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Three-dimensional microwave imaging of realistic numerical breast phantoms via a multiple-frequency inverse scattering technique

机译:通过多频逆散射技术对逼真的乳腺数值进行三维微波成像

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摘要

>Purpose: Breast density measurement has the potential to play an important role in individualized breast cancer risk assessment and prevention decisions. Routine evaluation of breast density will require the availability of a low-cost, nonionizing, three-dimensional (3-D) tomographic imaging modality that exploits a strong properties contrast between dense fibroglandular tissue and less dense adipose tissue. The purpose of this computational study is to investigate the performance of 3-D tomography using low-power microwaves to reconstruct the spatial distribution of breast tissue dielectric properties and to evaluate the modality for application to breast density characterization.>Methods: State-of-the-art 3-D numerical breast phantoms that are realistic in both structural and dielectric properties are employed. The test phantoms include one sample from each of four classes of mammographic breast density. Since the properties of these phantoms are known exactly, these testbeds serve as a rigorous benchmark for the imaging results. The distorted Born iterative imaging method is applied to simulated array measurements of the numerical phantoms. The forward solver in the imaging algorithm employs the finite-difference time-domain method of solving the time-domain Maxwell’s equations, and the dielectric profiles are estimated using an integral equation form of the Helmholtz wave equation. A multiple-frequency, bound-constrained, vector field inverse scattering solution is implemented that enables practical inversion of the large-scale 3-D problem. Knowledge of the frequency-dependent characteristic of breast tissues at microwave frequencies is exploited to obtain a parametric reconstruction of the dispersive dielectric profile of the interior of the breast. Imaging is performed on a high-resolution voxel basis and the solution is bounded by a known range of dielectric properties of the constituent breast tissues. The imaging method is validated using a breast phantom with a single, high-contrast interior scattering target in an otherwise homogeneous interior. The method is then used to image a set of realistic numerical breast phantoms of varied fibroglandular tissue density.>Results: Imaging results are presented for each numerical phantom and show robustness of the method relative to tissue density. In each case, the distribution of fibroglandular tissues is well represented in the resulting images. The resolution of the images at the frequencies employed is wider than the feature dimensions of the normal tissue structures, resulting in a smearing of their reconstruction.>Conclusions: The results of this study support the utility of 3-D microwave tomography for imaging the distribution of normal tissues in the breast, specifically, dense fibroglandular tissue versus less dense adipose tissue, and suggest that further investigation of its use for volumetric evaluation of breast density is warranted.
机译:>目的:乳房密度测量在个体化乳腺癌风险评估和预防决策中可能发挥重要作用。乳房密度的常规评估将需要低成本,非电离的三维(3-D)断层扫描成像方法,该方法可利用密集的纤维腺组织与较不密集的脂肪组织之间的强烈对比。此计算研究的目的是研究使用低功率微波进行的3-D层析成像的性能,以重建乳房组织介电特性的空间分布,并评估应用于乳房密度表征的方式。>方法:采用在结构和介电特性上均切合实际的最新3D数字乳房幻像。测试体模包括来自四类乳房X线摄影乳房密度中每一个的一个样本。由于这些体模的属性是已知的,因此这些测试台可作为成像结果的严格基准。变形的Born迭代成像方法被应用于数字体模的模拟阵列测量。成像算法中的前向求解器采用时域有限差分法求解时域Maxwell方程,并使用Helmholtz波动方程的积分方程形式估算介电常数。实施了多频,受约束的矢量场逆散射解决方案,该解决方案可以实现大规模3D问题的实际反演。利用微波频率下的乳房组织的频率相关特性的知识来获得乳房内部色散介电分布的参数重建。成像是在高分辨率体素的基础上进行的,溶液受组成的乳腺组织介电特性的已知范围限制。该成像方法通过使用乳房幻影进行验证,该幻影具有在其他情况下均质的内部空间中的单个高对比度内部散射目标。然后将该方法用于对一组不同的纤维腺组织密度的逼真的数值乳腺体模进行成像。>结果:给出了每种数字体模的成像结果,并显示了该方法相对于组织密度的鲁棒性。在每种情况下,在所生成的图像中都很好地表示了纤维腺组织的分布。在所使用的频率下,图像的分辨率比正常组织结构的特征尺寸宽,导致其重建出现拖影。>结论:该研究的结果支持了3-D的效用。微波层析成像技术可以对乳房中正常组织的分布进行成像,尤其是致密的纤维腺组织与较不致密的脂肪组织的成像,并建议进一步研究其在乳房密度的体积评估中的应用。

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