# Association between the lactate-to-albumin ratio and 28-day all-cause mortality in diabetic ketoacidosis patients: A retrospective cohort study utilizing the MIMIC-IV database

**Authors:** Fan Zhang, Lingchen Wei, Yuan Liu, Guang Yang, Xiaobin Zhao, Runyun Zhang

PMC · DOI: 10.1371/journal.pone.0344767 · 2026-03-12

## TL;DR

This study found that a high lactate-to-albumin ratio at hospital admission is linked to higher 28-day mortality in patients with diabetic ketoacidosis.

## Contribution

The study identifies the lactate-to-albumin ratio as a novel predictor of mortality in diabetic ketoacidosis patients.

## Key findings

- A high lactate-to-albumin ratio (≥ 0.75) is an independent risk factor for 28-day all-cause mortality in diabetic ketoacidosis patients.
- The lactate-to-albumin ratio shows strong prognostic value for predicting mortality in this patient group.
- Kaplan-Meier survival analysis confirmed lower survival rates in patients with a high lactate-to-albumin ratio.

## Abstract

The objective of this study was to assess the relationship between the lactate-to-albumin ratio upon hospital admission and the clinical outcomes of critically ill patients with a diagnosis of diabetic ketoacidosis.

A retrospective cohort analysis was conducted. Patients were classified into two groups according to their lactate-to-albumin ratio values: low-lactate-to-albumin ratio (< 0.75) and high-lactate-to-albumin ratio (≥ 0.75). The association between lactate-to-albumin ratio and mortality was evaluated using Cox proportional hazards regression models and restricted cubic spline curves. Receiver operating characteristic curves were employed to assess the diagnostic capability of lactate-to-albumin ratio in predicting prognosis. Additionally, Kaplan-Meier survival analysis was performed to compare the cumulative survival rates between two groups. Subgroup analyses were conducted to validate the robustness of the findings.

A high lactate-to-albumin ratio (≥ 0.75) at admission was recognized as an independent risk factor for 28-day all-cause mortality in diabetic ketoacidosis patients.

## Linked entities

- **Diseases:** diabetic ketoacidosis (MONDO:0012819)

## Full-text entities

- **Genes:** ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}
- **Diseases:** diabetic ketoacidosis (MESH:D016883), critically ill (MESH:D016638)
- **Chemicals:** lactate (MESH:D019344)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12981510/full.md

---
Source: https://tomesphere.com/paper/PMC12981510