical University, Chongqing, 402160, China.
Fangqin Lou *Department of General Medicine, Yongchuan Hospital of Chongqing Medical University, Chongqing, 402160, China.
Guibo FengDepartment of General Medicine, Yongchuan Hospital of Chongqing Medical University, Chongqing, 402160, China.
Mi HuangDepartment of General Medicine, Yongchuan Hospital of Chongqing Medical University, Chongqing, 402160, China. 704937468@qq.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The lactate-to-albumin ratio (LAR), a composite biomarker reflecting both inflammatory burden and nutritional status, has been associated with adverse outcomes in various critically ill populations. However, its prognostic value in patients receiving invasive mechanical ventilation (IMV) remains unclear. A retrospective cohort study was conducted using the MIMIC-IV database. Adult ICU patients who received IMV and had lactate and albumin measurements within 24 h of admission were included. The primary outcome was 1-year all-cause mortality. Multivariable Cox proportional hazards and modified Poisson regression models were used to assess associations between LAR and mortality. Restricted cubic spline (RCS) analysis evaluated dose-response relationships. Subgroup, interaction, and sensitivity analyses were also performed. The Boruta algorithm was applied to compare LAR's predictive importance with traditional severity scores. A total of 9,195 IMV patients were included, with a mean age of 63.8 years; 40.3% were female. Patients were stratified into high and low LAR groups based on an optimal cutoff of 1.48. Higher LAR was independently associated with increased 1-year mortality (adjusted HR: 1.31, 95% CI: 1.20-1.43) and ICU mortality (adjusted RR: 1.27, 95% CI: 1.17-1.38). RCS analysis showed a linear positive association between LAR and 1-year mortality. Subgroup analyses demonstrated stronger associations in younger patients and those with lower RDW. The Boruta feature selection algorithm confirmed LAR as an important predictor, ranking above the SOFA score. Overlap weighting analysis further validated the robustness of the findings. Elevated LAR is independently associated with increased short- and long-term mortality in ICU patients receiving IMV. While not a replacement for comprehensive scoring systems, LAR may serve as a convenient and valuable supplementary biomarker, especially in patients with indeterminate risk profiles.

Indexed as

Lactic AcidRespiration, ArtificialSerum AlbuminAgedBiomarkersCritical IllnessFemaleHumansIntensive Care UnitsMaleMiddle AgedPrognosisRetrospective StudiesBiomarkersLactic AcidSerum AlbuminCritical careInvasive mechanical ventilationLactate-to-albumin ratioMachine learning

Identifiers

PMID41545666
PMCPMC12891487

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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.