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Computer-aided diagnosis prior to conventional interpretation of prostate mpMRI: an international multi-reader study
- Source :
- Eur Radiol
- Publication Year :
- 2017
-
Abstract
- To evaluate if computer-aided diagnosis (CAD) prior to prostate multi-parametric MRI (mpMRI) can improve sensitivity and agreement between radiologists. Nine radiologists (three each high, intermediate, low experience) from eight institutions participated. A total of 163 patients with 3-T mpMRI from 4/2012 to 6/2015 were included: 110 cancer patients with prostatectomy after mpMRI, 53 patients with no lesions on mpMRI and negative TRUS-guided biopsy. Readers were blinded to all outcomes and detected lesions per PI-RADSv2 on mpMRI. After 5 weeks, readers re-evaluated patients using CAD to detect lesions. Prostatectomy specimens registered to MRI were ground truth with index lesions defined on pathology. Sensitivity, specificity and agreement were calculated per patient, lesion level and zone—peripheral (PZ) and transition (TZ). Index lesion sensitivity was 78.2% for mpMRI alone and 86.3% for CAD-assisted mpMRI (p = 0.013). Sensitivity was comparable for TZ lesions (78.7% vs 78.1%; p = 0.929); CAD improved PZ lesion sensitivity (84% vs 94%; p = 0.003). Improved sensitivity came from lesions scored PI-RADS < 3 as index lesion sensitivity was comparable at PI-RADS ≥ 3 (77.6% vs 78.1%; p = 0.859). Per patient specificity was 57.1% for CAD and 70.4% for mpMRI (p = 0.003). CAD improved agreement between all readers (56.9% vs 71.8%; p < 0.001). CAD-assisted mpMRI improved sensitivity and agreement, but decreased specificity, between radiologists of varying experience. • Computer-aided diagnosis (CAD) assists clinicians in detecting prostate cancer on MRI. • CAD assistance improves agreement between radiologists in detecting prostate cancer lesions. • However, this CAD system induces more false positives, particularly for less-experienced clinicians and in the transition zone. • CAD assists radiologists in detecting cancer missed on MRI, suggesting a path for improved diagnostic confidence.
- Subjects :
- Male
medicine.medical_specialty
Computer-assisted diagnosis
medicine.medical_treatment
Sensitivity and Specificity
Article
030218 nuclear medicine & medical imaging
Lesion
03 medical and health sciences
Prostate cancer
0302 clinical medicine
Image Interpretation, Computer-Assisted
Medicine
Humans
Radiology, Nuclear Medicine and imaging
Neuroradiology
Aged
Retrospective Studies
Prostatectomy
Index Lesion
medicine.diagnostic_test
business.industry
Prostatic Neoplasms
Magnetic resonance imaging
Interventional radiology
General Medicine
Middle Aged
medicine.disease
Magnetic Resonance Imaging
computer assisted
Image interpretation
Computer-aided diagnosis
030220 oncology & carcinogenesis
Radiology
medicine.symptom
business
MRI scans
Subjects
Details
- ISSN :
- 14321084
- Volume :
- 28
- Issue :
- 10
- Database :
- OpenAIRE
- Journal :
- European radiology
- Accession number :
- edsair.doi.dedup.....1c1bcbeb86e4bb2f951d9fdead9869db