Quantitative evaluation of PET image using event information bootstrap

Hankyeol Song, Shin Kwak, KyeongMin Kim, J. Kang, Y. Chung, S. Woo
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Abstract

The purpose of this study was to enhance the effect in the PET image quality according to event bootstrap of small animal PET data. In order to investigate the time difference condition, realigned sinograms were generated from randomly sampled data set using bootstrap. List-mode data was obtained from small animal PET scanner for Ge-68 30 sec, Y-90 20 min and Y-90 60 min. PET image was reconstructed by Ordered Subset Expectation Maximization(OSEM) 2D with the list-mode format. Image analysis was investigated by Signal to Noise Ratio(SNR) of Ge-68 and Y-90 image. Non-parametric resampled PET image SNR percent change for the Ge-68 30 sec, Y-90 60 min, and Y-90 20 min was 1.69 %, 7.03 %, and 4.78 %, respectively. SNR percent change of non-parametric resampled PET image with time difference condition was 1.08 % for the Ge-68 30 sec, 6.74 % for the Y-90 60 min and 10.94 % for the Y-90 29 min. The result indicated that the bootstrap with time difference condition had a potential to improve a noisy Y-90 PET image quality. This method should be expected to reduce Y-90 PET measurement time and to enhance its accuracy.
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基于事件信息自举法的PET图像定量评价
本研究的目的是通过小动物PET数据的事件自举来提高PET图像质量的效果。为了研究时差条件,采用自举法从随机采样的数据集生成重新对齐的信号图。从小动物PET扫描仪获得Ge-68 30秒,Y-90 20分钟和Y-90 60分钟的列表模式数据。PET图像通过有序子集期望最大化(OSEM) 2D以列表模式格式重建。利用Ge-68和Y-90图像的信噪比(SNR)对图像进行分析。Ge-68 30秒、Y-90 60分钟和Y-90 20分钟的非参数重采样PET图像信噪比变化分别为1.69%、7.03%和4.78%。时差条件下非参数重采样PET图像的信噪比变化率在Ge-68 30秒时为1.08%,在Y-90 60分钟时为6.74%,在Y-90 29分钟时为10.94%。结果表明,时差条件下的自举有可能改善有噪声的Y-90 PET图像质量。该方法有望减少Y-90 PET测量时间并提高其准确性。
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