Computer-aided detection of breast masses: Four-view strategy for screening mammography

Medical Physics

Volumn 38, Issue 4, 2011, Pages 1867-1876

  Wei, Jun ^a   Chan, Heang Ping ^a   Zhou, Chuan ^a   Wu, Yi Ta ^a   Sahiner, Berkman ^a,b   Hadjiiski, Lubomir M ^a   Roubidoux, Marilyn A ^a   Helvie, Mark A ^a  

^a UNIVERSITY OF MICHIGAN MEDICAL SCHOOL   (United States)

^b CENTER FOR DEVICES AND RADIOLOGICAL HEALTH   (United States)

Author keywords

breast mass; computer aided detection; false positive reduction; four view mammograms

Indexed keywords

COMPUTERIZED TOMOGRAPHY; DECISION TREES; INFORMATION FUSION; MAMMOGRAPHY; MEDICAL IMAGING; TESTING; X RAY SCREENS;

BREAST MASS; COMPUTER AIDED DETECTION; COMPUTER AIDED DETECTION SYSTEMS; FALSE-POSITIVE REDUCTION; FOUR-VIEW MAMMOGRAMS; FREE-RESPONSE RECEIVERS; MEDIO-LATERAL OBLIQUE VIEWS; STATISTICAL SIGNIFICANCE;

COMPUTER AIDED DIAGNOSIS;

EID: 79953673069     PISSN: 00942405     EISSN: None     Source Type: Journal    
DOI: 10.1118/1.3560462     Document Type: Article

References (44)

