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全变差正则化期望最大化重建比有序子集期望最大化重建能提高 68Ga-FAPI-04 PET/CT 图像质量。

Total variation regularized expectation maximization reconstruction improves 68Ga-FAPI-04 PET/CT image quality as compared to ordered subset expectation maximization reconstruction.

机构信息

Department of Nuclear Medicine, The Affiliated Hospital of Southwest Medical University, Luzhou, China.

Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province, Luzhou, China.

出版信息

Q J Nucl Med Mol Imaging. 2023 Dec;67(4):280-286. doi: 10.23736/S1824-4785.22.03409-4. Epub 2022 Sep 19.

Abstract

BACKGROUND

This study aimed to investigate improvements in Ga-FAPI PET/CT image quality due to using total variation regularized expectation maximization (TVR-EM) and ordered subset expectation maximization (OS-EM) reconstruction.

METHODS

Data from a total of 24 patients were retrospectively analyzed in this study. Positron emission tomography (PET) images were reconstructed using OS-EM and TVR-EM for 2 and 3 minutes-per-bed (min/bed) acquisition. The SUVmean of a region-of-interest on the liver, image noise, signal-to-noise ratios (SNR), the SUVmax of the lesions and the tumour-to-background ratios (TBR) were measured and compared between the 2 methods. Subjective image qualities were evaluated by two experienced radiologists using a 5-point score scale (5-excellent, 1-poor).

RESULTS

In total, 132 lesions were analyzed. The image noise in TVR-EM reconstruction groups was lower than in the OS-EM groups (all P<0.05). The SNR, SUVmax of lesions and the TBR were higher for the TVR-EM reconstruction groups compared to OS-EM groups (all P<0.05). Also, the SUVmax of the lesions in the TVR-EM groups increased by at least 12% compared to OS-EM 3 min/bed group. The SUVmax for small (<10 mm) and large lesions (>10 mm) in the TVR-EM 2 min/bed group were significantly larger compared to the OS-EM 3 min/bed groups (all P<0.05). The highest image quality score resulted from the TVR-EM 3 min/bed group with a penalization factor of 0.25 (3.92±0.19).

CONCLUSIONS

TVR-EM reduces image noise and improved the SNR, SUVmax and TBR of the lesions. It also enables fast acquisition without compromising image quality compared to standard OS-EM.

摘要

背景

本研究旨在探讨全变分正则化期望最大化(TVR-EM)和有序子集期望最大化(OS-EM)重建对 Ga-FAPI PET/CT 图像质量的改善。

方法

本研究回顾性分析了 24 例患者的数据。使用 OS-EM 和 TVR-EM 对 2 分钟/床位(min/bed)和 3 分钟/床位采集的 PET 图像进行重建。测量并比较了两种方法的肝脏感兴趣区(ROI)的 SUVmean、图像噪声、信噪比(SNR)、病灶 SUVmax和肿瘤与背景比值(TBR)。两位有经验的放射科医生使用 5 分制(5-优秀,1-差)对主观图像质量进行评估。

结果

共分析了 132 个病灶。TVR-EM 重建组的图像噪声低于 OS-EM 组(均 P<0.05)。与 OS-EM 组相比,TVR-EM 重建组的 SNR、病灶 SUVmax和 TBR 更高(均 P<0.05)。此外,与 OS-EM 3 min/bed 组相比,TVR-EM 组的病灶 SUVmax至少增加了 12%。TVR-EM 2 min/bed 组中小(<10mm)和大(>10mm)病灶的 SUVmax均显著大于 OS-EM 3 min/bed 组(均 P<0.05)。具有 0.25 惩罚因子的 TVR-EM 3 min/bed 组获得了最高的图像质量评分(3.92±0.19)。

结论

TVR-EM 降低了图像噪声,提高了病灶的 SNR、SUVmax和 TBR。与标准 OS-EM 相比,它还可以在不影响图像质量的情况下实现快速采集。

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