Abstract
We present first results from a new automated algorithm for the volumetric measurement of the composition of breast tissue from digital mammograms. The new algorithm overcomes issues in previous implementations through better segmentation and use of additional information We measure the success of the new algorithm using an overall quality metric based upon the results from a large multi-site, multi-vendor, multi-detector set of digitally acquired mammograms.
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Harvey, J.A., Bovbjerg, V.E.: Quantitative Assessment of Mammographic Breast Density: Relationship with Breast Cancer Risk. Radiology 230, 29–41 (2004)
Boyd, N.F., Dite, G.S., Stone, J., Gunasekara, A., English, D.R., McCredie, M.R., Giles, G.G., Tritchler, D., Charell, A., Yaffe, M.J., Hopper, J.L.: Heritability of Mammographic Density, A Risk Factor For Breast Cancer. N. Engl. J. Med. 347, 886–894 (2002)
American College of Radiology: Breast Imaging Reporting and Data System (BI-RADS), Reston, Va (1998)
Wolfe, J.N.: Breast Patterns as an Index of Risk for Developing Breast Cancer. AJR 126, 1130–1139 (1976)
Byng, J., Boyd, N.F., Fishell, E., Jong, R., Yaffe, M.J.: The Quantitative Analysis of Mammographic Densities. Phys. Med.Biol. 39, 1629–1638 (1994)
Highnam, R.P., Jeffreys, M., McCormack, V., Warren, R., Davey Smith, G., Brady, M.: Comparing Measurements of Breast Density. Phys.Med.Biol 52, 5881–5895 (2007)
Kopans, D.B.: Basic Physics and Doubts about Relationship between Mammographically Determined Tissue Density and Breast Cancer Risk. Radiology 246, 348–353 (2008)
Pawluczyk, O., Augustine, B.J., Yaffe, M.J., Rico, D., Yang, J., Mawdsley, G.E., Boyd, N.F.: A Volumetric Method for Estimation of Breast Density on Digitized Screen-Film Mammograms. Medical Physics 30, 352–364 (2003)
Shepherd, J.: Automated Volumetric Density. In: 3rd International Breast Density Workshop, http://www.cpmc.org/professionals/research/programs/decosta/workshopnotes.html
Diffey, J., Hufton, A., Astley, S.: A New Step-Wedge for the Volumetric Measurement of Mammographic Density. In: 8th International Workshop on Digital Mammography (2006)
van Engeland, S., Snoeren, P.R., Huisman, H., Boetes, C., Karssemeijer, N.: Volumetric Breast Density Estimation from Full-Field Digital Mammograms. IEEE Medical Imaging 25, 273–282 (2006)
Highnam, R.P., Brady, M.: Mammographic Image Analysis. Kluwer Academic Publishers, Dordrecht (1999)
Highnam, R.P., Pan, X., Warren, R., Jeffreys, M., Davey Smith, G., Brady, M.: Breast Composition Measurements Using Retrospective SMF. Phys. Med. Biol. 51, 2695–2713 (2006)
Jeffreys, M., Warren, R., Highnam, R.P., Davey Smith, G.: Initial Experiences of Using an Automated Volumetric Measure of Breast Density: SMF. British Journal Radiology 76, 561–563 (2003)
McCormack, V., Highnam, R.P., Perry, N., dos Santos Silva, I.: Comparison of a New and Existing Method of Mammographic Density Measurement. Cancer Epidemiol. Biomarkers Prev. 16(16), 1148–1154 (2007)
Ding, J., Warren, R., Warsi, I., Day, N., Thompson, D., Brady, M., Tromans, C., Highnam, R.P., Easton, D.: Evaluating the Effectiveness of Using Standard Mammogram Form to Predict Breast Cancer Risk: Case Control Study. Cancer Epidemiol Biomarkers Prev. (June 2008) (in press)
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Hartman, K., Highnam, R., Warren, R., Jackson, V. (2008). Volumetric Assessment of Breast Tissue Composition from FFDM Images. In: Krupinski, E.A. (eds) Digital Mammography. IWDM 2008. Lecture Notes in Computer Science, vol 5116. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-70538-3_5
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DOI: https://doi.org/10.1007/978-3-540-70538-3_5
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-70537-6
Online ISBN: 978-3-540-70538-3
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