A prehabilitation-enhanced nomogram for predicting early pulmonary recovery failure after lung tumor surgery: development and multicenter validation - Summary - MDSpire

A prehabilitation-enhanced nomogram for predicting early pulmonary recovery failure after lung tumor surgery: development and multicenter validation

  • By

  • Sanhua Lian

  • Xihua Lian

  • Zhixing Zhu

  • Chunping Shi

  • Fengyu Chen

  • July 13, 2026

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Objective:

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.

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