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Updated: Jun 16, 2026

Three-Dimensional Reconstruction for the Whole Lung with Early Multiple Pulmonary Nodules
Published on: October 13, 2023
3D computed tomography airway geometry for predicting bronchoscopic accessibility in peripheral pulmonary nodules: a
Byeong-Ho Jeong1, Jonghoon Kim2,3, Hwanho Cho4
1Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.
Quantitative CT airway analysis improves prediction of peripheral pulmonary nodule accessibility for radial probe endobronchial ultrasound (rEBUS). This enhances preprocedural planning for better diagnostic outcomes.
Area of Science:
- Pulmonary Medicine
- Medical Imaging
- Interventional Pulmonology
Background:
- Bronchoscopic diagnosis of peripheral pulmonary nodules (PPNs) using radial probe endobronchial ultrasound (rEBUS) is established.
- Predicting rEBUS accessibility for PPNs using computed tomography (CT)-derived airway geometry is underexplored.
- Accurate preprocedural planning is crucial for successful PPN diagnosis.
Purpose of the Study:
- To determine if quantitative CT airway geometric characteristics can predict rEBUS accessibility for PPNs.
- To assess if CT-derived airway analysis improves preprocedural planning for PPN diagnosis.
- To evaluate the utility of quantitative CT analysis in enhancing bronchoscopic accessibility predictions.
Main Methods:
- Prospective evaluation of rEBUS accessibility for 219 PPNs in 199 patients.
- Quantification of preprocedural airway geometry from CT scans.
- Development of predictive models using logistic-least absolute shrinkage and selection operator (LASSO) analyses, incorporating clinical and airway geometric variables.
Main Results:
- 83.1% of PPNs were easily accessible; 16.9% were difficult/inaccessible.
- Significant risk factors for limited access included acute bifurcation angles, sharply curved branches, and elliptical/narrower lumen shapes.
- A composite model (airway geometry + clinical variables) achieved the highest predictive performance (AUC = 0.84).
Conclusions:
- CT-based quantitative airway analysis significantly enhances the prediction of PPN accessibility to rEBUS.
- This approach supports more accurate procedural planning in clinical practice.
- Integrating quantitative CT airway data improves diagnostic yield for PPNs via rEBUS.
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