Computer-aided detection of pulmonary embolism on CT angiography: initial experience
- PMID: 18043386
- DOI: 10.1097/RTI.0b013e31815b89ca
Computer-aided detection of pulmonary embolism on CT angiography: initial experience
Erratum in
- J Thorac Imaging. 2008 Feb;23(1):59. Godoy, Myrna B [corrected to Godoy, Myrna C]
Abstract
Objective: To evaluate the performance of a computer-aided detection (CAD) system for diagnosis of pulmonary embolism on computed tomography (CT) pulmonary angiography.
Materials and methods: One hundred and four pulmonary CT angiograms for pulmonary emboli (PE) were reviewed both by radiologists and a CAD detection system (ImageChecker CT V2.0, R2 Technology Inc, Sunnyvale, CA). CT scans, read and reported by radiologists in a routine daily clinical setting, were later processed by the CAD system. The performance of the CAD system was analyzed.
Results: Forty-five PE were identified by the radiologists in 15 patients. The CAD system revealed 123 findings, interpreted by the system as PE. Twenty-six of them, detected in 8 patients, represented true-positive results. Ninety-seven (78.9%) CAD findings were not true PE and were defined as false-positive. Nineteen true PE in 7 patients were missed by the CAD system constituting 42% false-negative rate. Sensitivity of the CAD system was 53.3% and the specificity was 77.5%. The positive predictive value of CAD system was 28.5% and the negative predictive value was 90.7%.
Conclusions: With the evaluated CAD system, it is relatively simple and fast to check all detected findings and decide if they represent true PE. However, high false-negative results demand technologic improvement, to increase the sensitivity of the system. It is anticipated to become a promising supplement to the work and eyes of the radiologist in detecting PE on pulmonary CT angiography.
Comment in
-
Computer-assisted detection for pulmonary embolism on MDCT: can CAD help Rad?J Thorac Imaging. 2007 Nov;22(4):317-8. doi: 10.1097/RTI.0b013e318159a5ba. J Thorac Imaging. 2007. PMID: 18043384 No abstract available.
Similar articles
-
The use of computer-aided detection for the assessment of pulmonary arterial filling defects at computed tomographic angiography.J Comput Assist Tomogr. 2008 Nov-Dec;32(6):913-8. doi: 10.1097/RCT.0b013e31815b3ed0. J Comput Assist Tomogr. 2008. PMID: 19204454
-
Pulmonary embolism: computer-aided detection at multidetector row spiral computed tomography.J Thorac Imaging. 2007 Nov;22(4):319-23. doi: 10.1097/RTI.0b013e31815842a9. J Thorac Imaging. 2007. PMID: 18043385
-
Acute pulmonary embolism: effect of a computer-assisted detection prototype on diagnosis--an observer study.Radiology. 2012 Jan;262(1):305-13. doi: 10.1148/radiol.11110372. Radiology. 2012. PMID: 22190659
-
CT angiography for diagnosis of pulmonary embolism: state of the art.Radiology. 2004 Feb;230(2):329-37. doi: 10.1148/radiol.2302021489. Radiology. 2004. PMID: 14752178 Review.
-
Computed tomography pulmonary angiogram diagnosis of pulmonary embolism.Australas Radiol. 2006 Jun;50(3):193-200. doi: 10.1111/j.1440-1673.2006.01561.x. Australas Radiol. 2006. PMID: 16732813 Review.
Cited by
-
A deep learning approach for automated diagnosis of pulmonary embolism on computed tomographic pulmonary angiography.BMC Med Imaging. 2022 Nov 11;22(1):195. doi: 10.1186/s12880-022-00916-0. BMC Med Imaging. 2022. PMID: 36368975 Free PMC article.
-
Enhanced classification performance using deep learning based segmentation for pulmonary embolism detection in CT angiography.Heliyon. 2024 Sep 19;10(19):e38118. doi: 10.1016/j.heliyon.2024.e38118. eCollection 2024 Oct 15. Heliyon. 2024. PMID: 39398015 Free PMC article.
-
Stand-alone performance of a computer-assisted detection prototype for detection of acute pulmonary embolism: a multi-institutional comparison.Br J Radiol. 2012 Jun;85(1014):758-64. doi: 10.1259/bjr/26769569. Epub 2011 Dec 13. Br J Radiol. 2012. PMID: 22167514 Free PMC article.
-
Evaluation of computer-aided detection and dual energy software in detection of peripheral pulmonary embolism on dual-energy pulmonary CT angiography.Eur Radiol. 2011 Jan;21(1):54-62. doi: 10.1007/s00330-010-1903-7. Epub 2010 Aug 1. Eur Radiol. 2011. PMID: 20680290
-
IoMT-Enabled Computer-Aided Diagnosis of Pulmonary Embolism from Computed Tomography Scans Using Deep Learning.Sensors (Basel). 2023 Jan 28;23(3):1471. doi: 10.3390/s23031471. Sensors (Basel). 2023. PMID: 36772510 Free PMC article.
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical
Miscellaneous