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Gamma camera imaging characteristics of 203/212Pb as a theragnostic pair for targeted alpha therapy: a feasibility study. 203/212Pb作为靶向α治疗的诊断对的伽马相机成像特征:可行性研究
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-05-27 DOI: 10.1186/s40658-025-00763-2
David Kästner, Holger Hartmann, Robert Freudenberg, Marc Pretze, Claudia Brogsitter, Michael K Schultz, Jörg Kotzerke, Enrico Michler

Background: 203Pb and 212Pb show promise as theragnostic agents for targeted alpha therapy (TAT) because two chemically identical isotopes can be used for diagnostic imaging and treatment. In the 212Pb decay chain, in addition to alpha and beta particles, a large number of photons are emitted, those with an energy of 239 keV and the characteristic X-rays of 212Pb could be used for imaging. 203Pb decays by photon emission with an energy of 279 keV, which appears suitable for gamma camera imaging. The aim of this study was to investigate suitable imaging protocols and to characterize the scintigraphic imaging properties and their implications for the clinical feasibility as theragnostic isotopes.

Methods: Planar and SPECT/CT images were obtained with medium- and high-energy collimators on a Siemens Symbia Intevo 6 using a NEMA image quality phantom in various phantom setups and another body-shaped phantom with several inserts. Different energy windows were investigated and measurements were evaluated in terms of sensitivity, count rate performance, spatial resolution, contrast recovery, lesion detectability, and image quantification.

Results: Evaluation of image quality showed superior imaging characteristics for 203Pb compared to 212Pb regarding spatial resolution, contrast recovery, image noise, and quantification accuracy. Both medium- and high- energy collimators were suitable for 203Pb imaging, with the medium energy collimators showed slightly better imaging properties. Images obtained with the HE collimators in the 79 keV energy window showed the best visual image quality for 212Pb. Due to high-energy photon emissions from 212Pb daughter nuclides (e.g., 2.6 MeV from 208Tl), dead time related count losses occurred even at low activities (20% count loss at 20 MBq for MELP collimators).

Conclusions: According to our results and first-in-human imaging studies, SPECT/CT imaging with the 203/212Pb theragnostic pair is clinically feasible. 203Pb is an appropriate imaging surrogate to investigate pharmacokinetics and perform predictive dosimetry. The less favorable imaging characteristics of 212Pb make image quantification and post-treatment dosimetry challenging and require further research.

背景:203Pb和212Pb有望作为靶向α治疗(TAT)的诊断药物,因为两种化学性质相同的同位素可用于诊断成像和治疗。在212Pb衰变链中,除了α粒子和β粒子外,还发射出大量光子,这些光子的能量为239 keV, 212Pb的特征x射线可用于成像。203Pb的光子衰变能量为279 keV,适合伽玛相机成像。本研究的目的是探讨合适的成像方案,并表征放射成像特性及其作为诊断同位素的临床可行性。方法:在西门子Symbia Intevo 6中、高能准直器上使用NEMA图像质量模体和另一个带有多个插入的体形模体获得平面和SPECT/CT图像。研究了不同的能量窗,并从灵敏度、计数率性能、空间分辨率、对比度恢复、病变可检测性和图像量化等方面对测量结果进行了评估。结果:图像质量评价显示,203Pb在空间分辨率、对比度恢复、图像噪声和量化精度方面优于212Pb。中能量准直器和高能准直器均适用于203Pb成像,其中中能量准直器成像性能略好。在79 keV能量窗口内用HE准直器获得的图像显示212Pb的最佳视觉图像质量。由于来自212Pb子核素的高能光子发射(例如来自208Tl的2.6 MeV),即使在低活度下也会发生死区时间相关的计数损失(MELP准直器在20 MBq时损失20%)。结论:根据我们的研究结果和首次人体成像研究,SPECT/CT成像与203/212Pb诊断对在临床上是可行的。203Pb是研究药代动力学和预测剂量学的合适成像替代物。212Pb较差的成像特性给图像量化和后处理剂量测定带来了挑战,需要进一步研究。
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引用次数: 0
First performance evaluation of easyPET.3D, a high-resolution and cost-effective benchtop preclinical PET scanner. 首次对easyPET进行性能评价。3D,高分辨率和成本效益的台式临床前PET扫描仪。
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-05-26 DOI: 10.1186/s40658-025-00757-0
Fabiana M Ribeiro, Pedro M C C Encarnação, Ana L M Silva, Pedro M M Correia, Afonso X Pinto, Regina G Oliveira, José Sereno, Mariana Lapo Pais, Antero Abrunhosa, Ismael F Castro, Ana C Santos, João F C A Veloso

Purpose: EasyPET.3D is a preclinical positron emission tomography (PET) scanner with a unique scanning method based on two face-to-face detector modules with two axes of motion. Its performance evaluation is presented using the NEMA NU-4 standards and an animal model.

Methods: Each detector module consists of a 32 × 2 pixelated cerium-doped lutetium-yttrium oxyorthosilicate (LYSO:Ce) scintillator array with individual crystals of 2.0 × 2.0 × 30 mm3. The crystal arrays are coupled to 1.3 × 1.3 mm2 silicon photomultipliers (SiPMs). The transaxial field-of-view (FoV) is adjustable up to 48 mm in diameter, and the axial length is 73 mm. The performance characterization includes spatial resolution, sensitivity, count rate, scatter fraction (SF), and image quality (IQ) measurements. Furthermore, mice experiments were conducted to evaluate the in vivo imaging capability.

