Single-stage approach for estimating optical parameters in spectral quantitative photoacoustic tomography

Miika Suhonen, Aki Pulkkinen, and Tanja Tarvainen
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Abstract

In quantitative photoacoustic tomography, the optical parameters of a target, most importantly the concentrations of chromophores such as deoxygenated and oxygenated hemoglobin, are estimated from photoacoustic data measured on the boundary of the target. In this work, a numerical approximation of a forward model for spectral quantitative photoacoustic tomography is constructed by utilizing the diffusion approximation for light propagation, the acoustic wave equation for ultrasound propagation, and spectral models of optical absorption and scattering to describe the wavelength dependence of the optical parameters. The related inverse problem is approached in the framework of Bayesian inverse problems. Concentrations of four chromophores (deoxygenated and oxygenated hemoglobin, water, and lipid), two scattering parameters (reference scattering and scattering power), and the Grüneisen parameter are estimated in a single-stage from photoacoustic data. The methodology is evaluated using numerical simulations in different full-view and limited-view imaging settings. The results show that, utilizing spectral data and models, the spectral optical parameters and the Grüneisen parameter can be simultaneously estimated. Furthermore, the approach can also be utilized in limited-view imaging situations.
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光谱定量光声断层扫描中估算光学参数的单级方法
在定量光声断层成像中,目标的光学参数,最重要的是发色团(如脱氧血红蛋白和氧合血红蛋白)的浓度,是通过在目标边界测量的光声数据估算出来的。在这项工作中,利用光传播的扩散近似、超声波传播的声波方程以及光学吸收和散射的光谱模型来描述光学参数的波长依赖性,从而构建了光谱定量光声层析成像前向模型的数值近似。相关的逆问题是在贝叶斯逆问题的框架下解决的。四个发色团(脱氧和氧合血红蛋白、水和脂质)的浓度、两个散射参数(参考散射和散射功率)以及格吕奈森参数都是通过光声数据一次性估算出来的。在不同的全视角和有限视角成像设置下,利用数值模拟对该方法进行了评估。结果表明,利用光谱数据和模型,可以同时估算光谱光学参数和格鲁尼森参数。此外,该方法还可用于有限视角成像情况。
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