Comparison of volumetric breast density estimations from mammography and thorax CT

Breast density has become an important issue in current breast cancer screening, both as a recognized risk factor for breast cancer and by decreasing screening efficiency by the masking effect. Different qualitative and quantitative methods have been proposed to evaluate area-based breast density and volumetric breast density (VBD). We propose a validation method comparing the computation of VBD obtained from digital mammographic images (VBDMX) with the computation of VBD from thorax CT images (VBDCT). We computed VBDMX by applying a conversion function to the pixel values in the mammographic images, based on models determined from images of breast equivalent material. VBDCT is computed from the average Hounsfield Unit (HU) over the manually delineated breast volume in the CT images. This average HU is then compared to the HU of adipose and fibroglandular tissues from patient images. The VBDMX method was applied to 663 mammographic patient images taken on two Siemens Inspiration (hospL) and one GE Senographe Essential (hospJ). For the comparison study, we collected images from patients who had a thorax CT and a mammography screening exam within the same year. In total, thorax CT images corresponding to 40 breasts (hospL) and 47 breasts (hospJ) were retrieved. Averaged over the 663 mammographic images the median VBDMX was 14.7% . The density distribution and the inverse correlation between VBDMX and breast thickness were found as expected. The average difference between VBDMX and VBDCT is smaller for hospJ (4%) than for hospL (10%). This study shows the possibility to compare VBDMX with the VBD from thorax CT exams, without additional examinations. In spite of the limitations caused by poorly defined breast limits, the calibration of mammographic images to local VBD provides opportunities for further quantitative evaluations.

[1]  R. Deslattes Estimates of X-ray attenuation coefficients for the elements and their compounds , 1969 .

[2]  J. Wolfe Breast patterns as an index of risk for developing breast cancer. , 1976, AJR. American journal of roentgenology.

[3]  P. C. Johns,et al.  X-ray characterisation of normal and neoplastic breast tissues. , 1987, Physics in medicine and biology.

[4]  Robert Heidsieck Procédé d'étalonnage d'un système radiologique et de mesure de l'épaisseur équivalente d'un objet , 1990 .

[5]  N. Boyd,et al.  The quantitative analysis of mammographic densities. , 1994, Physics in medicine and biology.

[6]  Michael Brady,et al.  A Representation for Mammographic Image Processing , 1995, CVRMed.

[7]  Michael Brady,et al.  A Representation for Mammographic Image Processing , 1995, CVRMed.

[8]  N. Boyd,et al.  Automated analysis of mammographic densities. , 1996, Physics in medicine and biology.

[9]  L. Tabár,et al.  The Tabár classification of mammographic parenchymal patterns. , 1997, European journal of radiology.

[10]  N Karssemeijer,et al.  Changes in mammographic breast density and concomitant changes in breast cancer risk. , 1999, European journal of cancer prevention : the official journal of the European Cancer Prevention Organisation.

[11]  Gyula Faigel,et al.  X-Ray Holography , 1999 .

[12]  C. J. Kotre,et al.  Dosimetric implications of age related glandular changes in screening mammography. , 2000, Physics in medicine and biology.

[13]  C. J. Kotre,et al.  Additional factors for the estimation of mean glandular breast dose using the UK mammography dosimetry protocol. , 2000, Physics in medicine and biology.

[14]  M. Giger,et al.  Computerized analysis of mammographic parenchymal patterns for breast cancer risk assessment: feature selection. , 2000, Medical physics.

[15]  J. Kaufhold,et al.  A calibration approach to glandular tissue composition estimation in digital mammography. , 2002, Medical physics.

[16]  Dan Rico,et al.  A volumetric method for estimation of breast density on digitized screen-film mammograms. , 2003, Medical physics.

[17]  Jennifer A Harvey,et al.  Quantitative assessment of mammographic breast density: relationship with breast cancer risk. , 2004, Radiology.

[18]  Karla Kerlikowske,et al.  Novel use of Single X-Ray Absorptiometry for Measuring Breast Density , 2005, Technology in cancer research & treatment.

[19]  V. McCormack,et al.  Breast Density and Parenchymal Patterns as Markers of Breast Cancer Risk: A Meta-analysis , 2006, Cancer Epidemiology Biomarkers & Prevention.

[20]  George Davey Smith,et al.  Breast composition measurements using retrospective standard mammogram form (SMF) , 2006, Digital Mammography / IWDM.

[21]  W. Veldkamp,et al.  Glandularity and mean glandular dose determined for individual women at four regional breast cancer screening units in The Netherlands , 2006, Physics in medicine and biology.

[22]  Nico Karssemeijer,et al.  Volumetric breast density estimation from full-field digital mammograms , 2006, IEEE Trans. Medical Imaging.

[23]  T. Sellers,et al.  Mammographic density, breast cancer risk and risk prediction , 2007, Breast Cancer Research.

[24]  Jeff Wang,et al.  Improvements to Single Energy Absorptiometry Method for Digital Mammography to Quantify Breast Tissue Density , 2008, Digital Mammography / IWDM.

[25]  Daniel B Kopans,et al.  Basic physics and doubts about relationship between mammographically determined tissue density and breast cancer risk. , 2008, Radiology.

