PROTEUS: A Physically Realistic Contrast-Enhanced Ultrasound Simulator-Part I: Numerical Methods.

Nathan Blanken, Baptiste Heiles, Alina Kuliesh, Michel Versuis, Kartik Jain, David Maresca, Guillaume Lajoinie
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Abstract

Ultrasound contrast agents have been used as vascular reporters for the past 40 years. The ability to enhance vascular features in ultrasound images with engineered lipid-shelled microbubbles has enabled break-throughs such as the detection of tissue perfusion or super-resolution imaging of the microvasculature. However, advances in the field of contrast-enhanced ultra-sound are hindered by experimental variables that are difficult to control in a laboratory setting, such as complex vascular geometries, the lack of ground truth, and tissue nonlinearities. In addition, the demand for large datasets to train deep learning-based computational ultrasound imaging methods calls for the development of a simulation tool that can reproduce the physics of ultrasound wave interactions with tissues and microbubbles. Here, we introduce a physically realistic contrast-enhanced ultrasound simulator (PROTEUS) consisting of four inter-connected modules that account for blood flow dynamics in segmented vascular geometries, intravascular microbubble trajectories, ultrasound wave propagation, and nonlinear microbubble scattering. The first part of this study describes numerical methods that enabled this development. We demonstrate that PROTEUS can generate contrast-enhanced radiofrequency data in various vascular architectures across the range of medical ultrasound frequencies. PROTEUS offers a customizable framework to explore novel ideas in the field of contrast-enhanced ultrasound imaging. It is released as an open-source tool for the scientific community.

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PROTEUS:物理真实对比增强超声模拟器--第一部分:数值方法。
过去 40 年来,超声造影剂一直被用作血管报告剂。利用工程脂壳微气泡增强超声图像中血管特征的能力实现了突破性进展,如组织灌注检测或微血管超分辨率成像。然而,对比度增强超声领域的进展受到实验室环境中难以控制的实验变量的阻碍,如复杂的血管几何结构、缺乏地面实况和组织非线性。此外,训练基于深度学习的计算超声成像方法需要大量数据集,这就要求开发一种模拟工具,以再现超声波与组织和微气泡相互作用的物理过程。在此,我们介绍一种物理上逼真的对比度增强超声模拟器(PROTEUS),它由四个相互连接的模块组成,分别考虑了分割血管几何形状中的血流动力学、血管内微气泡轨迹、超声波传播和非线性微气泡散射。本研究的第一部分介绍了实现这一开发的数值方法。我们证明,PROTEUS 可以在各种血管结构中生成对比度增强的射频数据,涵盖各种医用超声频率。PROTEUS 提供了一个可定制的框架,用于探索对比增强超声成像领域的新思路。它是面向科学界的开源工具。
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来源期刊
CiteScore
7.70
自引率
16.70%
发文量
583
审稿时长
4.5 months
期刊介绍: IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control includes the theory, technology, materials, and applications relating to: (1) the generation, transmission, and detection of ultrasonic waves and related phenomena; (2) medical ultrasound, including hyperthermia, bioeffects, tissue characterization and imaging; (3) ferroelectric, piezoelectric, and piezomagnetic materials, including crystals, polycrystalline solids, films, polymers, and composites; (4) frequency control, timing and time distribution, including crystal oscillators and other means of classical frequency control, and atomic, molecular and laser frequency control standards. Areas of interest range from fundamental studies to the design and/or applications of devices and systems.
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