Abstract
Objectives
To develop a risk score model for primary spontaneous pneumothorax surgery (prolonged air leak or ipsilateral recurrence). The model was internally validated for risk estimation.
Methods
We analyzed 453 patients with primary spontaneous pneumothorax between 2014 and 2018. Patients were randomly assigned a 2:1 ratio to the development dataset (n = 302, study cohort) or the internal validation dataset (n = 151, validation cohort). The final outcomes of patients with primary spontaneous pneumothorax, the presence or absence of surgical indications, were tracked. Multivariable logistic regression models were prepared to estimate the probability of surgical indication and a scoring model was created. It was internally validated using the validation cohort. Calibration was ascertained using the Hosmer–Lemeshow method and Brier score.
Results
The surgery indication rate was 47.8% (n = 217) (prolonged air leak, n = 130; ipsilateral recurrence, n = 87). There were no demographic or radiological differences between the validation and the study cohorts. Logistic regression analysis showed that the presence of bullae or blebs (p < 0.001, odds ratio = 3.340, 95%CI = 1.753–6.363) and pneumothorax volume (p < 0.001, odds ratio = 1.033, 95%CI = 1.019–1.048) were independent risk factors for surgical indication. The scoring model significantly predicted surgical indications (area under the curve, AUC = 0.768, 95%CI = 0.714–0.821, p < 0.001). Our model showed acceptable discrimination with an AUC > 0.75 in the validation set (AUC = 0.777, 95%CI = 0.702–0.852, p < 0.001) and had an adequate calibration (Hosmer–Lemeshow test p = 0.249, Brier score = 0.25).
Conclusion
The internally validated primary spontaneous pneumothorax scoring model was a good predictor of the need for surgery in patients with primary spontaneous pneumothorax. Prospective external validation studies with larger patient cohorts are required.
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Data availability
The authors have full control of all primary data and that we agree to allow the journal to review their data if requested. The data underlying this article cannot be shared publicly due to the privacy of individuals that participated in the study. However, the data will be shared on reasonable request to the corresponding author.
Abbreviations
- AUC:
-
Area under the receiver operating characteristic curve
- CI:
-
Confidence interval
- DSS:
-
Dystrophic severity score
- Log odds:
-
Logarithm of the odds
- NPV:
-
Negative predictive value
- PPV:
-
Positive predictive value
- PSP:
-
Primary spontaneous pneumothorax
- PAL:
-
Prolonged air leak
- ROC:
-
Receiver operating curve
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We would like to thank Editage ® (www.editage.com) for English language editing.
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NÇ: formal analysis; investigation; software; writing—original draft; conceptualization; methodology; resources; validation; visualization; writing—review and editing; supervision; and project administration. SÖ: data curation; investigation; writing—original draft; resources; visualization; writing—review, and editing. SK: investigation, software, validation, and supervision.
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Çıtak, N., Özdemir, S. & Köse, S. Could the probability of surgical indication be determined after first episode of primary spontaneous pneumothorax?. Gen Thorac Cardiovasc Surg 71, 472–479 (2023). https://doi.org/10.1007/s11748-023-01913-y
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DOI: https://doi.org/10.1007/s11748-023-01913-y