Department of Medical Physics and Biomedical Engineering, Tehran University of Medical Sciences, Tehran, Iran.
Research Center for Molecular and Cellular Imaging, Tehran University of Medical Sciences, Tehran, Iran.
Phys Eng Sci Med. 2023 Sep;46(3):1297-1308. doi: 10.1007/s13246-023-01299-4. Epub 2023 Jul 13.
In this study, we aimed to examine the effect of varying β-values in the block sequential regularized expectation maximization (BSREM) algorithm under differing lesion sizes to determine an optimal penalty factor for clinical application. The National Electrical Manufacturers Association phantom and 15 prostate cancer patients were injected with 68Ga-PSMA and scanned using a GE Discovery IQ PET/CT scanner. Images were reconstructed using ordered subset expectation maximization (OSEM) and BSREM with different β-values. Then, the background variability (BV), contrast recovery, signal-to-noise ratio, and lung residual error were measured from the phantom data, and the signal-to-background ratio (SBR) and contrast from the clinical data. The increment of BV using a β-value of 100 was 120.0%, and the decrement of BV using a β-value of 1000 was 40.5% compared to OSEM. As β decreased from 1000 to 100, the [Formula: see text] increased by 59.0% for a sphere with a diameter of 10 mm and 26.4% for a sphere with a diameter of 37 mm. Conversely, [Formula: see text] increased by 140.5% and 29.0% in the smallest and largest spheres, respectively. Furthermore, the Δ[Formula: see text] and Δ[Formula: see text] were - 41.1% and - 36.7%, respectively. In the clinical study, OSEM exhibited the lowest SBR and contrast. When the β-value was reduced from 500 to 100, the SBR and contrast increased by 69.7% and 71.8% in small and 35.6% and 33.0%, respectively, in large lesions. Moreover, the optimal β-value decreased as lesion size decreased. In conclusion, a β-value of 400 is optimal for small lesion reconstruction, while β-values of 600 and 500 are optimal for large lesions in phantom and clinical studies, respectively.
在这项研究中,我们旨在研究不同病变大小下块序正则期望最大化(BSREM)算法中β值的变化对临床应用的最佳惩罚因子的影响。我们使用 GE Discovery IQ PET/CT 扫描仪对 National Electrical Manufacturers Association 体模和 15 名前列腺癌患者注射了 68Ga-PSMA 进行扫描。使用有序子集期望最大化(OSEM)和不同β值的 BSREM 对图像进行重建。然后,从体模数据中测量背景变化(BV)、对比度恢复、信噪比和肺残留误差,从临床数据中测量信号与背景比(SBR)和对比度。与 OSEM 相比,β值为 100 时的 BV 增加了 120.0%,β值为 1000 时的 BV 减少了 40.5%。随着β值从 1000 降至 100,直径为 10mm 的球体的[Formula: see text]增加了 59.0%,直径为 37mm 的球体的[Formula: see text]增加了 26.4%。相反,最小和最大球体中的[Formula: see text]分别增加了 140.5%和 29.0%。此外,Δ[Formula: see text]和Δ[Formula: see text]分别为-41.1%和-36.7%。在临床研究中,OSEM 表现出最低的 SBR 和对比度。当β值从 500 降至 100 时,小病变的 SBR 和对比度分别增加了 69.7%和 71.8%,大病变分别增加了 35.6%和 33.0%。此外,随着病变大小的减小,最佳β值也减小。总之,对于小病变重建,β值为 400 是最佳的,而在体模和临床研究中,β值为 600 和 500 分别是大病变的最佳值。