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The Effects of Delay on the Input Function for Early Dynamics in Total Body Parametric Imaging

机译:延迟对全身参数成像中早期动力学输入函数的影响

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The recently developed total-body PET scanner enables high temporal resolution in dynamic imaging. Due to the much improved temporal resolution and large field of view, delay and the dispersion effects in the image-derived input function, which vary for different tissues and organs, may affect accuracy in parametric imaging. In this paper, the delay effect was studied using the early kinetics of an FDG scan, which may be approximated using a 1-tissue compartment model. Dynamic reconstructed frames were acquired using the total-body PET scanner with 1-second frames for the first 30 seconds and 2 seconds for the subsequent 60 seconds. The image-derived input function was acquired from the reconstructed dynamic sequence using volumes of interest in the ascending and descending aorta. Voxel-specific delay times for the plasma input function were also modeled within the 1-tissue compartment model. A total of 4 parametric images were generated. Image-based parametric image generation was achieved with a maximum likelihood estimation method. Parametric images with and without the modeling of delay time in the input function were compared. Additional image denoising techniques including Gaussian denoising and non-local-mean denoising were employed. Quantitative evaluation was achieved by the calculation of the Akaike Information Criterion (AIC). The voxel-specific parameters of the 1-tissue compartment together with the delay time were successfully reconstructed using the proposed method. The estimated delay time showed variations as large as 40 seconds. The non-local-mean filter was shown to be able to reduce the image noise of the generated parametric images. Various image artifacts were observed when no delay time model was included. We have shown that with the use of total-body PET and the increased sensitivity, it is possible to estimate parametric images using the very early stages of the FDG injection. The combined effects of delay and dispersion will be studied in the future.
机译:最近开发的全身PET扫描仪可在动态成像中实现高时间分辨率。由于大大提高了时间分辨率和较大的视场,因此图像输入功能中的延迟和色散效应会因不同的组织和器官而异,可能会影响参数成像的准确性。在本文中,使用FDG扫描的早期动力学研究了延迟效应,这可以使用1组织隔室模型进行近似。使用全身PET扫描仪获取动态重建的帧,前30秒为1秒帧,随后的60秒为2秒。使用升主动脉和降主动脉中的目标体积,从重构的动态序列中获取图像衍生的输入函数。血浆输入功能的体素特定延迟时间也在1组织隔室模型中建模。总共生成了4个参数图像。使用最大似然估计方法实现了基于图像的参数图像生成。比较了在输入函数中有或没有延迟时间建模的参数图像。使用了其他图像去噪技术,包括高斯去噪和非局部均值去噪。量化评估是通过计算赤池信息标准(AIC)来实现的。使用提出的方法成功地重建了1组织隔室的体素特定参数以及延迟时间。估计的延迟时间显示出高达40秒的变化。非局部均值滤波器被证明能够减少所生成的参数图像的图像噪声。当不包括延迟时间模型时,观察到各种图像伪影。我们已经表明,通过使用全身PET和增加的灵敏度,可以使用FDG注射的早期阶段来估计参数图像。延迟和色散的综合影响将在未来进行研究。

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