Calibrated Measures for Breast Density Estimation

被引:23
作者
Heine, John J. [1 ]
Cao, Ke [1 ]
Rollison, Dana E. [1 ]
机构
[1] Univ S Florida, Coll Med, H Lee Moffitt Canc Ctr & Res Inst, Div Canc Prevent & Control, Tampa, FL 33612 USA
关键词
Breast density; calibration; breast cancer risk; spatial variation; full field digital mammography; FIELD DIGITAL MAMMOGRAPHY; CANCER RISK; TISSUE; PATTERNS;
D O I
10.1016/j.acra.2010.12.007
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Rationale and Objectives: Breast density is a significant breast cancer risk factor measured from mammograms. Evidence suggests that the spatial variation in mammograms may also be associated with risk. We investigated the variation in calibrated mammograms as a breast cancer risk factor and explored its relationship with other measures of breast density using full field digital mammography (FFDM). Materials and Methods: A matched case-control analysis was used to assess a spatial variation breast density measure in calibrated FFDM images, normalized for the image acquisition technique variation. Three measures of breast density were compared between cases and controls: (a) the calibrated average measure, (b) the calibrated variation measure, and (c) the standard percentage of breast density (PD) measure derived from operator-assisted labeling. Linear correlation and statistical relationships between these three breast density measures were also investigated. Results: Risk estimates associated with the lowest to highest quartiles for the calibrated variation measure were greater in magnitude (odds ratios: 1.0 [ref.], 3.5, 6.3, and 11.3) than the corresponding risk estimates for quartiles of the standard PD measure (odds ratios: 1.0 [ref.], 2.3, 5.6, and 6.5) and the calibrated average measure (odds ratios: 1.0 [ref.], 2.4, 2.3, and 4.4). The three breast density measures were highly correlated, showed an inverse relationship with breast area, and related by a mixed distribution relationship. Conclusion: The three measures of breast density capture different attributes of the same data field. These preliminary findings indicate the variation measure is a viable automated method for assessing breast density. Insights gained by this work may be used to develop a standard for measuring breast density.
引用
收藏
页码:547 / 555
页数:9
相关论文
共 30 条
[1]   Mammographic breast density as an intermediate phenotype for breast cancer [J].
Boyd, NF ;
Rommens, JM ;
Vogt, K ;
Lee, V ;
Hopper, JL ;
Yaffe, MJ ;
Paterson, AD .
LANCET ONCOLOGY, 2005, 6 (10) :798-808
[2]   QUANTITATIVE CLASSIFICATION OF MAMMOGRAPHIC DENSITIES AND BREAST-CANCER RISK - RESULTS FROM THE CANADIAN NATIONAL BREAST SCREENING STUDY [J].
BOYD, NF ;
BYNG, JW ;
JONG, RA ;
FISHELL, EK ;
LITTLE, LE ;
MILLER, AB ;
LOCKWOOD, GA ;
TRITCHLER, DL ;
YAFFE, MJ .
JOURNAL OF THE NATIONAL CANCER INSTITUTE, 1995, 87 (09) :670-675
[3]   Mammographic Density and Breast Cancer Risk: Evaluation of a Novel Method of Measuring Breast Tissue Volumes [J].
Boyd, Norman ;
Martin, Lisa ;
Gunasekar, Anoma ;
Melnichouk, Olga ;
Maudsley, Gord ;
Peressotti, Chris ;
Yaffe, Martin ;
Minkin, Salomon .
CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2009, 18 (06) :1754-1762
[4]   Mammographic density and the risk and detection of breast cancer [J].
Boyd, Norman F. ;
Guo, Helen ;
Martin, Lisa J. ;
Sun, Limei ;
Stone, Jennifer ;
Fishell, Eve ;
Jong, Roberta A. ;
Hislop, Greg ;
Chiarelli, Anna ;
Minkin, Salomon ;
Yaffe, Martin J. .
NEW ENGLAND JOURNAL OF MEDICINE, 2007, 356 (03) :227-236
[5]   THE QUANTITATIVE-ANALYSIS OF MAMMOGRAPHIC DENSITIES [J].
BYNG, JW ;
BOYD, NF ;
FISHELL, E ;
JONG, RA ;
YAFFE, MJ .
PHYSICS IN MEDICINE AND BIOLOGY, 1994, 39 (10) :1629-1638
[6]   Evaluating the effectiveness of using standard mammogram form to predict breast cancer risk: Case-control study [J].
Ding, Jane ;
Warren, Ruth ;
Warsi, Iqbal ;
Day, Nick ;
Thompson, Deborah ;
Brady, Michael ;
Tromans, Christopher ;
Highnam, Ralph ;
Easton, Douglas .
CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2008, 17 (05) :1074-1081
[7]   Quantitative assessment of mammographic breast density: Relationship with breast cancer risk [J].
Harvey, JA ;
Bovbjerg, VE .
RADIOLOGY, 2004, 230 (01) :29-41
[8]   Spectral analysis of full field digital mammography data [J].
Heine, JJ ;
Velthuizen, RP .
MEDICAL PHYSICS, 2002, 29 (05) :647-661
[9]   Mammographic tissue, breast cancer risk, serial image analysis, and digital mammography part 1. Tissue and related risk factors [J].
Heine, JJ ;
Malhotra, P .
ACADEMIC RADIOLOGY, 2002, 9 (03) :298-316
[10]   On the statistical nature of mammograms [J].
Heine, JJ ;
Deans, SR ;
Velthuizen, RP ;
Clarke, LP .
MEDICAL PHYSICS, 1999, 26 (11) :2254-2265