Development and Validation of a Score to Identify Cardiac Surgery Patients at High Risk of Prolonged Mechanical Ventilation

J Cardiothorac Vasc Anesth. 2019 Oct;33(10):2709-2716. doi: 10.1053/j.jvca.2019.03.009. Epub 2019 Mar 8.

Abstract

Objective: To develop and validate a score for the early identification of cardiac surgery patients at high risk of prolonged mechanical ventilation (MV) who may be suitable targets for interventional trials.

Design: Retrospective analysis.

Setting: Tertiary intensive care unit.

Participants: Cardiac surgery patients.

Interventions: Observational study.

Measurements and main results: The study comprised 1,994 patients. Median age was 67 years, and 1,457 patients (74%) were male. Median duration of MV was 9.4 hours. A total of 229 (11%), 182 (9%), and 127 (6%) patients received MV for ≥24, ≥36, and ≥48 hours, respectively. In-hospital mortality was 13%, 15%, and 17%, respectively. For the study model, all preoperative, intraoperative, and early (first 4 hours) postoperative variables were considered. A multivariable logistic regression model was developed, and a predictive scoring system was derived. Using MV ≥24 hours as the primary outcome, the model performance in the development set was good with a c-index of 0.876 (95% confidence interval 0.846-0.905) and a Brier's score of 0.062. In the validation set, the c-index was 0.907 (0.867-0.948), Brier's score was 0.059, and the model remained well calibrated.

Conclusions: The authors developed a simple score to predict prolonged MV after cardiac surgery. This score, if externally validated, is potentially suitable for identifying a high-risk target population for future randomized controlled trials of postoperative care after cardiac surgery.

Keywords: cardiac surgery; intensive care; mechanical ventilation; risk factors; risk score.

Publication types

  • Observational Study

MeSH terms

  • Aged
  • Australia / epidemiology
  • Cardiac Surgical Procedures / adverse effects*
  • Cardiac Surgical Procedures / trends*
  • Cohort Studies
  • Female
  • Heart Diseases / diagnosis
  • Heart Diseases / epidemiology
  • Heart Diseases / surgery
  • Humans
  • Male
  • Middle Aged
  • Models, Theoretical*
  • New Zealand / epidemiology
  • Predictive Value of Tests
  • Registries
  • Reproducibility of Results
  • Respiration, Artificial / methods
  • Respiration, Artificial / trends*
  • Retrospective Studies
  • Risk Assessment / methods
  • Risk Assessment / standards
  • Severity of Illness Index*
  • Time Factors