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基于主成分分析的乳腺病变三维力学成像改善研究

Improving three-dimensional mechanical imaging of breast lesions with principal component analysis.

机构信息

Scientific Computation Research Center, Rensselaer Polytechnic Institute, 110 8th Street, Troy, NY , 12120, USA.

Department of Medical Physics, University of Wisconsin, Madison, WI, 53706, USA.

出版信息

Med Phys. 2017 Aug;44(8):4194-4203. doi: 10.1002/mp.12372. Epub 2017 Jul 12.

DOI:10.1002/mp.12372
PMID:28547868
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6153022/
Abstract

PURPOSE

Elastography has emerged as a new tool for detecting and diagnosing many types of diseases including breast cancer. To date, most clinical applications of elastography have utilized two-dimensional strain images. The goal of this paper is to present a new quasi-static elastography technique that yields shear modulus images in three dimensions.

METHODS

An automated breast volume scanner was used to acquire ultrasound images of the breast as it was gently compressed. Cross-correlation between successive images was used to determine the displacement within the tissue. The resulting displacement field was filtered of all but compressive motion through principal component analysis. This displacement field was used to infer spatial distribution of shear modulus by solving a 3D elastic inverse problem.

RESULTS

Three dimensional shear modulus images of benign breast lesions for two subjects were generated using the techniques described above. It was found that the lesions were visualized more clearly in images generated using the displacement data de-noised through the use of principal components.

CONCLUSIONS

We have presented experimental and algorithmic techniques that lead to three-dimensional imaging of shear modulus using quasi-static elastography. This work demonstrates feasibility of this approach, and lays the foundation for images of other, more informative, mechanical parameters.

摘要

目的

弹性成像是一种新兴的工具,可用于检测和诊断包括乳腺癌在内的多种疾病。迄今为止,弹性成像的大多数临床应用都利用了二维应变图像。本文的目的是提出一种新的准静态弹性成像技术,可生成三维剪切模量图像。

方法

使用自动乳腺容积扫描仪获取乳房在轻柔压缩时的超声图像。通过互相关来确定组织内的位移。通过主成分分析过滤除压缩运动之外的所有运动,从而对所得到的位移场进行滤波。通过求解三维弹性反问题,利用该位移场推断剪切模量的空间分布。

结果

使用上述技术为两名受试者生成了良性乳腺病变的三维剪切模量图像。结果发现,通过使用主成分进行去噪处理后的位移数据生成的图像中,病变显示得更清晰。

结论

我们提出了实验和算法技术,可通过准静态弹性成像实现剪切模量的三维成像。这项工作证明了该方法的可行性,并为其他更具信息量的机械参数图像奠定了基础。

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本文引用的文献

1
Three-dimensional Ultrasound Elasticity Imaging on an Automated Breast Volume Scanning System.自动乳腺容积扫描系统上的三维超声弹性成像
Ultrason Imaging. 2017 Nov;39(6):369-392. doi: 10.1177/0161734617712238. Epub 2017 Jun 6.
2
Elastography for the pancreas: Current status and future perspective.胰腺弹性成像:现状与未来展望。
World J Gastroenterol. 2016 Apr 14;22(14):3712-24. doi: 10.3748/wjg.v22.i14.3712.
3
Noninvasive In-Vivo Quantification of Mechanical Heterogeneity of Invasive Breast Carcinomas.浸润性乳腺癌机械异质性的非侵入性体内定量分析。
PLoS One. 2015 Jul 8;10(7):e0130258. doi: 10.1371/journal.pone.0130258. eCollection 2015.
4
High-resolution mechanical imaging of glioblastoma by multifrequency magnetic resonance elastography.多频磁共振弹性成像对胶质母细胞瘤的高分辨率机械成像
PLoS One. 2014 Oct 22;9(10):e110588. doi: 10.1371/journal.pone.0110588. eCollection 2014.
5
Ultrasound elastography of the prostate: state of the art.前列腺超声弹性成像:现状。
Diagn Interv Imaging. 2013 May;94(5):551-60. doi: 10.1016/j.diii.2013.01.017. Epub 2013 Apr 19.
6
Three-dimensional shear-wave elastography for differentiating benign and malignant breast lesions: comparison with two-dimensional shear-wave elastography.三维剪切波弹性成像鉴别良恶性乳腺病变:与二维剪切波弹性成像比较。
Eur Radiol. 2013 Jun;23(6):1519-27. doi: 10.1007/s00330-012-2736-3. Epub 2012 Dec 2.
7
Differentiation of benign from malignant solid breast masses: comparison of two-dimensional and three-dimensional shear-wave elastography.二维及三维剪切波弹性成像技术鉴别乳腺良恶性实性肿块的对比研究。
Eur Radiol. 2013 Apr;23(4):1015-26. doi: 10.1007/s00330-012-2686-9. Epub 2012 Oct 20.
8
Linear and nonlinear elastic modulus imaging: an application to breast cancer diagnosis.线性和非线性弹性模量成像:在乳腺癌诊断中的应用。
IEEE Trans Med Imaging. 2012 Aug;31(8):1628-37. doi: 10.1109/TMI.2012.2201497. Epub 2012 May 30.
9
Recent advancements in medical simulation: patient-specific virtual reality simulation.医学模拟的最新进展:针对特定患者的虚拟现实模拟
World J Surg. 2012 Jul;36(7):1703-12. doi: 10.1007/s00268-012-1489-0.
10
Shear-wave elastography improves the specificity of breast US: the BE1 multinational study of 939 masses.剪切波弹性成像提高了乳腺超声的特异性:BE1 多国研究 939 个肿块。
Radiology. 2012 Feb;262(2):435-49. doi: 10.1148/radiol.11110640.