Computerized analysis of mammographic parenchymal patterns for breast cancer risk assessment: Feature selection

Medical Physics

Volumn 27, Issue 1, 2000, Pages 4-12

  Huo, Zhimin ^a   Giger, Maryellen L ^a   Wolverton, Dulcy E ^a   Zhong, Weiming ^a   Cumming, Shelly ^a   Olopade, Olufunmilayo I ^a  

^a UNIVERSITY OF CHICAGO   (United States)

Author keywords

Breast cancer risk; Computerized classification; Gene mutation; Linear discriminant analysis; Linear regression analysis; Mammographic parenchyma

Indexed keywords

DISCRIMINANT ANALYSIS; DISEASES; GENES; LINEAR REGRESSION; MAMMOGRAPHY; REGRESSION ANALYSIS; RISK PERCEPTION;

BREAST CANCER RISK; BREAST CANCER RISK ASSESSMENTS; GENE MUTATIONS; LINEAR DISCRIMINANT ANALYSIS; MAMMOGRAPHIC; MAMMOGRAPHIC PARENCHYMAL PATTERNS; STEPWISE LINEAR DISCRIMINANT ANALYSIS; STEPWISE LINEAR REGRESSION;

RISK ASSESSMENT;

ARTICLE; BREAST CANCER; CANCER RISK; CANCER SCREENING; COMPUTER ANALYSIS; FEMALE; HUMAN; MAMMOGRAPHY; PRIORITY JOURNAL; RISK ASSESSMENT;

EID: 0033957478     PISSN: 00942405     EISSN: None     Source Type: Journal    
DOI: 10.1118/1.598851     Document Type: Article

References (44)

