Breast cancer risk prediction via area and volumetric estimates of breast density

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 7361 LNCS, Issue , 2012, Pages 236-243

  Keller, Brad M ^a   Conant, Emily F ^a   Oh, Huen ^a   Kontos, Despina ^a  

^a UNIVERSITY OF PENNSYLVANIA   (United States)

Author keywords

breast cancer risk; digital mammography; Volumetric breast density

Indexed keywords

AGE-MATCHED CONTROLS; BREAST CANCER; BREAST CANCER RISK; BREAST CANCER RISK ASSESSMENTS; BREAST DENSITY; CANCER RISK; CASE-CONTROL STUDY; DENSITY ESTIMATES; DIGITAL MAMMOGRAPHY; DISCRIMINATORY POWER; FIBROGLANDULAR TISSUE; LINEAR DISCRIMINANTS; MEDIOLATERAL-OBLIQUE VIEWS; POTENTIAL VALUES; ROC CURVES; VOLUMETRIC BREAST DENSITIES;

DISEASES; TISSUE;

MEDICAL IMAGING;

EID: 84864852496     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-31271-7_31     Document Type: Conference Paper

References (20)

1. Jemal, A., Siegel, R., Xu, J., Ward, E.: Cancer statistics. CA Cancer J. Clin. 60, 277-300 (2010
2. Gail, M.H., Brinton, L.A., Byar, D.P., Corle, D.K., Green, S.B., Schairer, C., Mulvihill, J.J.: Projecting individualized probabilities of developing breast cancer for white females who are being examined annually. J. Natl. Cancer Inst. 81, 1879-1886 (1989
3. Rockhill, B., Spiegelman, D., Byrne, C., Hunter, D.J., Colditz, G.A.: Validation of the Gail et al. model of breast cancer risk prediction and implications for chemoprevention. J. Natl. Cancer Inst. 93, 358-366 (2001
4. Lehman, C.D., Blume, J.D., Weatherall, P., Thickman, D., Hylton, N., Warner, E., Pisano, E., Schnitt, S.J., Gatsonis, C., Schnall, M., DeAngelis, G.A., Stomper, P., Rosen, E.L., O'Loughlin, M., Harms, S., Bluemke, D.A.: Screening women at high risk for breast cancer with mammography and magnetic resonance imaging. Cancer 103, 1898-1905 (2005
5. Smith, K.L., Isaacs, C.: Management of women at increased risk for hereditary breast cancer. Breast Dis. 27, 51-67 (2006
6. Wolfe, J.N.: Breast patterns as an index of risk for developing breast cancer. AJR Am. J. Roentgenol. 126, 1130-1137 (1976
7. Boyd, N.F., Guo, H., Martin, L.J., Sun, L., Stone, J., Fishell, E., Jong, R.A., Hislop, G., Chiarelli, A., Minkin, S., Yaffe, M.J.: Mammographic density and the risk and detection of breast cancer. N. Engl. J. Med. 356, 227-236 (2007
8. Tice, J.A., Cummings, S.R., Ziv, E., Kerlikowske, K.: Mammographic breast density and the Gail model for breast cancer risk prediction in a screening population. Breast Cancer Res. Treat 94, 115-122 (2005
9. Stone, J., Warren, R.M., Pinney, E., Warwick, J., Cuzick, J.: Determinants of percentage and area measures of mammographic density. Am. J. Epidemiol. 170, 1571-1578 (2009
10. D'Orsi, C.J., Bassett, L.W., Berg, W.A., Feig, S.A., Jackson, V.P., Kopans, D.B.: Breast imaging reporting and data system: ACR BI-RADS, Mammography 4th ed., Reston, Am. Col. of Rad. (2003
11. Martin, K.E., Helvie, M.A., Zhou, C., Roubidoux, M.A., Bailey, J.E., Paramagul, C., Blane, C.E., Klein, K.A., Sonnad, S.S., Chan, H.P.: Mammographic density measured with quantitative computer-Aided method: comparison with radiologists' estimates and BIRADS categories. Radiology 240, 656-665 (2006
12. Heine, J.J., Cao, K., Rollison, D.E., Tiffenberg, G., Thomas, J.A.: A quantitative description of the percentage of breast density measurement using full-field digital mammography. Acad. Radiol. 18, 556-564 (2011
13. Keller, B., Nathan, D., Wang, Y., Zheng, Y., Gee, J., Conant, E., Kontos, D.: Adaptive multi-cluster fuzzy C-means segmentation of breast parenchymal tissue in digital mammography. Med. Image Comput. Comput. Assist. Interv. 14, 562-569 (2011
14. Kopans, D.B.: Basic physics and doubts about relationship between mammographically determined tissue density and breast cancer risk. Radiology 246, 348-353 (2008
15. Lokate, M.A., Kallenberg, M.G., Karssemeijer, N., van den Bosch, M.A., Peeters, P.H., van Gils, C.H.: Volumetric breast density from full-field digital mammograms and its association with breast cancer risk factors: a comparison with a threshold method. Cancer Epidemiol. Biomarkers Prev. (2010
16. Kontos, D., Bakic, P.R., Acciavatti, R.J., Conant, E.F., Maidment, A.D.A.: A Comparative Study of Volumetric and Area-Based Breast Density Estimation in Digital Mammography: Results from a Screening Population. In: Martí, J., Oliver, A., Freixenet, J., Martí, R. (eds.) IWDM 2010. LNCS, vol. 6136, pp. 378-385. Springer, Heidelberg (2010
17. Shepherd, J.A., Kerlikowske, K., Ma, L., Duewer, F., Fan, B., Wang, J., Malkov, S., Vittinghoff, E., Cummings, S.R.: Volume of mammographic density and risk of breast cancer. Cancer Epidemiol. Biomarkers Prev. 20, 1473-1482 (2011
18. Sonka, M., Hlavac, V., Boyle, R.: Image processing, analysis, and machine vision. PWS Pub., Pacific Grove (1999
19. Highnam, R., Jeffreys, M., McCormack, V., Warren, R., Davey Smith, G., Brady, M.: Comparing measurements of breast density. Phys. Med. Biol. 52, 5881-5895 (2007
20. Draper, N., Smith, H.: Applied Regression Analysis. Wiley Series in Probability and Statistics. Wiley-Interscience (1998)