Study of Adaptability of Breast Density Analysis System Developed for Screen Film Mammograms (SFMs) to Full-Field Digital Mammograms (FFDMs): Robustness of Parenchymal Texture Analysis

被引:0
|
作者
Wei, Jun [1 ]
Chan, Heang-Ping [1 ]
Helvie, Mark A. [1 ]
Zhou, Chuan [1 ]
Hadjiiski, Lubomir M. [1 ]
机构
[1] Univ Michigan, Dept Radiol, Ann Arbor, MI 48109 USA
关键词
Mammographic parenchymal pattern; full-field digital mammograms (FFDM); screen-film mammograms (SFM); RISK; CANCER;
D O I
10.1117/12.878235
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Mammography is in the transition to full-field digital mammograms (FFDM). It is important to evaluate the adaptability of image analysis methods and computer-aided diagnosis (CAD) systems developed with screen-film mammograms (SFM) to FFDMs. In addition, prior SFMs are more readily available for development of new techniques that involve long-term follow up such as breast cancer risk prediction. We have previously developed a texture-feature-based method for mammographic parenchymal pattern (MPP) analysis on SFMs. The MPP measure was found to be more predictive of breast cancer risk than percent dense area on mammograms. In this study, we investigated the correlation of computerized texture features extracted from matched pairs of SFM and FFDM obtained from the same patient using the same algorithms without retraining for MPP analysis. The computerized texture features from the two modalities demonstrated strong correlation, indicating that the MPP analysis system that we developed with SFMs for breast cancer risk prediction can be readily adapted to FFDMs with at most minor retraining.
引用
收藏
页数:6
相关论文
共 35 条
  • [1] Full-field digital mammograms for breast density analysis.
    Nishino, TK
    Brunder, DG
    Khamapirad, T
    Grady, JJ
    Lu, LJW
    [J]. CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2004, 13 (11) : 1906S - 1907S
  • [2] A Deep Learning Approach to Re-create Raw Full-Field Digital Mammograms for Breast Density and Texture Analysis
    Shu, Hai
    Chiang, Tingyu
    Wei, Peng
    Do, Kim-Anh
    Lesslie, Michele D.
    Cohen, Ethan O.
    Srinivasan, Ashmitha
    Moseley, Tanya W.
    Sen, Lauren Q. Chang
    Leung, Jessica W. T.
    Dennison, Jennifer B.
    Hanash, Sam M.
    Weaver, Olena O.
    [J]. RADIOLOGY-ARTIFICIAL INTELLIGENCE, 2021, 3 (04)
  • [3] Volumetric breast density estimation from full-field digital mammograms
    van Engeland, S
    Snoeren, PR
    Huisman, H
    Boetes, C
    Karssemeijer, N
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2006, 25 (03) : 273 - 282
  • [4] Volumetric Breast Density Estimation from Full-Field Digital Mammograms: A Validation Study
    Gubern-Merida, Albert
    Kallenberg, Michiel
    Platel, Bram
    Mann, Ritse M.
    Marti, Robert
    Karssemeijer, Nico
    [J]. PLOS ONE, 2014, 9 (01):
  • [5] Computer-aided detection systems for breast masses: Comparison of performances on full-field digital mammograms and digitized screen-film mammograms
    Wei, Jun
    Hadjiiski, Lubomir M.
    Sahiner, Berkman
    Chan, Heang-Ping
    Ge, Jun
    Roubidoux, Marilyn A.
    Helvie, Mark A.
    Zhou, Chuan
    Wu, Yi-Ta
    Paramagul, Chintana
    Zhang, Yiheng
    [J]. ACADEMIC RADIOLOGY, 2007, 14 (06) : 659 - 669
  • [6] Computer-aided detection system for clustered microcalcifications: comparison of performance on full-field digital mammograms and digitized screen-film mammograms
    Ge, Jun
    Hadjiiski, Lubomir M.
    Sahiner, Berkman
    Wei, Jun
    Helvie, Mark A.
    Zhou, Chuan
    Chan, Heang-Ping
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2007, 52 (04): : 981 - 1000
  • [7] Gray-scale and geometric registration of full-field digital and film-screen mammograms
    Snoeren, Peter R.
    Karssmeijer, Nico
    [J]. MEDICAL IMAGE ANALYSIS, 2007, 11 (02) : 146 - 156
  • [8] Computerized Analysis of Mammographic Parenchymal Patterns on a Large Clinical Dataset of Full-Field Digital Mammograms: Robustness Study with Two High-Risk Datasets
    Li, Hui
    Giger, Maryellen L.
    Lan, Li
    Brown, Jeremy Bancroft
    MacMahon, Aoife
    Mussman, Mary
    Olopade, Olufunmilayo I.
    Sennett, Charlene
    [J]. JOURNAL OF DIGITAL IMAGING, 2012, 25 (05) : 591 - 598
  • [9] Computerized Analysis of Mammographic Parenchymal Patterns on a Large Clinical Dataset of Full-Field Digital Mammograms: Robustness Study with Two High-Risk Datasets
    Hui Li
    Maryellen L. Giger
    Li Lan
    Jeremy Bancroft Brown
    Aoife MacMahon
    Mary Mussman
    Olufunmilayo I. Olopade
    Charlene Sennett
    [J]. Journal of Digital Imaging, 2012, 25 : 591 - 598
  • [10] Estimating breast density using a volumetric technique and full-field digital mammograms - Preliminary results
    Bloomquist, A
    Augustine, B
    Pawluczyk, O
    Mawdsley, GE
    Yaffe, MJ
    [J]. IWDM 2000: 5TH INTERNATIONAL WORKSHOP ON DIGITAL MAMMOGRAPHY, 2001, : 705 - 712