» Articles » PMID: 31072706

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

Overview
Date 2019 May 11
PMID 31072706
Citations 13
Authors
Affiliations
Soon will be listed here.
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.

Citing Articles

Factors affecting the prolongation of mechanical ventilation in patients after cardiac surgery.

Kermani M, Dehesh T, Pouradeli S, Esmaili B J Cardiothorac Surg. 2025; 20(1):104.

PMID: 39875916 PMC: 11776133. DOI: 10.1186/s13019-024-03247-z.


Study on the Predictive Value of a Pulmonary Edema Imaging Score for Delayed Extubation in Patients after Heart Valve Surgery on Cardiopulmonary Bypass.

Lin X, Wang F, Wang Y Rev Cardiovasc Med. 2024; 25(10):387.

PMID: 39484127 PMC: 11522776. DOI: 10.31083/j.rcm2510387.


A novel nomogram for predicting prolonged mechanical ventilation after acute type A aortic dissection surgery: a retrospective study investigating the impact of ventilation duration on postoperative outcomes.

Yuanxi L, Li Z, Jiang X, Jiang Y, Wang D, Xue Y Ann Med. 2024; 56(1):2392871.

PMID: 39172547 PMC: 11342815. DOI: 10.1080/07853890.2024.2392871.


Risk factors and clinical prediction models for prolonged mechanical ventilation after heart valve surgery.

Yang H, Kong L, Lan W, Yuan C, Huang Q, Tang Y BMC Cardiovasc Disord. 2024; 24(1):250.

PMID: 38745119 PMC: 11092048. DOI: 10.1186/s12872-024-03923-x.


A systematic review of cardiac surgery clinical prediction models that include intra-operative variables.

Jones C, Taylor M, Sperrin M, Grant S Perfusion. 2024; 40(2):328-342.

PMID: 38649154 PMC: 11849261. DOI: 10.1177/02676591241237758.