Peters, Alan A; Weinheimer, Oliver; von Stackelberg, Oyunbileg; Kroschke, Jonas; Piskorski, Lars; Debic, Manuel; Schlamp, Kai; Welzel, Linn; Pohl, Moritz; Christe, Andreas; Ebner, Lukas; Kauczor, Hans-Ulrich; Heußel, Claus Peter; Wielpütz, Mark O (2023). Quantitative CT analysis of lung parenchyma to improve malignancy risk estimation in incidental pulmonary nodules. European radiology, 33(6), pp. 3908-3917. Springer-Verlag 10.1007/s00330-022-09334-w
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OBJECTIVES
To assess the value of quantitative computed tomography (QCT) of the whole lung and nodule-bearing lobe regarding pulmonary nodule malignancy risk estimation.
METHODS
A total of 251 subjects (median [IQR] age, 65 (57-73) years; 37% females) with pulmonary nodules on non-enhanced thin-section CT were retrospectively included. Twenty percent of the nodules were malignant, the remainder benign either histologically or at least 1-year follow-up. CT scans were subjected to in-house software, computing parameters such as mean lung density (MLD) or peripheral emphysema index (pEI). QCT variable selection was performed using logistic regression; selected variables were integrated into the Mayo Clinic and the parsimonious Brock Model.
RESULTS
Whole-lung analysis revealed differences between benign vs. malignant nodule groups in several parameters, e.g. the MLD (-766 vs. -790 HU) or the pEI (40.1 vs. 44.7 %). The proposed QCT model had an area-under-the-curve (AUC) of 0.69 (95%-CI, 0.62-0.76) based on all available data. After integrating MLD and pEI into the Mayo Clinic and Brock Model, the AUC of both clinical models improved (AUC, 0.91 to 0.93 and 0.88 to 0.91, respectively). The lobe-specific analysis revealed that the nodule-bearing lobes had less emphysema than the rest of the lung regarding benign (EI, 0.5 vs. 0.7 %; p < 0.001) and malignant nodules (EI, 1.2 vs. 1.7 %; p = 0.001).
CONCLUSIONS
Nodules in subjects with higher whole-lung metrics of emphysema and less fibrosis are more likely to be malignant; hereby the nodule-bearing lobes have less emphysema. QCT variables could improve the risk assessment of incidental pulmonary nodules.
KEY POINTS
• Nodules in subjects with higher whole-lung metrics of emphysema and less fibrosis are more likely to be malignant. • The nodule-bearing lobes have less emphysema compared to the rest of the lung. • QCT variables could improve the risk assessment of incidental pulmonary nodules.
Item Type: |
Journal Article (Original Article) |
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Division/Institute: |
04 Faculty of Medicine > Department of Radiology, Neuroradiology and Nuclear Medicine (DRNN) > Institute of Diagnostic, Interventional and Paediatric Radiology |
UniBE Contributor: |
Peters, Alan Arthur, Christe, Andreas, Ebner, Lukas |
Subjects: |
600 Technology > 610 Medicine & health |
ISSN: |
0938-7994 |
Publisher: |
Springer-Verlag |
Language: |
English |
Submitter: |
Pubmed Import |
Date Deposited: |
21 Dec 2022 10:13 |
Last Modified: |
13 May 2023 00:12 |
Publisher DOI: |
10.1007/s00330-022-09334-w |
PubMed ID: |
36538071 |
Uncontrolled Keywords: |
Decision support Emphysema Fibrosis Lung neoplasms Risk assessment |
BORIS DOI: |
10.48350/176265 |
URI: |
https://boris.unibe.ch/id/eprint/176265 |