# Logarithmically transformed lactate-to-hemoglobin ratio demonstrates a threshold effect on 28-day mortality in sepsis: Analysis of the MIMIC-IV database

**Authors:** Huang Chen, Da Ke, Xiuqin Zheng, Haiyang Song, Shirong Lin

PMC · DOI: 10.1371/journal.pone.0342994 · PLOS One · 2026-02-26

## TL;DR

This study finds that a new ratio of lactate to hemoglobin can predict sepsis mortality, with a clear threshold for increased risk.

## Contribution

The novel contribution is identifying a threshold effect of the logarithmically transformed lactate-to-hemoglobin ratio on sepsis mortality.

## Key findings

- Elevated Ln_LHR is independently associated with increased 28-day mortality in sepsis patients.
- A threshold effect at Ln_LHR: −0.625 significantly increases mortality risk.
- Minimum temperature partially mediates the association between Ln_LHR and mortality.

## Abstract

To investigate the association between logarithmically transformed lactate-to-hemoglobin ratio (Ln_LHR) and 28-day mortality in sepsis patients, addressing the critical need for reliable prognostic biomarkers in this high-mortality condition.

This retrospective cohort study analyzed 20725 adult sepsis patients from the MIMIC-IV database (2008–2019). The primary exposure was Ln_LHR calculated from measurements within 24 hours of ICU admission, while the primary outcome was 28-day all-cause mortality. Covariates included demographics, physiological parameters, severity scores, and interventions. We employed multivariable logistic regression and restricted cubic splines to identify potential non-linear relationships.Finally,mediation analysis was used to assess the factors affecting sepsis mortality in Ln_LHR.

Elevated Ln_LHR was independently associated with increased 28-day mortality after comprehensive adjustment (OR:1.43, 95% CI:1.35–1.52). We identified a significant threshold effect at Ln_LHR: −0.625, above which mortality risk increased dramatically (OR:3.812, 95% CI:3.131–4.642). Subgroup analyses revealed the predictive efficacy of Ln_LHR exhibited significant variation across various factors, including age, the utilisation of norepinephrine, and the severity score. Mediation analysis revealed that minimum temperature, as a potential mechanism linking Ln_LHR to 28-day mortality, accounted for 9.2% of the total association.

Ln_LHR may represent a promising, readily available prognostic biomarker for sepsis mortality risk stratification, with a clinically meaningful threshold effect. This composite marker integrates critical pathophysiological information and may enhance risk assessment and guide clinical decision-making in sepsis management.

## Full-text entities

- **Genes:** IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, TLR4 (toll like receptor 4) [NCBI Gene 7099] {aka ARMD10, CD284, TLR-4, TOLL}, HP (haptoglobin) [NCBI Gene 3240] {aka HP2ALPHA2, HPA1S}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, NLRP3 (NLR family pyrin domain containing 3) [NCBI Gene 114548] {aka AGTAVPRL, AII, AVP, C1orf7, CIAS1, CLR1.1}, LHCGR (luteinizing hormone/choriogonadotropin receptor) [NCBI Gene 3973] {aka HHG, LCGR, LGR2, LH/CG-R, LH/CGR, LHR}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}
- **Diseases:** mitochondrial dysfunction (MESH:D028361), inflammation (MESH:D007249), hypoxia (MESH:D000860), metabolic (MESH:D008659), multi-organ failure (MESH:D009102), infection (MESH:D007239), death (MESH:D003643), Sepsis (MESH:D018805), Coma (MESH:D003128), septic shock (MESH:D012772)
- **Chemicals:** Lactate (MESH:D019344), oxygen (MESH:D010100), norepinephrine (MESH:D009638), dichloroacetate (MESH:D003999), free (-), creatinine (MESH:D003404), urea nitrogen (MESH:C530477)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

28 references — full list in the complete paper: https://tomesphere.com/paper/PMC12944745/full.md

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Source: https://tomesphere.com/paper/PMC12944745