Title :
Anisotropic diffusion tensor applied to temporal mammograms: An application to breast cancer risk assessment
Author :
Karemore, Gopal ; Brand, Sami ; Sporring, Jon ; Nielsen, Mads
Author_Institution :
Nordic Biosci. Imaging A/S, Univ. of Copenhagen, Herlev, Denmark
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
Breast density is considered a structural property of a mammogram that can change in various ways explaining different effects of medicinal treatments. The aim of the present work is to provide a framework for obtaining more accurate and sensitive measurements of breast density changes related to specific effects like Hormonal Replacement Therapy (HRT) and aging. Given effect-grouped patient data, we demonstrated how the diffusion tensor and its coherence features computed in an anatomically oriented breast coordinate system followed by statistical learning scheme provides non subjective and reproducible measure, as compared to the traditional BIRADS and computer aided percent density measure. We also demonstrate how orientation of breast tissue changes in temporal study. This framework facilitates radiologist to assess breast tissue change and guide them to evaluate individual risk of having breast cancer.
Keywords :
biodiffusion; biological organs; biological tissues; cancer; density measurement; diagnostic radiography; feature extraction; mammography; medical image processing; risk management; statistical analysis; anatomically oriented breast coordinate system; anisotropic diffusion tensor; breast cancer; breast density; breast tissue; computer aided percent density measure; feature extraction; risk assessment; statistical learning; structural property; temporal mammograms; Anisotropic magnetoresistance; Breast tissue; Coherence; Feature extraction; Pixel; Tensile stress; Algorithms; Anisotropy; Antineoplastic Combined Chemotherapy Protocols; Breast Neoplasms; Diffusion; Double-Blind Method; Female; Humans; Mammography; Prognosis; Radiographic Image Enhancement; Radiographic Image Interpretation, Computer-Assisted; Reproducibility of Results; Risk Assessment; Sensitivity and Specificity; Tomography, X-Ray Computed; Treatment Outcome;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5627183