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[Prediction of respiratory complications after extensive chest wall resections]
M S Rudenko1,2, S Yu Pushkin3,4, E A Toneev5,6
1Ural State Medical University, Yekaterinburg, Russia.
Objective:
To analyze the incidence of respiratory complications following chest wall surgeries with reconstructive approaches and to develop a nomogram for predicting complication risk.
Material And Methods:
From 2013 to 2024, a multicenter ambispective study was conducted including 125 patients who underwent chest wall resection for various indications.
Results:
The rate of respiratory complications after chest wall resection was 15.2%. Logistic regression analysis identified three independent prognostic factors: intraoperative blood loss (OR=1.006), number of resected ribs (OR=1.561), and FEV1 level (OR=0.935; reciprocal OR=1.069), highlighting their contribution to complication risk. The regression model was statistically significant (p<0.001) and demonstrated high discriminatory ability. The area under the ROC curve was 0.895±0.049 (95% CI 0.798-0.992), with sensitivity of 94.7% and specificity of 78.3%. The optimal cut-off value based on the Youden index was 0.138, above which the risk of respiratory complications was considered high. Nagelkerke's pseudo-R² was 78.1%, indicating strong explanatory power. Based on these results, a nomogram was developed using machine learning methods to predict respiratory complication risk. Validation confirmed the model's reliability and clinical applicability for individualized risk assessment.
Conclusion:
This study identified blood loss, number of resected ribs, and FEV1 as key prognostic factors for respiratory complications after chest wall reconstruction. A predictive nomogram based on logistic regression was developed for clinical use.
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