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Quantitative applications in positron emission tomography achieved through signal modelling

机译:通过信号建模在正电子发射断层扫描中的定量应用

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摘要

Positron emission tomography (PET) is a valuable tool in medical imaging, but it provides limited quantitative utility in a number of important applications, such as mapping of tracer accumulation in small tissues and quantitative assessment of factors affecting tracer uptake. We aimed to develop a quantification approach based on signal modelling, to address the above limitations. Our signal modelling approach allows for a comprehensive description of target and background signals. We used in silico simulations to exemplify the quantitative utility of signal modelling in a number of applications and conducted scans of standardized PET phantoms to validate our computer simulation algorithms. The simulations showed that the modelling approach allows applications not supported by current techniques, such as estimation of activity fractions of sub-resolution small tissues and accurate quantification of the effect of biological factors, such as hypoxia, on tracer accumulation. There was strong agreement between the simulation data and actual scans of phantoms, providing support for the validity of the simulation algorithms. We conclude that the presented signal modelling approach may provide a framework for image analysis that can improve and expand the quantitative capacity of PET imaging.
机译:正电子发射断层扫描(PET)是医学成像中的重要工具,但在许多重要应用中提供的定量效用有限,例如绘制示踪剂在小组织中的积累以及对影响示踪剂摄取的因素进行定量评估。我们旨在开发一种基于信号建模的量化方法,以解决上述限制。我们的信号建模方法可以对目标信号和背景信号进行全面描述。我们使用计算机模拟来举例说明信号建模在许多应用中的定量效用,并对标准PET体模进行了扫描以验证我们的计算机仿真算法。仿真表明,该建模方法允许当前技术不支持的应用程序,例如亚分辨率小组织活动分数的估计,以及对诸如缺氧等生物因素对示踪剂积累的影响的准确量化。仿真数据与体模的实际扫描之间有很强的一致性,为仿真算法的有效性提供了支持。我们得出的结论是,提出的信号建模方法可以为图像分析提供框架,从而可以改善和扩展PET成像的定量能力。

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