Computer-aided detection in breast MRI: a systematic review and meta-analysis

被引:59
作者
Dorrius, Monique D. [1 ]
Jansen-van der Weide, Marijke C. [1 ]
van Ooijen, Peter M. A. [1 ]
Pijnappel, Ruud M. [1 ]
Oudkerk, Matthijs [1 ]
机构
[1] Univ Groningen, Univ Med Ctr Groningen, Dept Radiol, Ctr Med Imaging, NL-9700 RB Groningen, Netherlands
关键词
Magnetic resonance imaging; Breast; Computer aided detection; CAD; Meta-analysis; DETECTION CAD; LESIONS; MAMMOGRAPHY; DIAGNOSIS; ACCURACY;
D O I
10.1007/s00330-011-2091-9
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
To evaluate the additional value of computer-aided detection (CAD) in breast MRI by assessing radiologists' accuracy in discriminating benign from malignant breast lesions. A literature search was performed with inclusion of relevant studies using a commercially available CAD system with automatic colour mapping. Two independent researchers assessed the quality of the studies. The accuracy of the radiologists' performance with and without CAD was presented as pooled sensitivity and specificity. Of 587 articles, 10 met the inclusion criteria, all of good methodological quality. Experienced radiologists reached comparable pooled sensitivity and specificity before and after using CAD (sensitivity: without CAD: 89%; 95% CI: 78-94%, with CAD: 89%; 95%CI: 81-94%) (specificity: without CAD: 86%; 95% CI: 79-91%, with CAD: 82%; 95% CI: 76-87%). For residents the pooled sensitivity increased from 72% (95% CI: 62-81%) without CAD to 89% (95% CI: 80-94%) with CAD, however, not significantly. Concerning specificity, the results were similar (without CAD: 79%; 95% CI: 69-86%, with CAD: 78%; 95% CI: 69-84%). CAD in breast MRI has little influence on the sensitivity and specificity of experienced radiologists and therefore their interpretation remains essential. However, residents or inexperienced radiologists seem to benefit from CAD concerning breast MRI evaluation.
引用
收藏
页码:1600 / 1608
页数:9
相关论文
共 33 条
[1]  
[Anonymous], TECHNOL EVAL CENT AS
[2]   Can breast MRI computer-aided detection (CAD) improve radiologist accuracy for lesions detected at MRI screening and recommended for biopsy in a high-risk population? [J].
Arazi-Kleinman, T. ;
Causer, P. A. ;
Jong, R. A. ;
Hill, K. ;
Warner, E. .
CLINICAL RADIOLOGY, 2009, 64 (12) :1166-1174
[3]   Clinical MR-Mammography: Are Computer-Assisted Methods Superior to Visual or Manual Measurements for Curve Type Analysis? A Systematic Approach [J].
Baltzer, Pascal Andreas Thomas ;
Freiberg, Christian ;
Beger, Sebastian ;
Vag, Tibor ;
Dietzel, Matthias ;
Herzog, Aimee B. ;
Gajda, Mieczyslaw ;
Camara, Oumar ;
Kaiser, Werner A. .
ACADEMIC RADIOLOGY, 2009, 16 (09) :1070-1076
[4]   Application of Computer-aided Diagnosis (CAD) in MR-Mammography (MRM): Do We Really Need Whole Lesion Time Curve Distribution Analysis? [J].
Baltzer, Pascal Andreas Thomas ;
Renz, Diane M. ;
Kullnig, Petra E. ;
Gajda, Mieczyslaw ;
Camara, Oumar ;
Kaiser, Werner A. .
ACADEMIC RADIOLOGY, 2009, 16 (04) :435-442
[5]   Magnetic resonance imaging of the breast prior to biopsy [J].
Bluemke, DA ;
Gatsonis, CA ;
Chen, MH ;
DeAngelis, GA ;
DeBruhl, N ;
Harms, S ;
Heywang-Köbrunner, SH ;
Hylton, N ;
Kuhl, CK ;
Lehman, C ;
Pisano, ED ;
Causer, P ;
Schnitt, SJ ;
Smazal, SF ;
Stelling, CB ;
Weatherall, PT ;
Schnall, MD .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2004, 292 (22) :2735-2742
[6]  
Castellino Ronald A, 2005, Cancer Imaging, V5, P17, DOI 10.1102/1470-7330.2005.0018
[7]   Breast MRI for cancer detection and characterization: A review of evidence-based clinical applications [J].
DeMartini, Wendy ;
Lehman, Constance ;
Partridge, Savannah .
ACADEMIC RADIOLOGY, 2008, 15 (04) :408-416
[8]  
DeMartini Wendy, 2008, Top Magn Reson Imaging, V19, P143, DOI 10.1097/RMR.0b013e31818a40a5
[9]   Quantitative parametric analysis of contrast-enhanced lesions in dynamic MR mammography [J].
Hauth, E. A. M. ;
Jaeger, H. ;
Maderwald, S. ;
Muehler, A. ;
Kimmig, R. ;
Forsting, M. .
RADIOLOGE, 2008, 48 (06) :593-600
[10]   Measuring inconsistency in meta-analyses [J].
Higgins, JPT ;
Thompson, SG ;
Deeks, JJ ;
Altman, DG .
BMJ-BRITISH MEDICAL JOURNAL, 2003, 327 (7414) :557-560