1. American Cancer Society, 2009, Cancer Facts & Figures 2009, www.cancer.org.
2. S. H. Taplin, C. M. Rutter, J. G. Elmore, D. Seger, D. White, and R. J. Brenner, "Accuracy of screening mammography using single versus independent double interpretation," AJR, Am. J. Roentgenol. 174, 1257-1262 (2000).
3. M. A. Helvie, "Improving mammographic interpretation: Double reading and computer-aided diagnosis," Radiol. Clin. North Am. 45, 801-811 (2007).
4. F. J. Gilbert, S. M. Astley, M. G. C. Gillan, O. F. Agbaje, M. G. Wallis, J. James, C. R. M. Boggis, and S. W. Duffy, "Single reading with computer-aided detection for screening mammography," N. Engl. J. Med. 359, 1675-1684 (2008).
5. M. Gromet, "Comparison of computer-aided detection to double reading of screening mammograms: Review of 231,221 mammograms," AJR, Am. J. Roentgenol. 190, 854-859 (2008).
6. E. A. Sickles et al., "Baseline screening mammography: One vs two views per breast," AJR, Am. J. Roentgenol. 147, 1149-1153 (1986).
7. B. B. Muir, A. E. Kirkpatrick, M. M. Roberts, and S. W. Duffy, "Oblique-view mammography: Adequacy for screening," Radiology 151, 39-41 (1984).
8. N. J. Wald, P. Murphy, P. Major, C. Parkes, J. Townsend, and C. Frost, "UKCCCR multicentre randomised controlled trial of one and two view mammography in breast cancer screening," BMJ 311, 1189-1193 (1995).
9. J. Law and K. Faulkner, "Two-view screening and extending the age range: The balance of benefit and risk," Br. J. Radiol. 75, 889-894 (2002).
10. Y. Kita, R. P. Highnam, and J. M. Brady, "Correspondence between different view breast x rays using curved epipolar lines," Comput. Vis. Image Underst. 83, 38-56 (2001).
11. S. Paquerault, N. Petrick, H. P. Chan, B. Sahiner, and M. A. Helvie, "Improvement of computerized mass detection on mammograms: Fusion of two-view information," Med. Phys. 29, 238-247 (2002).
12. J. Wei, H.-P. Chan, B. Sahiner, C. Zhou, L. M. Hadjiiski, M. A. Roubidoux, and M. A. Helvie, "Computer-aided detection of breast masses on mammograms: Dual system approach with two-view analysis," Med. Phys. 36, 4451-4460 (2009).
13. B. Zheng, J. K. Leader, G. S. Abrams, A. H. Lu, L. P. Wallace, G. S. Maitz, and D. Gur, "Multiview-based computer-aided detection scheme for breast masses," Med. Phys. 33, 3135-3143 (2006).
14. B. Sahiner, H.-P. Chan, L. M. Hadjiiski, M. A. Helvie, C. Paramagul, J. Ge, J. Wei, and C. Zhou, "Joint two-view information for computerized detection of microcalcifications on mammograms," Med. Phys. 33, 2574-2585 (2006).
15. S. van Engeland and N. Karssemeijer, "Combining two mammographic projections in a computer aided mass detection method," Med. Phys. 34, 898-905 (2007).
16. W. Qian, D. S. Song, M. S. Lei, R. Sankar, and E. Eikman, "Computeraided mass detection based on ipsilateral multiview mammograms," Acad. Radiol. 14, 530-538 (2007).
17. M. Velikova, M. Samulski, P. J. F. Lucas, and N. Karssemeijer, "Improved mammographic CAD performance using multi-view information: A Bayesian network framework," Phys. Med. Biol. 54, 1131-1147 (2009).
18. D. Kopans, C. Swann, G. White, K. McCarthy, D. Hall, S. Belmonte, and W. Gallagher, "Asymmetric breast tissue," Radiology 171, 639-643 (1989).
19. E. A. Sickles, "Periodic mammographic follow-up of probably benign lesions: Results in 3184 consecutive cases," Radiology 179, 463-468 (1991).
20. J. W. T. Leung and E. A. Sickles, "Developing asymmetry identified on mammography: Correlation with imaging outcome and pathologic findings," AJR, Am. J. Roentgenol. 188, 667-675 (2007).
21. F. F. Yin, M. L. Giger, K. Doi, C. E. Metz, C. J. Vyborny, and R. A. Schmidt, "Computerized detection of masses in digital mammograms: Analysis of bilateral subtraction images," Med. Phys. 18, 955-963 (1991).
22. A. J. Méndez, M. J. Lado, M. Souto, J. J. Vidal, and P. G. Tahoces, "Computer-aided diagnosis: Automatic detection of malignant masses in digitized mammograms," Med. Phys. 25, 957-964 (1998).
23. Y.-T. Wu, J. Wei, L. M. Hadjiiski, B. Sahiner, C. Zhou, J. Ge, J. Shi, Y. Zhang, and H. P. Chan, "Bilateral analysis based false positive reduction for computer-aided mass detection," Med. Phys. 34, 3334-3344 (2007).
24. J. Wei, H.-P. Chan, B. Sahiner, L. M. Hadjiiski, M. A. Helvie, M. A. Roubidoux, C. Zhou, and J. Ge, "Dual system approach to computeraided detection of breast masses on mammograms," Med. Phys. 33, 4157-4168 (2006).
25. L. M. Hadjiiski, B. Sahiner, H. P. Chan, N. Petrick, M. A. Helvie, and M. N. Gurcan, "Analysis of temporal change of mammographic features: Computer-aided classification of malignant and benign breast masses," Med. Phys. 28, 2309-2317 (2001).
26. H. P. Chan, B. Sahiner, R. F. Wagner, and N. Petrick, "Classifier design for computer-aided diagnosis: Effects of finite sample size on the mean performance of classical and neural network classifiers," Med. Phys. 26, 2654-2668 (1999).
27. J. R. Quinlan, C4.5: Programs for Machine Learning (Morgan Kaufmann, San Mateo, CA, 1993).
28. R. J. Quinlan, "Bagging, boosting, and C4.5," Menlo Park, CA.
29. Y. Freund and R. E. Schapire, "Game theory, on-line prediction and boosting," Proceedings of the Ninth Annual Conference on Computational Learning Theory, pp. 325-332, 1996 (unpublished).
30. R. E. Schapire and Y. Singer, "Improved boosting algorithms using confidence-rated predictions," Mach. Learn. 37, 297-336 (1999).
31. C. Cortes and V. Vapnik, "Support-vector networks," Mach. Learn. 20, 273-297 (1995).
32. T. Joachims, "Learning to classify text using support vector machines," May 2002.
33. K. Fukunaga, Introduction to Statistical Pattern Recognition, 2nd ed. (Academic, New York, 1990).
34. D. P. Chakraborty and L. H. L. Winter, "Free-response methodology: Alternate analysis and a new observer-performance experiment," Radiology 174, 873-881 (1990).
35. D. P. Chakraborty and K. S. Berbaum, "Observer studies involving detection and localization: Modeling, analysis, and validation," Med. Phys. 31, 2313-2330 (2004).
36. C. A. Swann, D. B. Kopans, F. C. Koerner, K. A. McCarthy, G. White, and D. A. Hall, "The halo sign and malignant breast lesions," AJR, Am. J. Roentgenol. 149, 1145-1147 (1987).
37. D. B. Kopans, Breast Imaging, 2nd ed. (Lippincott-Raven, Philadelphia, PA, 1997).
38. E. J. A. Bowles, E. A. Sickles, D. L. Miglioretti, P. A. Carney, and J. G. Elmore, "Recommendation for short-interval follow-up examinations after a probably benign assessment: Is clinical practice consistent with BIRADS guidance?," AJR, Am. J. Roentgenol. 194, 1152-1159 (2010).
39. C. Zhou, H.-P. Chan, C. Paramagul, M. A. Roubidoux, B. Sahiner, L. M. Hadjiiski, and N. Petrick, "Computerized nipple identification for multiple image analysis in computer-aided diagnosis," Med. Phys. 31, 2871-2882 (2004).
40. J. P. Shaffer, "Multiple hypothesis testing," Annu. Rev. Psychol. 46, 561-584 (1995).
41. T. V. Perneger, "What's wrong with Bonferroni adjustments," BMJ 316, 1236-1238 (1998).
42. J. Wei, B. Sahiner, L. M. Hadjiiski, H. P. Chan, N. Petrick, M. A. Helvie, M. A. Roubidoux, J. Ge, and C. Zhou, "Computer aided detection of breast masses on full field digital mammograms," Med. Phys. 32, 2827-2838 (2005).
43. J. Ge, B. Sahiner, L. M. Hadjiiski, H.-P. Chan, J. Wei, M. A. Helvie, and C. Zhou, "Computer aided detection of clusters of microcalcifications on full field digital mammograms," Med. Phys. 33, 2975-2988 (2006).
44. J. Shi, B. Sahiner, H. P. Chan, L. M. Hadjiiski, J. Ge, and J. Wei, "Breast mass classification on full-field digital mammography and screen-film mammography," International Workshop on Digital Mammography, Lecture Notes in Computer Science, Vol. 5116, pp. 371-377 (2008).