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A pilot study on lung cancer detection based on regional metabolic activity distribution in digital low-dose 18F-FDG PET
- Source :
- British Journal of Radiology, 94(1119):20200244. British Institute of Radiology, Br J Radiol
- Publication Year :
- 2021
- Publisher :
- British Institute of Radiology, 2021.
-
Abstract
- Objectives To investigate the potential of automatic lung cancer detection on submillisievert dose 18F-fludeoxyglucose (18F-FDG) scans using different positron emission tomography (PET) parameters, as a primary step towards a potential new indication for 18F-FDG PET in lung cancer screening. Methods We performed a retrospective cohort analysis with 83 patients referred for 18F-FDG PET/CT, including of 34 patients with histology-proven lung cancer and 49 patients without lung disease. Aside clinical standard PET images (PET100%) two additional low-dose PET reconstructions were generated, using only 15 s and 5 s of the 150 s list mode raw data of the full-dose PET, corresponding to 10% and 3.3% of the original 18F-FDG activity. The lungs were subdivided into three segments on each side, and each segment was classified as normal or containing cancer. The following standardized uptake values (SUVs) were extracted from PET per lung segment: SUVmean, SUVhot5, SUVmedian, SUVstd and SUVtotal. A multivariate linear regression model was used and cross-validated. The accuracy for lung cancer detection was tested with receiver operating characteristics analysis and T-statistics was used to calculate the weight of each parameter. Results The T-statistics showed that SUVstd was the most important discriminative factor for lung cancer detection. The multivariate model achieved an area under the curve of 0.97 for full-dose PET, 0.85 for PET10% with PET3.3% reconstructions resulting in a still high sensitivity the PET10% reconstruction of 80%. Conclusion This pilot study indicates that segment-based, quantitative PET parameters of low-dose PET reconstructions could be used to automatically detect lung cancer with high sensitivity. Advances in knowledge Automated assessment of PET parameters in low-dose PET may aid for an early detection of lung cancer.
- Subjects :
- Male
Lung Neoplasms
Short Communication
Pilot Projects
030218 nuclear medicine & medical imaging
18f fdg pet
Cohort Studies
03 medical and health sciences
0302 clinical medicine
Text mining
POSITRON-EMISSION-TOMOGRAPHY
Fluorodeoxyglucose F18
medicine
Humans
Distribution (pharmacology)
Radiology, Nuclear Medicine and imaging
F-18-FDG PET
Lung cancer
Lung
Aged
Retrospective Studies
medicine.diagnostic_test
business.industry
Low dose
General Medicine
PULMONARY NODULE
medicine.disease
FDG-PET/CT
Positron emission tomography
Positron-Emission Tomography
030220 oncology & carcinogenesis
Female
Radiopharmaceuticals
Nuclear medicine
business
Metabolic activity
Subjects
Details
- Language :
- English
- ISSN :
- 1748880X and 00071285
- Volume :
- 94
- Issue :
- 1119
- Database :
- OpenAIRE
- Journal :
- British Journal of Radiology
- Accession number :
- edsair.doi.dedup.....3bdcc0633d243f7d1902d75fbbdce6d3