Ghammraoui Bahaa, Popescu Lucretiu M
Office of Science and Engineering Laboratories, CDRH, U.S. Food and Drug Administration, Silver Spring, MD 20993-0002, USA.
Phys Med Biol. 2017 Feb 7;62(3):1192-1207. doi: 10.1088/1361-6560/aa5187.
We investigate the use of energy dispersive x-ray coherent scatter computed tomography (ED-CSCT) as a non-invasive diagnostic method to differentiate between type I and type II breast calcifications. This approach is sensitive to the differences of composition and internal crystal structure of different types of microcalcifications. The study is carried out by simulating a CSCT system with a scanning pencil beam, considering a polychromatic x-ray source and an energy-resolving photon counting detector. In a first step, the multidimensional angle and energy distributed CSCT data is reduced to the projection-space distributions of only a few components, corresponding to the expected target composition: adipose, glandular tissue, weddellite (calcium oxalate) for type I calcifications, and hydroxyapatite for type II calcifications. The maximum-likelihood estimation of scatter components algorithm used, operating in the projection space, takes into account the polychromatic source, the detector response function and the energy dependent attenuation. In the second step, component images are reconstructed from the corresponding estimated component projections using filtered backprojection. In a preliminary step the coherent scatter differential cross sections for hydroxyapatite and weddellite minerals were determined experimentally. The classification of type I or II calcifications is done using the relative contrasts of their components as the criterion. Simulation tests were carried out for different doses and energy resolutions for multiple realizations. The results were analyzed using relative/receiver operating characteristic methodology and show good discrimination ability at medium and higher doses. The noninvasive CSCT technique shows potential to further improve the breast diagnostic accuracy and reduce the number of breast biopsies.
我们研究了能量色散X射线相干散射计算机断层扫描(ED-CSCT)作为一种非侵入性诊断方法,用于区分I型和II型乳腺钙化。这种方法对不同类型微钙化的成分和内部晶体结构差异敏感。该研究通过模拟一个带有扫描铅笔束的CSCT系统来进行,考虑了多色X射线源和能量分辨光子计数探测器。第一步,将多维角度和能量分布的CSCT数据简化为仅几个成分的投影空间分布,对应于预期的目标成分:脂肪、腺组织、I型钙化的水草酸钙(草酸钙)和II型钙化的羟基磷灰石。所使用的散射成分算法的最大似然估计在投影空间中运行,考虑了多色源、探测器响应函数和能量依赖性衰减。第二步,使用滤波反投影从相应的估计成分投影重建成分图像。在初步步骤中,通过实验确定了羟基磷灰石和水草酸钙矿物的相干散射微分截面。使用其成分的相对对比度作为标准对I型或II型钙化进行分类。针对不同剂量和能量分辨率进行了多次模拟测试。使用相对/接收者操作特征方法对结果进行分析,结果表明在中等和较高剂量下具有良好的辨别能力。这种非侵入性CSCT技术显示出进一步提高乳腺诊断准确性和减少乳腺活检数量的潜力。