Simulation of Breast Anatomy: Bridging the Radiology-Pathology Scale Gap

被引:2
|
作者
Bakic, Predrag R. [1 ]
Pokrajac, David D. [2 ]
Batiste, Rebecca [3 ]
Feldman, Michael D. [3 ]
Maidment, Andrew D. A. [1 ]
机构
[1] Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
[2] Delaware State Univ, Comp & Informat Sci Dept, Dover, DE USA
[3] Univ Penn, Dept Pathol & Lab Med, Philadelphia, PA USA
来源
BREAST IMAGING, IWDM 2016 | 2016年 / 9699卷
关键词
Breast tissue simulation; Virtual clinical trials; Small scale tissue structures; Recursive partitioning; Octrees; Image-based biomarkers;
D O I
10.1007/978-3-319-41546-8_60
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We have developed an efficient simulation of breast anatomy over a range of spatial scales, covering tissue details seen in both radiology and pathology images. The simulation is based on recursive partitioning using octrees, and is performed in two stages. First, the macro- and meso-scale anatomical features are simulated: breast outline, skin, and the matrix of tissue compartments and subcompartments, outlined by Cooper's ligaments. These compartments are labeled as adipose or fibroglandular, according to the desired overall glandularity and the realistic distribution of dense tissue. Second, pathology images are generated to match selected region within the breast, by filling the region with simulated cells (adipocytes, ductal epithelium and myoepithelium, lymphocytes, and fibroblasts) and collagen fibers. Matched synthetic images can support discovery and virtual trials of image-based biomarkers for specific pathology findings. Our proof-of-concept is presented and further optimizations of the simulation discussed.
引用
收藏
页码:478 / 485
页数:8
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