Computer-Aided Diagnosis With Temporal Analysis to Improve Radiologists' Interpretation of Mammographic Mass Lesions

被引:20
作者
Timp, Sheila [1 ]
Varela, Celia [1 ]
Karssemeijer, Nico [1 ]
机构
[1] Radboud Univ Nijmegen, Med Ctr, Dept Radiol, NL-6500 HB Nijmegen, Netherlands
来源
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE | 2010年 / 14卷 / 03期
关键词
Breast cancer; computer-aided diagnosis (CAD); double reading; mass characterization; BENIGN BREAST MASSES; SCREENING MAMMOGRAPHY; ROC; CLASSIFICATION; CANCER;
D O I
10.1109/TITB.2010.2043296
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The purpose of this study was to evaluate the effect of independent reading with computer-aided diagnosis (CAD) and independent double reading on radiologists' performance to characterize mass lesions on serial mammograms. Six radiologists rated 198 cases, 99 benign and 99 malignant. For each case, the mammograms from two consecutive screening rounds were available. The mass was visible on the prior view in 40% of the cases. Independently, a CAD programe also rated each mass lesion making use of information from prior and current views. The following reading situations were compared: single reading, independent reading with CAD, and independent double reading. Independent reading with CAD was implemented by averaging the scaled ratings from each radiologist and the scaled CAD scores. We implemented independent double reading by averaging the scaled scores from two radiologists. Results were evaluated using receiver-operating characteristic (ROC) methodology and multiple reader multiple case analysis. The average performance, measured as the area under the ROC curve (A(z) value), was 0.80 for the single-reading mode. For independent double reading, the average performance improved to 0.81. This improvement was not significant. For independent interpretation with CAD, the average performance significantly increased to 0.83 (P < 0.05). We conclude that CAD technology with temporal analysis has the potential to help radiologists with the task of discriminating between benign and malignant masses.
引用
收藏
页码:803 / 808
页数:6
相关论文
共 20 条
[1]   Independent versus sequential reading in ROC studies of computer-assist modalities: Analysis of components of variance [J].
Beiden, SV ;
Wagner, RF ;
Doi, K ;
Nishikawa, RM ;
Freedman, M ;
Ben Lo, SC ;
Xu, XW .
ACADEMIC RADIOLOGY, 2002, 9 (09) :1036-1043
[2]   ANALYSIS OF CANCERS MISSED AT SCREENING MAMMOGRAPHY [J].
BIRD, RE ;
WALLACE, TW ;
YANKASKAS, BC .
RADIOLOGY, 1992, 184 (03) :613-617
[3]   Improvement of radiologists' characterization of mammographic masses by using computer-aided diagnosis: An ROC study [J].
Chan, HP ;
Sahiner, B ;
Helvie, MA ;
Petrick, N ;
Roubidoux, MA ;
Wilson, TE ;
Adler, DD ;
Paramagul, C ;
Newman, JS ;
Sanjay-Gopal, S .
RADIOLOGY, 1999, 212 (03) :817-827
[4]   RECEIVER OPERATING CHARACTERISTIC RATING ANALYSIS - GENERALIZATION TO THE POPULATION OF READERS AND PATIENTS WITH THE JACKKNIFE METHOD [J].
DORFMAN, DD ;
BERBAUM, KS ;
METZ, CE .
INVESTIGATIVE RADIOLOGY, 1992, 27 (09) :723-731
[5]   Improvement in radiologists' characterization of malignant and benign breast masses on serial mammograms with computer-aided diagnosis: An ROC study [J].
Hadjiiski, L ;
Chan, HP ;
Sahiner, B ;
Helvie, MA ;
Roubidoux, MA ;
Blane, C ;
Paramagul, C ;
Petrick, N ;
Bailey, J ;
Klein, K ;
Foster, M ;
Patterson, S ;
Adler, D ;
Nees, A ;
Shen, J .
RADIOLOGY, 2004, 233 (01) :255-265
[6]   Analysis of temporal changes of mammographic features: Computer-aided classification of malignant and benign breast masses [J].
Hadjiiski, L ;
Sahiner, B ;
Chan, HP ;
Petrick, N ;
Helvie, MA ;
Gurcan, M .
MEDICAL PHYSICS, 2001, 28 (11) :2309-2317
[7]   PREVIOUS MAMMOGRAMS IN PATIENTS WITH IMPALPABLE BREAST-CARCINOMA - RETROSPECTIVE VS BLINDED INTERPRETATION [J].
HARVEY, JA ;
FAJARDO, LL ;
INNIS, CA .
AMERICAN JOURNAL OF ROENTGENOLOGY, 1993, 161 (06) :1167-1172
[8]   Breast cancer: Effectiveness of computer-aided diagnosis - Observer study with independent database of mammograms [J].
Huo, ZM ;
Giger, ML ;
Vyborny, CJ ;
Metz, CE .
RADIOLOGY, 2002, 224 (02) :560-568
[9]   Computer-aided detection versus independent double reading of masses on mammograms [J].
Karssemeijer, N ;
Otten, JDM ;
Verbeek, ALM ;
Groenewoud, JH ;
de Koning, HJ ;
Hendriks, JHCL ;
Holland, R .
RADIOLOGY, 2003, 227 (01) :192-200
[10]   Detection or decision errors? Missed lung cancer from the posteroanterior chest radiograph [J].
Manning, DJ ;
Ethell, SC ;
Donovan, T .
BRITISH JOURNAL OF RADIOLOGY, 2004, 77 (915) :231-235