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Published on: February 17, 2023
Risk factors and clinical prediction models for prolonged mechanical ventilation after heart valve surgery
Heng Yang1,2, Leilei Kong2, Wangqi Lan1,2
1Department of Cardiovascular Surgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China.
Objectives:
Prolonged mechanical ventilation (PMV) is a common complication following cardiac surgery linked to unfavorable patient prognosis and increased mortality. This study aimed to search for the factors associated with the occurrence of PMV after valve surgery and to develop a risk prediction model.
Methods:
The patient cohort was divided into two groups based on the presence or absence of PMV post-surgery. Comprehensive preoperative and intraoperative clinical data were collected. Univariate and multivariate logistic regression analyses were employed to identify risk factors contributing to the incidence of PMV. Based on the logistic regression results, a clinical nomogram was developed.
Results:
The study included 550 patients who underwent valve surgery, among whom 62 (11.27%) developed PMV. Multivariate logistic regression analysis revealed that age (odds ratio [OR] = 1.082, 95% confidence interval [CI] = 1.042-1.125; P < 0.000), current smokers (OR = 1.953, 95% CI = 1.007-3.787; P = 0.047), left atrial internal diameter index (OR = 1.04, 95% CI = 1.002-1.081; P = 0.041), red blood cell count (OR = 0.49, 95% CI = 0.275-0.876; P = 0.016), and aortic clamping time (OR = 1.031, 95% CI = 1.005-1.057; P < 0.017) independently influenced the occurrence of PMV. A nomogram was constructed based on these factors. In addition, a receiver operating characteristic (ROC) curve was plotted, with an area under the curve (AUC) of 0.782 and an accuracy of 0.884.
Conclusion:
Age, current smokers, left atrial diameter index, red blood cell count, and aortic clamping time are independent risk factors for PMV in patients undergoing valve surgery. Furthermore, the nomogram based on these factors demonstrates the potential for predicting the risk of PMV in patients following valve surgery.
Insights
Prolonged mechanical ventilation (PMV) after valve surgery is linked to poor outcomes. Key risk factors include age, smoking, left atrial size, RBC count, and aortic clamping time, aiding in risk prediction.
Area of Science:
- Cardiovascular Surgery
- Thoracic Surgery
- Critical Care Medicine
Background:
- Prolonged mechanical ventilation (PMV) is a significant complication after cardiac surgery, associated with adverse patient prognosis and increased mortality.
- Identifying factors contributing to PMV is crucial for improving patient outcomes following valve surgery.
Purpose of the Study:
- To identify independent risk factors associated with the occurrence of PMV after valve surgery.
- To develop a clinical risk prediction model for PMV in this patient population.
Main Methods:
- A cohort of 550 patients undergoing valve surgery was analyzed.
- Preoperative and intraoperative clinical data were collected and analyzed using univariate and multivariate logistic regression.
- A clinical nomogram was developed based on identified risk factors.
Main Results:
- The incidence of PMV was 11.27% (62 patients).
- Independent risk factors for PMV included older age, current smoking status, increased left atrial diameter index, lower red blood cell count, and longer aortic clamping time.
- The developed nomogram demonstrated good predictive performance with an AUC of 0.782.
Conclusions:
- Age, current smoking, left atrial diameter index, red blood cell count, and aortic clamping time are significant independent risk factors for PMV post-valve surgery.
- The developed nomogram shows potential for predicting PMV risk in patients undergoing valve surgery.
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