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使用开源软件构建用于准静态乳腺超声弹性成像的虚拟仿真平台:一项初步研究。

Building a virtual simulation platform for quasistatic breast ultrasound elastography using open source software: A preliminary investigation.

作者信息

Wang Yu, Helminen Emily, Jiang Jingfeng

机构信息

Department of Biomedical Engineering, Michigan Technological University, Houghton, Michigan 49931.

出版信息

Med Phys. 2015 Sep;42(9):5453-66. doi: 10.1118/1.4928707.

Abstract

PURPOSE

Quasistatic ultrasound elastography (QUE) is being used to augment in vivo characterization of breast lesions. Results from early clinical trials indicated that there was a lack of confidence in image interpretation. Such confidence can only be gained through rigorous imaging tests using complex, heterogeneous but known media. The objective of this study is to build a virtual breast QUE simulation platform in the public domain that can be used not only for innovative QUE research but also for rigorous imaging tests.

METHODS

The main thrust of this work is to streamline biomedical ultrasound simulations by leveraging existing open source software packages including Field II (ultrasound simulator), VTK (geometrical visualization and processing), FEBio [finite element (FE) analysis], and Tetgen (mesh generator). However, integration of these open source packages is nontrivial and requires interdisciplinary knowledge. In the first step, a virtual breast model containing complex anatomical geometries was created through a novel combination of image-based landmark structures and randomly distributed (small) structures. Image-based landmark structures were based on data from the NIH Visible Human Project. Subsequently, an unstructured FE-mesh was created by Tetgen. In the second step, randomly positioned point scatterers were placed within the meshed breast model through an octree-based algorithm to make a virtual breast ultrasound phantom. In the third step, an ultrasound simulator (Field II) was used to interrogate the virtual breast phantom to obtain simulated ultrasound echo data. Of note, tissue deformation generated using a FE-simulator (FEBio) was the basis of deforming the original virtual breast phantom in order to obtain the postdeformation breast phantom for subsequent ultrasound simulations. Using the procedures described above, a full cycle of QUE simulations involving complex and highly heterogeneous virtual breast phantoms can be accomplished for the first time.

RESULTS

Representative examples were used to demonstrate capabilities of this virtual simulation platform. In the first set of three ultrasound simulation examples, three heterogeneous volumes of interest were selected from a virtual breast ultrasound phantom to perform sophisticated ultrasound simulations. These resultant B-mode images realistically represented the underlying complex but known media. In the second set of three QUE examples, advanced applications in QUE were simulated. The first QUE example was to show breast tumors with complex shapes and/or compositions. The resultant strain images showed complex patterns that were normally seen in freehand clinical ultrasound data. The second and third QUE examples demonstrated (deformation-dependent) nonlinear strain imaging and time-dependent strain imaging, respectively.

CONCLUSIONS

The proposed virtual QUE platform was implemented and successfully tested in this study. Through show-case examples, the proposed work has demonstrated its capabilities of creating sophisticated QUE data in a way that cannot be done through the manufacture of physical tissue-mimicking phantoms and other software. This open software architecture will soon be made available in the public domain and can be readily adapted to meet specific needs of different research groups to drive innovations in QUE.

摘要

目的

准静态超声弹性成像(QUE)正被用于增强乳腺病变的体内特征描述。早期临床试验结果表明,在图像解读方面缺乏信心。只有通过使用复杂、异质但已知的介质进行严格的成像测试,才能获得这种信心。本研究的目的是构建一个公共领域的虚拟乳腺QUE模拟平台,该平台不仅可用于创新性的QUE研究,还可用于严格的成像测试。

方法

这项工作的主要重点是通过利用现有的开源软件包来简化生物医学超声模拟,这些软件包包括Field II(超声模拟器)、VTK(几何可视化和处理)、FEBio[有限元(FE)分析]和Tetgen(网格生成器)。然而,这些开源软件包的集成并非易事,需要跨学科知识。第一步,通过基于图像的地标结构和随机分布的(小)结构的新颖组合,创建一个包含复杂解剖几何形状的虚拟乳腺模型。基于图像的地标结构基于美国国立卫生研究院可视人项目的数据。随后,由Tetgen创建非结构化的有限元网格。第二步,通过基于八叉树的算法在网格化的乳腺模型内放置随机定位的点散射体,以制作虚拟乳腺超声体模。第三步,使用超声模拟器(Field II)对虚拟乳腺体模进行探测,以获得模拟的超声回波数据。值得注意的是,使用有限元模拟器(FEBio)生成的组织变形是使原始虚拟乳腺体模变形的基础,以便获得变形后的乳腺体模用于后续的超声模拟。使用上述程序,可以首次完成涉及复杂且高度异质的虚拟乳腺体模的QUE模拟的完整循环。

结果

使用代表性示例来展示这个虚拟模拟平台的能力。在第一组三个超声模拟示例中,从虚拟乳腺超声体模中选择三个异质感兴趣体积进行复杂的超声模拟。这些生成的B模式图像真实地呈现了底层复杂但已知的介质。在第二组三个QUE示例中,模拟了QUE中的高级应用。第一个QUE示例展示了具有复杂形状和/或成分的乳腺肿瘤。生成的应变图像显示出在徒手临床超声数据中通常可见的复杂模式。第二个和第三个QUE示例分别展示了(与变形相关的)非线性应变成像和与时间相关的应变成像。

结论

本研究实现并成功测试了所提出的虚拟QUE平台。通过展示示例,所提出的工作展示了其以一种无法通过制造物理组织模拟体模和其他软件来完成的方式创建复杂QUE数据的能力。这种开放的软件架构很快将在公共领域可用,并且可以很容易地进行调整以满足不同研究小组的特定需求,从而推动QUE的创新。

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