Electrical Engineering Department, Eindhoven University of Technology, Eindhoven, The Netherlands.
Department of Radiology, Case Western Reserve University, Cleveland, Ohio, USA.
Med Phys. 2022 Oct;49(10):6547-6559. doi: 10.1002/mp.15962. Epub 2022 Sep 12.
Contrast-enhanced ultrasound (CEUS) by injection of microbubbles (MBs) has shown promise as a cost-effective imaging modality for prostate cancer (PCa) detection. More recently, nanobubbles (NBs) have been proposed as novel ultrasound contrast agents. Unlike MBs, which are intravascular ultrasound contrast agents, the smaller diameter of NBs allows them to cross the vessel wall and target specific receptors on cancer cells such as the prostate-specific membrane antigen (PSMA). It has been demonstrated that PSMA-targeted NBs can bind to the receptors of PCa cells and show a prolonged retention effect in dual-tumor mice models. However, the analysis of the prolonged retention effect has so far been limited to qualitative or semi-quantitative approaches.
This work introduces two pharmacokinetics models for quantitative analysis of time-intensity curves (TICs) obtained from the CEUS loops. The first model is based on describing the vascular input by the modified local density random walk (mLDRW) model and independently interprets TICs from each tumor lesion. Differently, the second model is based on the reference-tissue model, previously proposed in the context of nuclear imaging, and describes the binding kinetics of an indicator in a target tissue by using a reference tissue where binding does not occur.
Our results show that four estimated parameters, β, , , for the mLDRW-input model, and γ for the reference-based model, were significantly different (p-value <0.05) between free NBs and PSMA-NBs. These parameters estimated by the two models demonstrate different behaviors between PSMA-targeted and free NBs.
These promising results encourage further quantitative analysis of targeted NBs for improved cancer diagnostics and characterization.
通过注射微泡(MBs)进行对比增强超声(CEUS)已显示出作为一种具有成本效益的前列腺癌(PCa)检测成像方式的潜力。最近,纳米泡(NBs)已被提议作为新型超声造影剂。与作为血管内超声造影剂的 MBs 不同,NBs 的较小直径允许它们穿过血管壁并靶向癌细胞上的特定受体,如前列腺特异性膜抗原(PSMA)。已经证明,PSMA 靶向 NBs 可以与 PCa 细胞的受体结合,并在双肿瘤小鼠模型中显示出延长的保留效应。然而,到目前为止,对延长保留效应的分析仅限于定性或半定量方法。
这项工作引入了两种药代动力学模型,用于对从 CEUS 循环中获得的时间强度曲线(TIC)进行定量分析。第一个模型基于描述血管输入的改进局部密度随机游走(mLDRW)模型,并独立解释每个肿瘤病变的 TIC。不同的是,第二个模型基于核成像背景下先前提出的参考组织模型,通过使用不发生结合的参考组织来描述目标组织中指示剂的结合动力学。
我们的结果表明,mLDRW 输入模型的四个估计参数β、、和,以及参考模型的γ,在游离 NBs 和 PSMA-NBs 之间有显著差异(p 值<0.05)。这两个模型估计的参数表明 PSMA 靶向和游离 NBs 之间的行为不同。
这些有希望的结果鼓励对靶向 NBs 进行进一步的定量分析,以提高癌症诊断和特征描述。