Evidence map›Paper›PMID 41957417›Full record

ArticleScientific reports2026

Association between lactate-to-albumin ratio and mortality in patients with sepsis-induced coagulopathy: a retrospective cohort study.

Yichao Zhu, Zhiyu Li, Tao Zhou, Hongyang Xu

Abstract read
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Article in Scientific reports, 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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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Yichao Zhu *Department of Critical Care Medicine, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, Wuxi, 214023, China.
Zhiyu Li *Department of Critical Care Medicine, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, Wuxi, 214023, China.
Tao ZhouDepartment of Critical Care Medicine, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, Wuxi, 214023, China.
Hongyang XuDepartment of Critical Care Medicine, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi People's Hospital, Wuxi Medical Center, Nanjing Medical University, Wuxi, 214023, China. hongyangxu2025@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study aims to investigate the association between the lactate-to-albumin ratio (LAR) and adverse outcomes in critically ill patients with sepsis-induced coagulopathy (SIC). Clinical data from 1960 patients admitted to the Intensive Care Unit (ICU) with SIC were extracted from the MIMIC-IV (3.1) database. The study population was divided into four groups according to quartiles of LAR. The primary outcome was 28-day all-cause mortality, and the secondary outcome was ICU mortality. Kaplan-Meier curves, Cox proportional hazards regression, restricted cubic spline analyses, and subgroup analyses were used to investigate the association between LAR and adverse outcomes. Additionally, receiver operating characteristic (ROC) curve analysis was performed to evaluate the predictive ability of LAR for adverse outcomes in patients with SIC. Finally, a nomogram model was constructed using the Boruta algorithm to integrate key predictors. This study included a total of 1960 patients with SIC. The LAR was independently associated with both 28-day all-cause mortality and ICU mortality (both p < 0.01). Kaplan-Meier survival curve analysis demonstrated that patients with higher LAR levels had significantly lower 28-day and ICU survival rates (Log-rank test, p < 0.001).Restricted cubic spline (RCS) analysis indicated a linear relationship between LAR and mortality risk (overall p < 0.001; nonlinearity p = 0.068). ROC analysis showed that LAR had moderate predictive accuracy. When combined with the SOFA score, its predictive performance improved further. Building upon this, the final nomogram achieved the highest predictive accuracy for 28-day mortality. Compared with traditional scoring systems, the newly developed model demonstrated significant improvements in both reclassification and discrimination, as reflected by the Net Reclassification Improvement (NRI) and Integrated Discrimination Improvement (IDI).Subgroup analyses revealed that this association remained consistent across all subgroups. Using Boruta to select predictive factors, a nomogram incorporating LAR was constructed, demonstrating good predictive performance for 28-day all-cause mortality (AUC 0.779, 95% CI 0.756-0.802).An online web server was built ( https://shaojian.shinyapps.io/sic-mortality-predictor/ ) to facilitate the use of the nomogram. The LAR exhibits a linear relationship with 28-day all-cause mortality and ICU mortality in SIC patients and can serve as an independent predictive factor.

Indexed as

Blood Coagulation DisordersLactic AcidSepsisSerum AlbuminAgedCritical IllnessFemaleHumansIntensive Care UnitsKaplan-Meier EstimateMaleMiddle AgedPrognosisProportional Hazards ModelsRetrospective StudiesROC CurveLactic AcidSerum Albumin28-day all-cause mortalityICU mortalityLactate-to-albumin ratioMIMIC-IV databasePrognosisSepsis-induced coagulopathy

Identifiers

PMID41957417
PMCPMC13230638

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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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.