[26]  Michael Brady,et al.  Evaluating the Effectiveness of Using Standard Mammogram Form to Predict Breast Cancer Risk: Case-Control Study , 2008, Cancer Epidemiology Biomarkers & Prevention.

[27]  J. Boone,et al.  The effect of skin thickness determined using breast CT on mammographic dosimetry. , 2008, Medical physics.

[28]  Ralph Highnam,et al.  Volumetric Assessment of Breast Tissue Composition from FFDM Images , 2008, Digital Mammography / IWDM.

[29]  N. Duric,et al.  Volumetric breast density evaluation from ultrasound tomography images. , 2008, Medical physics.

[30]  Norman Boyd,et al.  Mammographic Density and Breast Cancer Risk: Evaluation of a Novel Method of Measuring Breast Tissue Volumes , 2009, Cancer Epidemiology Biomarkers & Prevention.

[31]  M J Yaffe,et al.  The myth of the 50-50 breast. , 2009, Medical physics.

[32]  Gordon E Mawdsley,et al.  Measurement of compressed breast thickness by optical stereoscopic photogrammetry. , 2009, Medical physics.

[33]  Gordon E Mawdsley,et al.  Accurate estimation of compressed breast thickness in mammography. , 2009, Medical physics.

[34]  Ann-Katherine Carton,et al.  Breast percent density: estimation on digital mammograms and central tomosynthesis projections. , 2009, Radiology.

[35]  S. Cummings,et al.  Single x-ray absorptiometry method for the quantitative mammographic measure of fibroglandular tissue volume. , 2009, Medical physics.

[36]  Min-Ying Su,et al.  Impact of skin removal on quantitative measurement of breast density using MRI. , 2010, Medical physics.

[37]  N. Karssemeijer,et al.  Volumetric Breast Density from Full-Field Digital Mammograms and Its Association with Breast Cancer Risk Factors: A Comparison with a Threshold Method , 2010, Cancer Epidemiology, Biomarkers & Prevention.

[38]  Nico Karssemeijer,et al.  Robust Breast Composition Measurement - VolparaTM , 2010, Digital Mammography / IWDM.

[39]  M. Yaffe,et al.  Validation of a method for measuring the volumetric breast density from digital mammograms , 2010, Physics in medicine and biology.

[40]  Min-Ying Su,et al.  Quantitative analysis of breast parenchymal patterns using 3D fibroglandular tissues segmented based on MRI. , 2009, Medical physics.

[41]  John M. Boone,et al.  Development of a Peripheral Thickness Estimation Method for Volumetric Breast Density Measurements in Mammography Using a 3D Finite Element Breast Model , 2010, Digital Mammography / IWDM.

[42]  Karla Kerlikowske,et al.  Volume of Mammographic Density and Risk of Breast Cancer , 2011, Cancer Epidemiology, Biomarkers & Prevention.

[43]  R M Nishikawa,et al.  On the orientation of mammographic structure. , 2011, Medical physics.

[44]  Kai Yang,et al.  The characterization of breast anatomical metrics using dedicated breast CT. , 2011, Medical physics.

[45]  Srinivasan Vedantham,et al.  Dedicated breast CT: fibroglandular volume measurements in a diagnostic population. , 2012, Medical physics.

[46]  Susan M. Astley,et al.  Longitudinal Change in Mammographic Density and Association with Breast Cancer Risk: A Case-Control Study , 2012, Digital Mammography / IWDM.

[47]  Hilde Bosmans,et al.  Dual energy CT-based characterization of x-ray attenuation properties of breast equivalent material plates , 2012, Medical Imaging.

[48]  C. De Geyter The relationship of mammographic density and age. , 2012, Climacteric : the journal of the International Menopause Society.

[49]  Jiyon Lee,et al.  The relationship of mammographic density and age: implications for breast cancer screening. , 2012, AJR. American journal of roentgenology.

[50]  Katy Szczepura,et al.  The readout thickness versus the measured thickness for a range of screen film mammography and full-field digital mammography units. , 2011, Medical physics.

[51]  T. Sellers,et al.  Breast Imaging Reporting and Data System (BI-RADS) breast composition descriptors: automated measurement development for full field digital mammography. , 2013, Medical physics.

[52]  Karla Kerlikowske,et al.  Agreement of Mammographic Measures of Volumetric Breast Density to MRI , 2013, PloS one.

[53]  Kamila Czene,et al.  Mammographic density reduction is a prognostic marker of response to adjuvant tamoxifen therapy in postmenopausal patients with breast cancer. , 2013, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[54]  J. Peppercorn Toward improved understanding of the ethical and clinical issues surrounding mandatory research biopsies. , 2013, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[55]  Consumer Protection,et al.  European guidelines for quality assurance in breast cancer screening and diagnosis. Fourth edition--summary document. , 2008, Annals of oncology : official journal of the European Society for Medical Oncology.

[56]  David F Yankelevitz,et al.  Breast density: comparison of chest CT with mammography. , 2013, Radiology.

[57]  P. Narula MAMMOGRAPHIC DENSITY AND THE RISK AND DETECTION OF BREAST CANCER , 2016 .