Comparative analysis of image-based phenotypes of mammographic density and parenchymal patterns in distinguishing between BRCA1/2 cases, unilateral cancer cases, and controls

Journal of Medical Imaging

Volumn 1, Issue 3, 2014, Pages

  Li, Hui ^a   Giger, Maryellen L ^a   Lan, Li ^a   Janardanan, Jyothi ^a   Sennett, Charlene A ^a  

^a UNIVERSITY OF CHICAGO   (United States)

Author keywords

breast cancer risk assessment; breast percent density; coarseness; contrast; full field digital mammograms; image based phenotypes; mammographic parenchymal patterns; quantitative imaging analysis; radiographic texture analysis

Indexed keywords

BRCA1 PROTEIN; BRCA2 PROTEIN;

ADULT; AGED; ARTICLE; ARTIFICIAL NEURAL NETWORK; BREAST CANCER; BREAST CARCINOMA; BREAST DENSITY; CANCER PATIENT; CANCER RISK; CARCINOMA IN SITU; COMPARATIVE STUDY; CONTROLLED STUDY; DIGITAL MAMMOGRAPHY; FEMALE; GENE MUTATION; HETEROZYGOTE; HIGH RISK PATIENT; HUMAN; LOW RISK PATIENT; MAJOR CLINICAL STUDY; MAMMOGRAPHY SYSTEM; MIDDLE AGED; PHENOTYPE; RECEIVER OPERATING CHARACTERISTIC; UNILATERAL BREAST CANCER; VERY ELDERLY; YOUNG ADULT;

EID: 85008696097     PISSN: 23294302     EISSN: 23294310     Source Type: Journal    
DOI: 10.1117/1.JMI.1.3.031009     Document Type: Article

References (36)

1. R. Siegel et al., "Cancer statistics, 2014," CA Cancer J. Clin. 64(1), 9-29 (2014).
2. N. F. Boyd et al., "Mammographic densities and breast cancer risk," Breast Dis. 10, 113-126 (1998).
3. C. M. Vachon et al., "Mammographic density, breast cancer risk and risk prediction," Breast Cancer Res. 9(6), 217 (2007).
4. J. N. Wolfe, "Breast patterns as an index of risk for developing breast cancer," Am. J. Roentgenol. 126(6), 1130-1139 (1976).
5. N. F. Boyd et al., "Mammographic densities as a marker of human breast cancer risk and their use in chemoprevention," Curr. Oncol. Rep. 3(4), 314-321 (2001).
6. J. Brisson, C. Diorio, and B. Mâsse, "Wolfe's parenchymal pattern and percentage of the breast with mammographic densities: redundant or complementary classifications?," Cancer Epidemiol. Biomarkers Prev. 12, 728-732 (2003).
7. N. F. Boyd et al., "Mammographic densities and breast cancer risk," Cancer Epidemiol. Biomarkers Prev. 7(12), 1133-1144 (1998).
8. C. Atkinson et al., "Mammographic patterns as a predictive biomarker of breast cancer risk: effect of tamoxifen," Cancer Epidemiol. Biomarkers Prev. 8(10), 863-866 (1999).
9. A. F. Saftlas et al., "Mammographic densities and risk of breast cancer," Cancer 67(11), 2833-2838 (1991).
10. C. Byrne et al., "Mammographic features and breast cancer risk: effects with time, age, and menopause status," J. Natl. Cancer Inst. 87(21), 1622-1629 (1995).
11. N. F. Boyd, J. Byng, and R. Jong, "Quantitative classification of mammographic densities and breast cancer risk: results from the Canadian National Breast Screening Study," J. Natl. Cancer Inst. 87(9), 670-675 (1995).
12. N. F. Boyd et al., "Mammographic density and the risk and detection of breast cancer," N. Engl. J. Med. 356(3), 227-236 (2007).
13. J. W. Byng et al., "Automated analysis of mammographic densities and breast carcinoma risk," Cancer 80(1), 66-74 (1997).
14. A. Manduca et al., "Texture features from mammographic images and risk of breast cancer," Cancer Epidemiol. Biomarkers Prev. 18(3), 837-845 (2009).
15. J.Wei et al., "Association of computerized mammographic parenchymal pattern measure with breast cancer risk: a pilot case-control study," Radiology 260(1), 42-49 (2011).
16. Z. Huo et al., "Computerized analysis of mammographic parenchymal patterns for breast cancer risk assessment: feature selection," Med. Phys. 27(1), 4-12 (2000).
17. Z. Huo et al., "Computerized analysis of digitized mammograms of BRCA1 and BRCA2 gene mutation carriers," Radiology 225(2), 519-526 (2002).
18. H. Li et al., "Computerized texture analysis of mammographic parenchymal patterns of digitized mammograms," Acad. Radiol. 12(7), 863-873 (2005).
19. H. Li et al., "Fractal analysis of mammographic parenchymal patterns in breast cancer risk assessment," Acad. Radiol. 14(5), 513-521 (2007).
20. H. Li et al., "Power spectral analysis of mammographic parenchymal patterns for breast cancer risk assessment," J. Digit. Imaging 21(2), 145-152 (2008).
21. H. Li et al., "Computerized analysis of mammographic parenchymal patterns on a large clinical dataset of full-field digital mammograms: robustness study with two high-risk datasets," J. Digit. Imaging 25 (5), 591-598 (2012).
22. C. E. Metz, "ROC methodology in radiographic imaging," Invest. Radiol. 21(9), 720-733 (1986).
23. C. E. Metz, "Some practical issues of experimental design and data analysis in radiological ROC studies," Invest. Radiol. 24(3), 234-245 (1989).
24. H. Li et al., "Computerized analysis of mammographic parenchymal patterns for assessing breast cancer risk: effect of ROI size and location," Med. Phys. 31(3), 549-555 (2004).
25. M. H. Gail et al., "Projecting individualized probabilities of developing breast cancer for white females who are being examined annually," J. Natl. Cancer Inst. 81(24), 1879-1886 (1989).
26. W. Chen et al., "Volumetric texture analysis of breast lesions on contrast-enhanced magnetic resonance images," Magn. Reson. Med. 58(3), 562-571 (2007).
27. N. Otsu, "A threshold selection method from gray-level histograms," IEEE Trans. Syst. Man. Cybern. 9(1), 62-66 (1979).
28. J. W. Byng et al., "The quantitative analysis of mammographic densities," Phys. Med. Biol. 39(10), 1629-1638 (1994).
29. C. J. Huberty, Applied Discriminant Analysis, John Wiley and Sons, Inc., New York (1994).
30. P. L. Lachenbruch, Discriminant Analysis, Hafer, London, United Kingdom (1975).
31. M. A. Kupinski et al., "Ideal observer approximation using Bayesian classification neural networks," IEEE Trans. Med. Imaging 20(9), 886-899 (2001).
32. ROC software, http://metz-roc.uchicago.edu/MetzROC/software (20 May 2014).
33. S. Holm, "A simple sequentially rejective multiple test procedure," Scand. J. Stat. 6, 65-70 (1979).
34. R. A. Johnson and D. W. Wichern, Applied Multivariate Statistical Analysis, 3rd ed., Prentice-Hall, Englewood Cliffs, New Jersey (1992).
35. G. L. Gierach et al., "Mammographic density does not differ between unaffected BRCA1/2 mutation carriers and women at low-to-average risk of breast cancer," Breast Cancer Res. Treat. 123(1), 245-255 (2010).
36. K. Passaperuma et al., "Is mammographic breast density a breast cancer risk factor in women with BRCA mutations?," J. Clin. Oncol. 28(23), 3779-3783 (2010).