1. American Cancer Society, Cancer Facts and Figures - 1998, New York, 1998, p. 20.
2. C. L. Carter, C. Allen, and D. E. Henson, "Relation of tumor size, lymph node status, and survival in 24,740 breast cancer cases," Cancer (N.Y.) 63, 181-187 (1989).
3. M. G. Clay, G. Hishop, L. Kan, I. A. Olivotto, and L. J. W. Burhenne, "Screening mammography in British Columbia 1988-1993," Am. J. Surg. 167, 490-492 (1994).
4. S. Shapiro, "Periodic breast cancer screening in seven foreign countries," Cancer (N.Y.) 69, 1919-1924 (1992).
5. C. R. Smart, R. E. Hendrick, J. H. Rutledge, and R. A. Smith, "Benefit of mammography screening in women aged 40-49: current evidence from randomized controlled trials," Cancer (N.Y.) 75, 1619-1626 (1995).
6. J. M. Elwood, B. Cox, and A. K. Richardson, "The effectiveness of breast cancer screening by mammography in younger women, Online J. Curr. Clin. Trials, 1993; Doc:32.
7. G. Dodd, "American Cancer Society guidelines on screening for breast cancer: an overview," Cancer (N.Y.) 42, 177-180 (1992).
8. L. Tabar, G. Fagerberg, and R. H. Chen, "Efficacy of breast screening by age: new results from the Swedish two county trial," Cancer (N.Y.) 75, 1412-1419 (1995).
9. R. A. Smith, "Screening women aged 40-49: where are we today?," JNCI 87, 1198-1199 (1995).
10. M. H. Gail and J. Benichou, "Assessing the risk of breast cancer in individuals," in Cancer Prevention, edited by V. T. DeVita, S. Hellman, and S. A. Rosenberg (J.B. Lippincott, Philadelphia, 1992), pp. 1-15.
11. E. B. Claus, N. Risch, and W. D. Thompson, "Autosomal dominant inheritance of early-onset breast cancer: Implications for risk prediction," Cancer (N.Y.) 73, 643-651 (1993).
12. K. F. Hoskins, J. E. Stopfer, and K. A. Calzone, "Assessment and counseling for women with a family history of breast cancer," J. Am. Med. Assoc. 273, 577-586 (1995).
13. B. B. Biesecker, M. Boehnke, K. Calzone, D. S. Markel, J. E. Garber, F. S. Collins, and B. L. Weber, "Genetic counseling for families with inherited susceptibility to breast and ovarian cancer," J. Am. Med. Assoc. 269, 1970-1974 (1993).
14. J. M. Hall, M. K. Lee, and J. Morrow, "Linkage of early-onset familial breast cancer to chromosome 17q21," Science 250, 1684-1689 (1990).
15. D. Malkin, F. P. Li, and L. C. Strong, "Germ line p53 mutations in a familial syndrome of breast cancer, sarcomas, and other neoplasms," Science 250, 1233-1238 (1990).
16. M-C. King, "Breast cancer genes: how many, where, and who are they?," Nature Genet. 2, 250-290 (1992).
17. K. Offit, Clinical Cancer Genetics: Risk Counseling and Management (Wiley, New York, 1998).
18. B. Newman, M. A. Austin, M. Lee, and M-C. King, "Inheritance of human breast cancer: Evidence for autosomal dominant transmission in high risk families," Proc. Natl. Acad. Sci. USA 85, 3044-3048 (1988).
19. E. B. Claus, N. Risch, and W. D. Thompson, "Genetic analysis of breast cancer in the cancer and steroid hormone study," Am. J. Hum. Genet. 48, 232-242 (1991).
20. J. P. Struewing et al. "The risk of cancer associated with specific mutations of BRCA1 and BRCA2 among ashkenazi jews," N. Engl. J. Med. 336, 1401-1408 (1997).
21. D. F. Easton, D. Ford, and T. D. Bishop, "Breast and ovarian cancer incidence in BRCA1-mutation carriers," Am. J. Hum. Genet. 56, 256-271 (1995).
22. J. Wolfe, "Breast patterns as an index of risk for developing breast cancer," Am. J. Roentgenol. 126, 1130-1139 (1976).
23. J. W. Byng, N. F. Boyed, E. Fishell, R. A. Jong, and M. J. Yaffe, "The quantitative analysis of mammographic densities," Phys. Med. Biol. 39, 1629-1638 (1994).
24. N. F. Boyd, B. O'Sullivan, J. E. Campbell, E. Fishell, I. Simor, and G. Cooke, "Mammographic signs as risk factors for breast cancer," Br. J. Cancer 45, 185-193 (1982).
25. J. Brisson, A. S. Morrison, and N. Khalid, "Mammographic parenchymal features and breast cancer in the Breast Cancer Detection Demonstration Project," J. Natl. Cancer Inst. 80, 1534-1540 (1980).
26. E. Warner, G. Lockwood, M. Math, D. Tritchler, and N. F. Boyd, "The risk of breast cancer associated with mammographic parenchymal patterns: a meta-analysis of the published literature to examine the effect of method of classification," Cancer Detection Prevention 16, 67-72 (1992).
27. N. F. Boyd, B. O. O'Sullivan, E. Fishell, I. Simor, and G. Cooke, "Mammographic patterns and breast cancer risk: methodologic standards and contradictory results," J. Natl. Cancer Inst. 72, 1253-1259 (1984).
28. I. E. Magnin, F. Cluzeau, and C. L. Odet, "Mammographic texture analysis: an evaluation of risk for developing breast cancer," Opt. Eng. 25, 780-784 (1986).
29. C. B. Caldwell, S. J. Stapleton, D. W. Holdsworth, R. A. Jong, W. J. Weiser, C. Cooke, and M. J. Yaffe, "Characterization of mammographic parenchymal pattern by fractal dimension," Phys. Med. Biol. 35, 235-247 (1990).
30. P. Tahoces, J. Correa, M. Souto, L. Gomes, and J. Vidal, "Computer-assisted diagnosis: the classification of mammographic breast parenchymal patterns," Phys. Med. Biol. 40, 103-117 (1995).
31. P. Taylor, S. Hajnal, M-H. Dilhuydy, and B. Barreau, "Measuring image texture to separate "difficult" from "easy" mammograms," Br. J. Radiol. 67, 456-463 (1994).
32. J. W. Byng, M. J. Yaffe, G. A. Lockwood, L. E. Little, D. L. Tritchler, and N. F. Boyd, "Automated analysis of mammographic densities and breast carcinoma risk," Cancer (N.Y.) 88, 66-74 (1997).
33. J. W. Byng, N. F. Boyd, E. Fishell, R. Jong, and M. J. Yaffe, "Automated analysis of mammographic densities," Phys. Med. Biol. 1996, 909-923 (1996).
34. Z. Huo, M. L. Giger, O. Olopade, and E. D. Wolverton, "Computer-aided diagnosis: Breast cancer risk assessment from mammographic parenchymal patterns in digitized mammograms," in Proceedings of the 3rd International Workshop on Digital Mammography, edited by K. Doi, M. L. Giger, R. M. Nishikawa, and R. A. Schmidt, Chicago, 1996, pp. 191-194.
35. M. Amadasum and R. King, "Texture features corresponding to texture properties," IEEE Trans. Syst. Man Cybern. 19, 1264-1274 (1989).
36. S. Katsuragawa, K. Doi, H. MacMahon, L. Monnier-Cholley, T. Ishida, and T. Kabayashi, "Classification of normal and abnormal lungs with interstitial disease by rule-based method and artificial neural networks," J. Dig. Imaging 10, 108-114 (1997).
37. A. K. Jain, Fundamentals of Digital Image Processing (Prentice-Hall, Englewood Cliffs, NJ, 1986).
38. P. Caligiuri, M. L. Giger, M. J. Favus, H. Jia, K. Doi, and L. B. Dixon, "Computerized radiographic analysis of osteoporosis. Preliminary evaluation," Radiology 186, 471-474 (1993).
39. C. E. Metz, "ROC methodology in radiologie imaging," Invest. Radiol. 21, 720-733 (1986).
40. C. E. Metz, "Some practical issues of experimental design and data analysis in radiological ROC studies," Invest. Radiol. 24, 234-245 (1989).
41. P. L. Lachenbruch, Discriminant Analysis (Hafner Press, London, 1975).
42. W. L. Hays, Statistics (Harcourt Brace College, Philadelphia, 1994).
43. MINITAB Reference Manual, State College, PA, Minitab, Inc., 1995.
44. J. W. Byng, N. F. Boyed, L. Little, G. Lockwood, E. Fishell, R. A. Jong, and M. J. Yaffe, "Symmetry of projection in the quantitative analysis of mammographic images," Eur. J. Cancer Prev. 41, 909-923 (1996).