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超声造影速度场熵在前列腺癌血管生成成像中的应用。

Entropy of Ultrasound-Contrast-Agent Velocity Fields for Angiogenesis Imaging in Prostate Cancer.

出版信息

IEEE Trans Med Imaging. 2017 Mar;36(3):826-837. doi: 10.1109/TMI.2016.2629851. Epub 2016 Nov 16.

Abstract

Prostate cancer care can benefit from accurate and cost-efficient imaging modalities that are able to reveal prognostic indicators for cancer. Angiogenesis is known to play a central role in the growth of tumors towards a metastatic or a lethal phenotype. With the aim of localizing angiogenic activity in a non-invasive manner, Dynamic Contrast Enhanced Ultrasound (DCE-US) has been widely used. Usually, the passage of ultrasound contrast agents thought the organ of interest is analyzed for the assessment of tissue perfusion. However, the heterogeneous nature of blood flow in angiogenic vasculature hampers the diagnostic effectiveness of perfusion parameters. In this regard, quantification of the heterogeneity of flow may provide a relevant additional feature for localizing angiogenesis. Statistics based on flow magnitude as well as its orientation can be exploited for this purpose. In this paper, we estimate the microbubble velocity fields from a standard bolus injection and provide a first statistical characterization by performing a spatial entropy analysis. By testing the method on 24 patients with biopsy-proven prostate cancer, we show that the proposed method can be applied effectively to clinically acquired DCE-US data. The method permits estimation of the in-plane flow vector fields and their local intricacy, and yields promising results (receiver-operating-characteristic curve area of 0.85) for the detection of prostate cancer.

摘要

前列腺癌的治疗可以受益于能够揭示癌症预后指标的准确且具有成本效益的成像方式。已知血管生成在肿瘤向转移性或致命表型的生长中起着核心作用。为了以非侵入性的方式定位血管生成活性,动态对比增强超声(DCE-US)已被广泛使用。通常,分析通过感兴趣的器官的超声造影剂的传递,以评估组织灌注。然而,血管生成血管中血流的异质性阻碍了灌注参数的诊断效果。在这方面,对流量异质性的定量可能为定位血管生成提供相关的附加特征。可以基于流量幅度及其方向来利用基于统计学的方法。在本文中,我们从标准的弹丸注射中估计微泡速度场,并通过执行空间熵分析来提供首次统计特征描述。通过在 24 名经活检证实患有前列腺癌的患者上测试该方法,我们表明该方法可以有效地应用于临床采集的 DCE-US 数据。该方法允许估计平面内流矢量场及其局部复杂性,并为前列腺癌的检测提供有希望的结果(接收者操作特征曲线面积为 0.85)。

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