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Theoretical Study of the Benefit of Long Axial Field-of-View PET on Region of Interest Quantification

机译:长轴视场PET对感兴趣区域量化的益处的理论研究

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摘要

The aim of this study is to evaluate the benefit of long axial field-of-view (AFOV) PET scanners on region of interest (ROI) quantification. We simulated a series of PET scanners with an AFOV ranging from 22 cm to 220 cm. A theoretical framework was used to predict the contrast recovery coefficient (CRC) and the variance of ROI quantification in penalized maximum likelihood (ML) image reconstruction, in which the resolution and noise tradeoff was controlled by a regularization parameter with a quadratic penalty function. The characterization was based on the converged penalized ML reconstruction with an accurate system model. We examined quantification of a 2-mm ROI and 10-mm ROI in a clinically relevant scan range of 110 cm. Multiple bed positions with 50% overlap were used for scanners with shorter AFOV to provide a relatively uniform sensitivity across the 110 cm axial range. A uniform water cylinder of 20 cm in diameter and 230 cm in length was chosen to model the attenuation and background activity. We computed the variance reduction factor at fixed resolution. Effects of different detector capabilities, including TOF (time-of-flight) resolution (320 ps, 500 ps, and non-TOF) and DOI (depth-of-interaction) resolution (4 mm, 10 mm, and no DOI), were evaluated. The results show that at a normal activity level (370 MBq), the 220-cm AFOV scanner offers a ~ 17-fold variance reduction for the 2-mm ROI and ~26-fold variance reduction for the 10-mm ROI (both measured at CRC=0.5) over the 22-cm AFOV scanner when both using detectors with 500 ps TOF resolution no DOI capability. The variance reduction factors of trues-only are higher than those of including scatters and randoms. Combining 320 ps TOF and 4-mm DOI, the 220-cm long scanner offers a ~45-fold variance reduction over the 22-cm long reference scanner (500 ps TOF, no DOI) for imaging 2-mm and 10-mm ROIs. The variance reduction factors are higher at a lower activity level due to lower random fraction. In conclusion, our study demonstrates that a long AFOV scanner can greatly improve the quantitative accuracy of PET imaging compared to current state-of-the-art clinical PET scanners.
机译:这项研究的目的是评估长轴视场(AFOV)PET扫描仪对感兴趣区域(ROI)量化的好处。我们模拟了一系列AFOV为22 cm至220 cm的PET扫描仪。采用理论框架预测了惩罚最大似然(ML)图像重建中的对比度恢复系数(CRC)和ROI量化方差,其中分辨率和噪声权衡由具有二次罚函数的正则化参数控制。表征基于具有精确系统模型的融合惩罚性ML重构。我们在临床相关的110厘米扫描范围内检查了2毫米ROI和10毫米ROI的量化。 AFOV较短的扫描仪使用重叠度为50%的多个床位,以在110 cm轴向范围内提供相对均匀的灵敏度。选择直径为20厘米,长度为230厘米的均匀水瓶来模拟衰减和背景活动。我们以固定分辨率计算了方差减少因子。不同检测器功能的影响,包括飞行时间(TOF)分辨率(320 ps,500 ps和非TOF)和DOI(交互深度)分辨率(4 mm,10 mm,无DOI),被评估。结果表明,在正常活动水平(370 MBq)下,220厘米AFOV扫描仪对于2毫米ROI的变化减少了约17倍,对于10毫米ROI的变化减少了26倍(均已测量)两者均使用TOF分辨率为500 ps的检测器而没有DOI功能时,在22厘米AFOV扫描仪上的CRC = 0.5时)。仅真值的方差减少因子高于包括散点图和随机数的方差减少因子。 220厘米长的扫描仪结合了320 ps TOF和4毫米DOI,与22厘米长的参考扫描仪(500 ps TOF,无DOI)相比,可将2毫米和10毫米ROI成像的方差减少了约45倍。 。由于较低的随机分数,在较低的活动水平下方差减少因子较高。总之,我们的研究表明,与目前最先进的临床PET扫描仪相比,长AFOV扫描仪可以大大提高PET成像的定量准确性。

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