Improved cancer detection in automated breast ultrasound by radiologists using Computer Aided Detection

被引:46
作者
van Zelst, J. C. M. [1 ]
Tan, T. [1 ]
Platel, B. [1 ]
de Jong, M. [2 ]
Steenbakkers, A. [1 ]
Mourits, M. [2 ]
Grivegnee, A. [3 ]
Borelli, C. [4 ]
Karssemeijer, N. [1 ]
Mann, R. M. [1 ]
机构
[1] Radboud Univ Nijmegen, Med Ctr, Dept Radiol & Nucl Med, Internal Postal Code 766,POB 9101, NL-6500 HB Nijmegen, Netherlands
[2] Jeroen Bosch Med Ctr, Dept Radiol, Shertogenbosch, Netherlands
[3] Jules Bordet Inst, Dept Radiol, Brussels, Belgium
[4] Univ Cattolica Sacro Cuore, Dept Radiol Sci, Rome, Italy
关键词
Breast cancer; Detection; Screening; Computer Aided Detection; Ultrasound; Automated breast ultrasound; SCREENING MAMMOGRAPHY; DENSE BREASTS; WOMEN; SONOGRAPHY; MORTALITY; RISK; POPULATION; DIAGNOSIS; FEATURES; SUPPORT;
D O I
10.1016/j.ejrad.2017.01.021
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Objective: To investigate the effect of dedicated Computer Aided Detection (CAD) software for automated breast ultrasound (ABUS) on the performance of radiologists screening for breast cancer. Methods: 90 ABUS views of 90 patients were randomly selected from a multi-institutional archive of cases collected between 2010 and 2013. This dataset included normal cases (n = 40) with >1 year of follow up, benign (n = 30) lesions that were either biopsied or remained stable, and malignant lesions (n = 20). Six readers evaluated all cases with and without CAD in two sessions. CAD-software included conventional CAD-marks and an intelligent minimum intensity projection of the breast tissue. Readers reported using a likelihood-of-malignancy scale from 0 to 100. Alternative free-response ROC analysis was used to measure the performance. Results: Without CAD, the average area-under-the-curve (AUC) of the readers was 0.77 and significantly improved with CAD to 0.84 (p = 0.001). Sensitivity of all readers improved (range 5.2-10.6%) by using CAD but specificity decreased in four out of six readers (range 1.4-5.7%). No significant difference was observed in the AUC between experienced radiologists and residents both with and without CAD. Conclusions: Dedicated CAD-software for ABUS has the potential to improve the cancer detection rates of radiologists screening for breast cancer. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:54 / 59
页数:6
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