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多次注射动态 PET 扫描的定量:当绘制动力学图时,对从单独扫描中汇集数据的益处进行调查。

Quantitation of multiple injection dynamic PET scans: an investigation of the benefits of pooling data from separate scans when mapping kinetics.

机构信息

Department of Statistics, University College Cork, Cork, Ireland.

Department of Radiology, University of Washington, Seattle, Washington, United States of America.

出版信息

Phys Med Biol. 2021 Jul 1;66(13). doi: 10.1088/1361-6560/ac0683.

Abstract

Multiple injection dynamic positron emission tomography (PET) scanning is used in the clinical management of certain groups of patients and in medical research. The analysis of these studies can be approached in two ways: (i) separate analysis of data from individual tracer injections, or (ii), concatenate/pool data from separate injections and carry out a combined analysis. The simplicity of separate analysis has some practical appeal but may not be statistically efficient. We use a linear model framework associated with a kinetic mapping scheme to develop a simplified theoretical understanding of separate and combined analysis. The theoretical framework is explored numerically using both 1D and 2D simulation models. These studies are motivated by the breast cancer flow-metabolism mismatch studies involvingO-water (HO) andF-Fluorodeoxyglucose (FDG) and repeatO-HO injections used in brain activation investigations. Numerical results are found to be substantially in line with the simple theoretical analysis: mean square error characteristics of alternative methods are well described by factors involving the local voxel-level resolution of the imaging data, the relative activities of the individual scans and the number of separate injections involved. While voxel-level resolution has dependence on scan dose, after adjustment for this effect, the impact of a combined analysis is understood in simple terms associated with the linear model used for kinetic mapping. This is true for both data reconstructed by direct filtered backprojection or iterative maximum likelihood. The proposed analysis has potential to be applied to the emerging long axial field-of-view PET scanners.

摘要

多次注射动态正电子发射断层扫描(PET)扫描用于某些患者群体的临床管理和医学研究。这些研究的分析可以采用两种方法:(i)单独分析来自单个示踪剂注射的数据,或(ii)串联/合并来自单独注射的数据并进行联合分析。单独分析的简单性具有一定的实际吸引力,但在统计学上可能效率不高。我们使用与动力学映射方案相关的线性模型框架来开发单独和联合分析的简化理论理解。理论框架使用 1D 和 2D 模拟模型进行数值探索。这些研究的动机是涉及 O-水(HO)和 F-氟脱氧葡萄糖(FDG)的乳腺癌血流代谢不匹配研究以及用于脑激活研究的重复 O-HO 注射。数值结果与简单的理论分析基本一致:替代方法的均方误差特征由涉及成像数据的局部体素水平分辨率、单个扫描的相对活性以及涉及的单独注射次数的因素很好地描述。虽然体素水平分辨率取决于扫描剂量,但在调整了这种影响后,可以用与用于动力学映射的线性模型相关的简单术语来理解联合分析的影响。对于直接滤波反投影或迭代最大似然重建的数据都是如此。所提出的分析有可能应用于新兴的长轴向视野 PET 扫描仪。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6e74/8284854/2cdba5d5a54c/nihms-1719582-f0001.jpg

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