Literature DB >> 26158109

Radiological technologists' performance for the detection of malignant microcalcifications in digital mammograms without and with a computer-aided detection system.

Rie Tanaka1, Miho Takamori2, Yoshikazu Uchiyama3, Junji Shiraishi3.   

Abstract

The aim of this study was to investigate the diagnostic performance of radiological technologists (RTs) in the detection of malignant microcalcifications and to evaluate how much computer-aided detection (CADe) improved their performances compared with those by expert breast radiologists (BRs). Six board-certified breast RTs and four board-certified BRs participated in a free-response receiver operating characteristic observer study. The dataset consisted of 75 cases (25 malignant, 25 benign, and 25 normal cases) of digital mammograms, selected from the digital database for screening mammography provided by the University of South Florida. Average figure of merit (FOM) of the RTs' performances was statistically analyzed using jack-knife free-response receiver operating characteristic and compared with that of expert BRs. The detection performance of RTs was significantly improved by using CADe; average sensitivity was increased from 46.7% to 56.7%, with a decrease in the average number of false positives per case from 0.19 to 0.13. Detection accuracy of an average FOM was improved from 0.680 to 0.816 ([Formula: see text]) and the difference in FOMs between RTs and radiologists failed to reach statistical significance. RTs' performances for the identification of malignant microcalcifications on digital mammography were sufficiently high and comparable to those of radiologists by using CADe.

Keywords:  computer-aided detection; jack-knife free-response receiver operating characteristic analysis; malignant microcalcifications; mammogram; radiological technologist

Year:  2015        PMID: 26158109      PMCID: PMC4478841          DOI: 10.1117/1.JMI.2.2.024505

Source DB:  PubMed          Journal:  J Med Imaging (Bellingham)        ISSN: 2329-4302


  23 in total

1.  Observer studies involving detection and localization: modeling, analysis, and validation.

Authors:  Dev P Chakraborty; Kevin S Berbaum
Journal:  Med Phys       Date:  2004-08       Impact factor: 4.071

2.  Basic concepts and development of an all-purpose computer interface for ROC/FROC observer study.

Authors:  Junji Shiraishi; Daisuke Fukuoka; Takeshi Hara; Hiroyuki Abe
Journal:  Radiol Phys Technol       Date:  2012-07-05

Review 3.  Understanding equivalence and noninferiority testing.

Authors:  Esteban Walker; Amy S Nowacki
Journal:  J Gen Intern Med       Date:  2010-09-21       Impact factor: 5.128

4.  How widely is computer-aided detection used in screening and diagnostic mammography?

Authors:  Vijay M Rao; David C Levin; Laurence Parker; Barbara Cavanaugh; Andrea J Frangos; Jonathan H Sunshine
Journal:  J Am Coll Radiol       Date:  2010-10       Impact factor: 5.532

Review 5.  Global patterns of cancer incidence and mortality rates and trends.

Authors:  Ahmedin Jemal; Melissa M Center; Carol DeSantis; Elizabeth M Ward
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2010-07-20       Impact factor: 4.254

6.  GPCALMA: implementation in Italian hospitals of a computer aided detection system for breast lesions by mammography examination.

Authors:  Adele Lauria
Journal:  Phys Med       Date:  2008-07-07       Impact factor: 2.685

7.  Sensitivity of a direct computer-aided detection system in full-field digital mammography for detection of microcalcifications not associated with mass or architectural distortion.

Authors:  Anabel M Scaranelo; Pavel Crystal; Karina Bukhanov; Thomas H Helbich
Journal:  Can Assoc Radiol J       Date:  2010-02-04       Impact factor: 2.248

8.  Effect of screening mammography on cumulative survival of Japanese women aged 40-69 years with breast cancer.

Authors:  Masaaki Kawai; Akihiko Suzuki; Yoshikazu Nishino; Koji Ohnuki; Takanori Ishida; Masakazu Amari; Daisuke Shibuya; Noriaki Ohuchi
Journal:  Breast Cancer       Date:  2012-12-14       Impact factor: 4.239

9.  Disparities in breast cancer mortality trends between 30 European countries: retrospective trend analysis of WHO mortality database.

Authors:  Philippe Autier; Mathieu Boniol; Carlo La Vecchia; Carlo LaVecchia; Lars Vatten; Anna Gavin; Clarisse Héry; Mary Heanue
Journal:  BMJ       Date:  2010-08-11

10.  Improved detection rate of early breast cancer in mass screening combined with mammography.

Authors:  N Ohuchi; K Yoshida; M Kimura; A Ouchi; S Kamioki; K Shiiba; N Matoba; S Kojima; K Takahashi; S Matsuno
Journal:  Jpn J Cancer Res       Date:  1993-07
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