Y-90 PET/MR imaging optimization with a Bayesian penalized likelihood reconstruction algorithm.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-06-17 DOI:10.1007/s13246-024-01452-7
José Calatayud-Jordán, Nuria Carrasco-Vela, José Chimeno-Hernández, Montserrat Carles-Fariña, Consuelo Olivas-Arroyo, Pilar Bello-Arqués, Daniel Pérez-Enguix, Luis Martí-Bonmatí, Irene Torres-Espallardo
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Abstract

Positron Emission Tomography (PET) imaging after 90 Y liver radioembolization is used for both lesion identification and dosimetry. Bayesian penalized likelihood (BPL) reconstruction algorithms are an alternative to ordered subset expectation maximization (OSEM) with improved image quality and lesion detectability. The investigation of optimal parameters for 90 Y image reconstruction of Q.Clear, a commercial BPL algorithm developed by General Electric (GE), in PET/MR is a field of interest and the subject of this study. The NEMA phantom was filled at an 8:1 sphere-to-background ratio. Acquisitions were performed on a PET/MR scanner for clinically relevant activities between 0.7 and 3.3 MBq/ml. Reconstructions with Q.Clear were performed varying the β penalty parameter between 20 and 6000, the acquisition time between 5 and 20 min and pixel size between 1.56 and 4.69 mm. OSEM reconstructions of 28 subsets with 2 and 4 iterations with and without Time-of-Flight (TOF) were compared to Q.Clear with β = 4000. Recovery coefficients (RC), their coefficient of variation (COV), background variability (BV), contrast-to-noise ratio (CNR) and residual activity in the cold insert were evaluated. Increasing β parameter lowered RC, COV and BV, while CNR was maximized at β = 4000; further increase resulted in oversmoothing. For quantification purposes, β = 1000-2000 could be more appropriate. Longer acquisition times resulted in larger CNR due to reduced image noise. Q.Clear reconstructions led to higher CNR than OSEM. A β of 4000 was obtained for optimal image quality, although lower values could be considered for quantification purposes. An optimal acquisition time of 15 min was proposed considering its clinical use.

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利用贝叶斯惩罚似然重建算法优化 Y-90 PET/MR 成像。
90 Y 肝放射栓塞术后的正电子发射断层扫描(PET)成像可用于病灶识别和剂量测定。贝叶斯惩罚似然(BPL)重建算法是有序子集期望最大化(OSEM)的替代方法,可提高图像质量和病灶检测能力。Q.Clear是通用电气公司(GE)开发的一种商用BPL算法,在PET/MR中用于90 Y图像重建的最佳参数研究是本研究关注的领域和主题。NEMA 模体以 8:1 的球-背景比填充。在 PET/MR 扫描仪上对 0.7 至 3.3 MBq/ml 之间的临床相关活动进行了采集。使用 Q.Clear 进行重建,β 惩罚参数在 20 到 6000 之间变化,采集时间在 5 到 20 分钟之间变化,像素大小在 1.56 到 4.69 毫米之间变化。将 28 个子集的 OSEM 重建(迭代 2 次和 4 次,有无飞行时间(TOF))与 Q.Clear(β = 4000)进行了比较。对恢复系数 (RC)、变异系数 (COV)、背景变异性 (BV)、对比度-噪声比 (CNR) 和冷插入区的残余活动进行了评估。增加 β 参数会降低 RC、COV 和 BV,而 CNR 在 β = 4000 时达到最大值;进一步增加会导致过度平滑。就量化而言,β = 1000-2000 可能更合适。采集时间越长,图像噪声越小,CNR 越大。Q.Clear重建比OSEM的CNR更高。最佳图像质量的 β 值为 4000,但量化时也可考虑更低的值。考虑到临床应用,建议最佳采集时间为 15 分钟。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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