The Feasibility of Classifying Breast Masses Using a Computer-Assisted Diagnosis (CAD) System Based on Ultrasound Elastography and BI-RADS Lexicon

被引:9
作者
Fleury, Eduardo F. C. [1 ]
Gianini, Ana Claudia [2 ]
Marcomini, Karem [3 ]
Oliveira, Vilmar [1 ]
机构
[1] Sch Med Sci Santa Casa Sao Paulo, Rua Maestro Chiaffarelli 409, Sao Paulo, SP, Brazil
[2] Inst Brasileiro Controle Canc, Sao Paulo, Brazil
[3] Univ Sao Carlos, Sao Carlos, SP, Brazil
关键词
ultrasound; elastography; breast tumors; diagnosis and examinations; mass screening; DENSITY NOTIFICATION LEGISLATION; AIDED DIAGNOSIS; CANCER; FEATURES; LESIONS; CLASSIFICATION; MAMMOGRAPHY; EXPERIENCE; IMPACT;
D O I
10.1177/1533033818763461
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Objectives: To determine the applicability of a computer-aided diagnostic system strain elastography system for the classification of breast masses diagnosed by ultrasound and scored using the criteria proposed by the breast imaging and reporting data system ultrasound lexicon and to determine the diagnostic accuracy and interobserver variability. Methods: This prospective study was conducted between March 1, 2016, and May 30, 2016. A total of 83 breast masses subjected to percutaneous biopsy were included. Ultrasound elastography images before biopsy were interpreted by 3 radiologists with and without the aid of computer-aided diagnostic system for strain elastography. The parameters evaluated by each radiologist results were sensitivity, specificity, and diagnostic accuracy, with and without computer-aided diagnostic system for strain elastography. Interobserver variability was assessed using a weighted kappa test and an intraclass correlation coefficient. The areas under the receiver operating characteristic curves were also calculated. Results: The areas under the receiver operating characteristic curve were 0.835, 0.801, and 0.765 for readers 1, 2, and 3, respectively, without computer-aided diagnostic system for strain elastography, and 0.900, 0.926, and 0.868, respectively, with computer-aided diagnostic system for strain elastography. The intraclass correlation coefficient between the 3 readers was 0.6713 without computer-aided diagnostic system for strain elastography and 0.811 with computer-aided diagnostic system for strain elastography. Conclusion: The proposed computer-aided diagnostic system for strain elastography system has the potential to improve the diagnostic performance of radiologists in breast examination using ultrasound associated with elastography.
引用
收藏
页数:9
相关论文
共 24 条
[1]  
American College of Radiology (ACR), 2003, ACR Breast Imaging Reporting and Data System: Breast Imaging Atlas, V4th ed.
[2]   Impact of Breast Density Notification Legislation on Radiologists' Practices of Reporting Breast Density: A Multi-State Study [J].
Bahl, Manisha ;
Baker, Jay A. ;
Bhargavan-Chatfield, Mythreyi ;
Brandt, Eugenia K. ;
Ghate, Sujata V. .
RADIOLOGY, 2016, 280 (03) :701-706
[3]   Shear-Wave Elastography of the Breast: Value of a Quality Measure and Comparison with Strain Elastography [J].
Barr, Richard G. ;
Zhang, Zheng .
RADIOLOGY, 2015, 275 (01) :45-53
[4]   The importance of breast elastography added to the BI-RADS® (5th edition) lexicon classification [J].
Castro Fleury, Eduardo de Faria .
REVISTA DA ASSOCIACAO MEDICA BRASILEIRA, 2015, 61 (04) :313-316
[5]  
Fleury EDC, 2009, DIAGN INTERV RADIOL, V15, P96
[6]   Breast lesions on sonograms: Computer-aided diagnosis with nearly setting-independent features and artificial neural networks [J].
Chen, CM ;
Chou, YH ;
Han, KC ;
Hung, GS ;
Tiu, CM ;
Chiou, HJ ;
Chiou, SY .
RADIOLOGY, 2003, 226 (02) :504-514
[7]   Breast Cancer Detection in a Screening Population: Comparison of Digital Mammography, Computer-Aided Detection Applied to Digital Mammography and Breast Ultrasound [J].
Cho, Kyu Ran ;
Seo, Bo Kyoung ;
Woo, Ok Hee ;
Song, Sung Eun ;
Choi, Jungsoon ;
Whang, Shin Young ;
Park, Eun Kyung ;
Park, Ah Young ;
Shin, Hyeseon ;
Chung, Hwan Hoon .
JOURNAL OF BREAST CANCER, 2016, 19 (03) :316-323
[8]   Presence, characteristics and equity of access to breast cancer screening programmes in 27 European countries in 2010 and 2014. Results from an international survey [J].
Deandrea, S. ;
Molina-Barcelo, A. ;
Uluturk, A. ;
Moreno, J. ;
Neamtiu, L. ;
Peiro-Perez, R. ;
Saz-Parkinson, Z. ;
Lopez-Alcalde, J. ;
Lerda, D. ;
Salas, D. .
PREVENTIVE MEDICINE, 2016, 91 :250-263
[9]   COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH [J].
DELONG, ER ;
DELONG, DM ;
CLARKEPEARSON, DI .
BIOMETRICS, 1988, 44 (03) :837-845
[10]  
Duma Maria Magdalena, 2014, Clujul Med, V87, P250, DOI 10.15386/cjmed-362