Developing and validating a lactate-to-albumin ratio-enhanced score for mortality prediction in ICU patients with acute pulmonary embolism: a multi-cohort study - Report - MDSpire

Developing and validating a lactate-to-albumin ratio-enhanced score for mortality prediction in ICU patients with acute pulmonary embolism: a multi-cohort study

  • By

  • Jun An

  • Peng Liu

  • Yingqun Ji

  • June 15, 2026

  • 0 min

Share

Clinical Report: Enhanced Mortality Prediction Score in ICU Patients with APE

Overview

This study evaluates the lactate-to-albumin ratio (LAR) as a predictor of 28-day mortality in ICU patients with acute pulmonary embolism (APE).

Background

Acute pulmonary embolism (APE) is a critical condition with high mortality rates, particularly in ICU settings. Traditional scoring systems like the simplified Pulmonary Embolism Severity Index (sPESI) often lack predictive accuracy for patients with multi-organ dysfunction. The integration of dynamic indicators such as the lactate-to-albumin ratio (LAR) may enhance risk stratification.

Data Highlights

CohortAUC for LARAUC for LAR-sPESI
Derivation0.6100.650
First Validation0.7100.733
Second Validation0.6470.701

Key Findings

  • LAR showed a linear relationship with 28-day mortality in ICU patients with APE.
  • The AUC for LAR was 0.610 in the derivation cohort and improved to 0.710 in the first validation cohort.
  • The LAR-sPESI score yielded AUCs of 0.650, 0.733, and 0.701 across the three cohorts.
  • Calibration tests indicated acceptable performance for the LAR-sPESI score (P > 0.05 in all cohorts).
  • DCA suggested trends within specific probability ranges.
  • LAR exhibited moderate discriminative ability for norepinephrine use but limited predictive performance for thrombolysis and mechanical ventilation.

Clinical Implications

The lactate-to-albumin ratio may serve as a predictor of mortality in critically ill patients with APE.

Conclusion

Further validation is warranted to establish the clinical utility of LAR in ICU patients with APE.

Related Resources & Content

  1. Frontiers in Medicine, 2026 -- LDAR Outperforms Other Albumin-Derived Indices in Predicting 28-Day ICU Mortality in Critically Ill Myocardial Infarction Patients: A Two-Cohort Study
  2. Frontiers in Medicine, 2026 -- Clinical utility of the lactate-to-albumin ratio for predicting mortality in elderly severe acute pancreatitis
  3. Frontiers in Medicine, 2026 -- Lactate Dehydrogenase-to-Albumin Ratio Predicts 30-Day and 90-Day Mortality in Glucocorticoid-Treated ICU Patients With Pneumonia: A Secondary Analysis of a Multicenter Cohort
  4. 2026 AHA/ACC/ACCP/ACEP/CHEST/SCAI/SHM/SIR/SVM/SVN Guideline for the Evaluation and Management of Acute Pulmonary Embolism in Adults
  5. Frontiers in Medicine — Development and external validation of a parsimonious lactate-to-diastolic blood pressure ratio model for 28-day mortality risk stratification in septic shock: a retrospective two-cohort study
  6. 2026 AHA/ACC/ACCP/ACEP/CHEST/SCAI/SHM/SIR/SVM/SVN Guideline for the Evaluation and Management of Acute Pulmonary Embolism in Adults: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines
  7. Ultrasound-Facilitated, Catheter-Directed Fibrinolysis for Acute Pulmonary Embolism | New England Journal of Medicine

Original Source(s)

Related Content