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Experimental validation of a Monte-Carlo-based inversion scheme for 3D quantitative photoacoustic tomography

机译:基于蒙特卡洛的3D定量光声层析成像反演方案的实验验证

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Quantitative photoacoustic tomography (qPAT) aims to extract physiological parameters, such as blood oxygen saturation (s02), from measured multi-wavelength image data sets. The challenge of this approach lies in the inherently nonlinear fluence distribution in the tissue, which has to be accounted for by using an appropriate model, and the large scale of the inverse problem. In addition, the accuracy of experimental and scanner-specific parameters, such as the wavelength dependence of the incident fluence, the acoustic detector response, the beam profile and divergence, needs to be considered. This study aims at quantitative imaging of blood SO_2, as it has been shown to be a more robust parameter compared to absolute concentrations. We propose a Monte-Carlo-based inversion scheme in conjunction with a reduction in the number of variables achieved using image segmentation. The inversion scheme is experimentally validated in tissue-mimicking phantoms consisting of polymer tubes suspended in a scattering liquid. The tubes were filled with chromophore solutions at different concentration ratios. 3-D multi-spectral image data sets were acquired using a Fabry-Perot based PA scanner. A quantitative comparison of the measured data with the output of the forward model is presented. Parameter estimates of chromophore concentration ratios were found to be within 5 % of the true values.
机译:定量光声层析成像(qPAT)旨在从测量的多波长图像数据集中提取生理参数,例如血氧饱和度(s02)。这种方法的挑战在于组织中固有的非线性注量分布,这必须通过使用适当的模型来解决,并且需要解决大量的反问题。此外,还需要考虑实验参数和扫描仪特定参数的准确性,例如入射通量的波长依赖性,声学检测器响应,光束轮廓和发散度。这项研究的目的是对血液中的SO_2进行定量成像,因为与绝对浓度相比,它是一个更可靠的参数。我们提出了一种基于蒙特卡洛的反演方案,同时减少了使用图像分割实现的变量数量。倒置方案在组织模拟体模中经过实验验证,该体模由悬浮在散射液体中的聚合物管组成。用不同浓度比的发色团溶液填充试管。使用基于Fabry-Perot的PA扫描仪获取3-D多光谱图像数据集。提出了测量数据与正向模型输出的定量比较。发现发色团浓度比的参数估计值在真实值的5%之内。

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