A prehabilitation-enhanced nomogram for predicting early pulmonary recovery failure after lung tumor surgery: development and multicenter validation - Summary - MDSpire
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A prehabilitation-enhanced nomogram for predicting early pulmonary recovery failure after lung tumor surgery: development and multicenter validation
To develop and validate a practical prehabilitation-enhanced nomogram for predicting early postoperative pulmonary recovery failure within 7 days after lung tumor surgery.
Approach:
Study Design: Multicenter retrospective study with a development cohort from one center and an external test cohort from another.
Data Collection: Routine perioperative variables and quantified 14-day prehabilitation process indicators were collected.
Model Comparison: A routine-variable model was compared with a prehabilitation-enhanced model using multivariable logistic regression.
Model Evaluation: Model performance was assessed through discrimination, calibration, and clinical utility.
Key Findings:
The addition of prehabilitation indicators improved discrimination in all cohorts.
The area under the curve (AUC) increased significantly with the prehabilitation-enhanced model.
The final nomogram included five predictors: intraoperative blood loss, DLCO% predicted, preoperative resting SpO2, incentive spirometry target-achieved days, and breathing training target-achieved days.
The nomogram showed good discrimination with AUCs of 0.972, 0.863, and 0.883 in training, internal validation, and external test cohorts, respectively.
Calibration was acceptable across cohorts with Brier scores indicating good predictive accuracy.
Interpretation:
The prehabilitation-enhanced nomogram allows for individualized early risk stratification for postoperative pulmonary recovery failure within 7 days.
Limitations:
The study is retrospective and may have inherent biases.
External validation was limited to one additional center.
Conclusion:
The nomogram may support targeted prevention for patients at high risk of early postoperative pulmonary recovery failure.