Pareto optimization of SPECT acquisition and reconstruction settings for 177Lu activity quantification.

IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Johan Gustafsson, Erik Larsson, Michael Ljungberg, Katarina Sjögreen Gleisner
{"title":"Pareto optimization of SPECT acquisition and reconstruction settings for <sup>177</sup>Lu activity quantification.","authors":"Johan Gustafsson, Erik Larsson, Michael Ljungberg, Katarina Sjögreen Gleisner","doi":"10.1186/s40658-024-00667-7","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The aim was to investigate the noise and bias properties of quantitative <sup>177</sup>Lu-SPECT with respect to the number of projection angles, and the number of subsets and iterations in the OS-EM reconstruction, for different total acquisition times.</p><p><strong>Methods: </strong>Experimental SPECT acquisition of six spheres in a NEMA body phantom filled with <sup>177</sup>Lu was performed, using medium-energy collimators and 120 projections with 180 s per projection. Bootstrapping was applied to generate data sets representing acquisitions with 20 to 120 projections for 10 min, 20 min, and 40 min, with 32 noise realizations per setting. Monte Carlo simulations were performed of <sup>177</sup>Lu-DOTA-TATE in an anthropomorphic computer phantom with three tumours (2.8 mL to 40.0 mL). Projections representing 24 h and 168 h post administration were simulated, each with 32 noise realizations. Images were reconstructed using OS-EM with compensation for attenuation, scatter, and distance-dependent resolution. The number of subsets and iterations were varied within a constrained range of the product number of iterations <math><mo>×</mo></math> number of projections <math><mrow><mo>≤</mo> <mn>2400</mn></mrow> </math> . Volumes-of-interest were defined following the physical size of the spheres and tumours, the mean activity-concentrations estimated, and the absolute mean relative error and coefficient of variation (CV) over noise realizations calculated. Pareto fronts were established by analysis of CV versus mean relative error.</p><p><strong>Results: </strong>Points at the Pareto fronts with low CV and high mean error resulted from using a low number of subsets, whilst points at the Pareto fronts associated with high CV but low mean error resulted from reconstructions with a high number of subsets. The number of projection angles had limited impact.</p><p><strong>Conclusions: </strong>For accurate estimation of the <sup>177</sup>Lu activity-concentration from SPECT images, the number of projection angles has limited importance, whilst the total acquisition time and the number of subsets and iterations are parameters of importance.</p>","PeriodicalId":11559,"journal":{"name":"EJNMMI Physics","volume":"11 1","pages":"62"},"PeriodicalIF":3.0000,"publicationDate":"2024-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11247071/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"EJNMMI Physics","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s40658-024-00667-7","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING","Score":null,"Total":0}
引用次数: 0

Abstract

Background: The aim was to investigate the noise and bias properties of quantitative 177Lu-SPECT with respect to the number of projection angles, and the number of subsets and iterations in the OS-EM reconstruction, for different total acquisition times.

Methods: Experimental SPECT acquisition of six spheres in a NEMA body phantom filled with 177Lu was performed, using medium-energy collimators and 120 projections with 180 s per projection. Bootstrapping was applied to generate data sets representing acquisitions with 20 to 120 projections for 10 min, 20 min, and 40 min, with 32 noise realizations per setting. Monte Carlo simulations were performed of 177Lu-DOTA-TATE in an anthropomorphic computer phantom with three tumours (2.8 mL to 40.0 mL). Projections representing 24 h and 168 h post administration were simulated, each with 32 noise realizations. Images were reconstructed using OS-EM with compensation for attenuation, scatter, and distance-dependent resolution. The number of subsets and iterations were varied within a constrained range of the product number of iterations × number of projections 2400 . Volumes-of-interest were defined following the physical size of the spheres and tumours, the mean activity-concentrations estimated, and the absolute mean relative error and coefficient of variation (CV) over noise realizations calculated. Pareto fronts were established by analysis of CV versus mean relative error.

Results: Points at the Pareto fronts with low CV and high mean error resulted from using a low number of subsets, whilst points at the Pareto fronts associated with high CV but low mean error resulted from reconstructions with a high number of subsets. The number of projection angles had limited impact.

Conclusions: For accurate estimation of the 177Lu activity-concentration from SPECT images, the number of projection angles has limited importance, whilst the total acquisition time and the number of subsets and iterations are parameters of importance.

用于 177Lu 活性定量的 SPECT 采集和重建设置的帕累托优化。
背景:目的是研究在不同的总采集时间下,定量 177Lu-SPECT 的噪声和偏差特性与投影角度数、OS-EM 重建中的子集数和迭代数的关系:方法:使用中等能量准直器和 120 次投射,每次投射 180 秒,对填充 177Lu 的 NEMA 人体模型中的六个球体进行了 SPECT 实验采集。采用引导法生成数据集,代表 10 分钟、20 分钟和 40 分钟内 20 至 120 个投影的采集,每个设置有 32 个噪声实现。在一个拟人计算机模型中对 177Lu-DOTA-TATE 进行了蒙特卡罗模拟,模型中有三个肿瘤(2.8 mL 至 40.0 mL)。模拟了用药后 24 小时和 168 小时的投影,每个投影有 32 个噪声实现。使用 OS-EM 重建图像,并对衰减、散射和与距离有关的分辨率进行补偿。子集数和迭代数在迭代数×投影数≤2400 的乘积限制范围内变化。根据球体和肿瘤的物理大小、估计的平均活性浓度以及计算的绝对平均相对误差和噪声变异系数(CV)来定义感兴趣体积。通过分析 CV 与平均相对误差,确定了帕累托前沿:结果:由于使用的子集数量较少,帕累托前沿上的点具有较低的变异系数和较高的平均误差;而由于重建的子集数量较多,帕累托前沿上的点具有较高的变异系数和较低的平均误差。投影角的数量影响有限:结论:要从 SPECT 图像中准确估计 177Lu 活性浓度,投影角度数的重要性有限,而总采集时间、子集数和迭代数则是重要参数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
EJNMMI Physics
EJNMMI Physics Physics and Astronomy-Radiation
CiteScore
6.70
自引率
10.00%
发文量
78
审稿时长
13 weeks
期刊介绍: EJNMMI Physics is an international platform for scientists, users and adopters of nuclear medicine with a particular interest in physics matters. As a companion journal to the European Journal of Nuclear Medicine and Molecular Imaging, this journal has a multi-disciplinary approach and welcomes original materials and studies with a focus on applied physics and mathematics as well as imaging systems engineering and prototyping in nuclear medicine. This includes physics-driven approaches or algorithms supported by physics that foster early clinical adoption of nuclear medicine imaging and therapy.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信