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Multicenter external validation of two malignancy risk prediction models in patients undergoing 18F-FDG-PET for solitary pulmonary nodule evaluation
- Source :
- European Radiology. 27:2042-2046
- Publication Year :
- 2016
- Publisher :
- Springer Science and Business Media LLC, 2016.
-
Abstract
- To achieve multicentre external validation of the Herder and Bayesian Inference Malignancy Calculator (BIMC) models. Two hundred and fifty-nine solitary pulmonary nodules (SPNs) collected from four major hospitals which underwent 18-FDG-PET characterization were included in this multicentre retrospective study. The Herder model was tested on all available lesions (group A). A subgroup of 180 SPNs (group B) was used to provide unbiased comparison between the Herder and BIMC models. Receiver operating characteristic (ROC) area under the curve (AUC) analysis was performed to assess diagnostic accuracy. Decision analysis was performed by adopting the risk threshold stated in British Thoracic Society (BTS) guidelines. Unbiased comparison performed In Group B showed a ROC AUC for the Herder model of 0.807 (95 % CI 0.742–0.862) and for the BIMC model of 0.822 (95 % CI 0.758–0.875). Both the Herder and the BIMC models were proven to accurately predict the risk of malignancy when tested on a large multicentre external case series. The BIMC model seems advantageous on the basis of a more favourable decision analysis. • The Herder model showed a ROC AUC of 0.807 on 180 SPNs. • The BIMC model showed a ROC AUC of 0.822 on 180 SPNs. • Decision analysis is more favourable to the BIMC model.
- Subjects :
- Male
Risk
Solid pulmonary nodule
medicine.medical_specialty
Lung Neoplasms
Decision analysis
Malignancy
Risk Assessment
Decision Support Techniques
03 medical and health sciences
0302 clinical medicine
Fluorodeoxyglucose F18
Humans
Medicine
Radiology, Nuclear Medicine and imaging
Computed tomography
Aged
Retrospective Studies
Settore MED/36 - DIAGNOSTICA PER IMMAGINI E RADIOTERAPIA
Neuroradiology
Solitary pulmonary nodule
18 F-fluorodeoxyglucose positron emission tomography
Receiver operating characteristic
business.industry
Area under the curve
Solitary Pulmonary Nodule
Bayes Theorem
Lung cancer
Retrospective cohort study
General Medicine
Middle Aged
Models, Theoretical
medicine.disease
ROC Curve
030228 respiratory system
Area Under Curve
030220 oncology & carcinogenesis
Female
Radiology
Radiopharmaceuticals
Risk assessment
business
Subjects
Details
- ISSN :
- 14321084 and 09387994
- Volume :
- 27
- Database :
- OpenAIRE
- Journal :
- European Radiology
- Accession number :
- edsair.doi.dedup.....b86d9c3d9e69db2044fc1d0e5833a65f