Results: Spatial resolution at the FoV centre (CFoV) in radial, tangential, and axial directions was 0.98±0.08, 0.97±0.06 and 0.94±0.08 mm, respectively. An absolute sensitivity of 0.23% was measured at CFoV. The mouse-like phantom SF was 16% (913 cps at 18 MBq). Recovery coefficients in the IQ phantom varied from 21±34% to 85±50% (1 to 5 mm diameter rods, accordingly). The uniformity was 17.6%, and spill-over ratios for water-filled and air-filled chambers were 0.49 and 0.40, respectively.

Conclusion: EasyPET.3D geometry favours the reduction of parallax error, despite its low sensitivity. The system linearity is suitable for the low range of activities (7-8 MBq) used for mice imaging. The overall performance showed that easyPET.3D has potential for entry-level preclinical applications.

用途:EasyPET。3D是一种临床前正电子发射断层扫描(PET)扫描仪,具有独特的扫描方法,基于两个具有两个运动轴的面对面检测器模块。采用NEMA NU-4标准和动物模型对其进行了性能评价。方法:每个探测器模块由一个32 × 2像素的掺铈镥钇氧硅酸盐(LYSO:Ce)闪烁体阵列组成,单个晶体为2.0 × 2.0 × 30 mm3。晶体阵列耦合到1.3 × 1.3 mm2硅光电倍增管(sipm)上。跨轴视场(FoV)直径可调至48毫米,轴向长度为73毫米。性能表征包括空间分辨率、灵敏度、计数率、散射分数(SF)和图像质量(IQ)测量。此外,还进行了小鼠实验,以评估其体内成像能力。结果:视场中心径向、切向、轴向的空间分辨率分别为0.98±0.08、0.97±0.06、0.94±0.08 mm。CFoV的绝对灵敏度为0.23%。小鼠样幻体SF为16% (913 cps, 18 MBq)。IQ模体的恢复系数从21±34%到85±50%不等(相应直径为1至5 mm的棒)。均匀性为17.6%,充水腔和充气腔的溢出比分别为0.49和0.40。结论:EasyPET。三维几何有利于减少视差误差,尽管它的低灵敏度。该系统线性度适用于低活度范围(7-8 MBq)用于小鼠成像。综合性能表明,easyPET。3D技术在入门级临床前应用方面具有潜力。
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引用次数: 0
Performance evaluation of a medium axial field-of-view sparse PET system based on flat panels of monolithic LYSO detectors: a simulation study. 基于单片LYSO探测器平板的中轴视场稀疏PET系统性能评价:仿真研究。
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-05-26 DOI: 10.1186/s40658-025-00766-z
Maya Abi-Akl, Jens Maebe, Boris Vervenne, Othmane Bouhali, Christian Vanhove, Stefaan Vandenberghe

Background: The combination of longer axial field-of-view (AFOV) and time-of-flight positron emission tomography (PET) has significantly improved system sensitivity and, as a result, image quality. This study investigates a cost-effective extended AFOV PET system design using monolithic LYSO detectors with depth-of-interaction capabilities. These detectors, arranged in a vertical flat-panel geometry and positioned closer to the patient, enable superior spatial resolution while maintaining a compact and affordable system design. We simulate the performance of two flat-panel PET configurations: one with a fully populated 106 cm AFOV and another cost-efficient design featuring a reduced AFOV with axial gaps and vertical panel motion optimized for head and torso imaging.

Methods: Both configurations consist of two monolithic LYSO-based flat panels placed 50 cm apart. The panels are 71 cm wide, with the Long Flat Panel (L-FP) design extending to a length of 106 cm while the Sparse Medium Flat Panel (SpM-FP) design measures 60 cm in length. Monte Carlo simulations evaluated the two designs using the NEMA protocol and additional tests for a more thorough assessment. Sensitivity, spatial resolution, axial noise variability, and image quality were analyzed, and an XCAT phantom at standard dose was used to demonstrate the achievable clinical image quality.

Results: The SpM-FP showed 4-5 times lower sensitivity than the L-FP, requiring an acquisition time of 2-3 min to match the image quality achieved by the L-FP in 30 s. This finding is supported by the contrast-to-noise ratio of the image quality phantom and the standard deviation values obtained from the liver and lung regions of the XCAT phantom. Both configurations achieved uniform spatial resolution below 2 mm in the two directions parallel to the panels and an average of 3-3.5 mm in the direction towards the panels, with slight degradation observed away from the center of the AFOV. Additionally, the axial noise profile of the SpM-FP revealed minimal variability.

Conclusions: The SpM-FP design shows potential as a cost-effective system, combining the benefits of extended AFOV, superior spatial resolution and high patient throughput.

背景:长轴向视场(AFOV)和飞行时间正电子发射断层扫描(PET)的结合显著提高了系统的灵敏度,从而提高了图像质量。本研究探讨了一种具有成本效益的扩展AFOV PET系统设计,该系统使用具有深度交互能力的单片LYSO探测器。这些探测器以垂直平板几何形状排列,位置更靠近患者,在保持紧凑和经济实惠的系统设计的同时,实现了卓越的空间分辨率。我们模拟了两种平板PET配置的性能:一种是完全填充的106厘米AFOV,另一种具有成本效益的设计,具有减少的AFOV,轴向间隙和垂直面板运动,针对头部和躯干成像进行了优化。方法:这两种配置都由两个单片lyso基平板组成,相距50厘米。面板宽71厘米,长平面面板(L-FP)设计延伸到106厘米的长度,而稀疏中等平面面板(SpM-FP)设计的长度为60厘米。蒙特卡罗模拟使用NEMA协议和额外的测试来评估这两种设计,以进行更彻底的评估。分析了灵敏度、空间分辨率、轴向噪声变异性和图像质量,并使用标准剂量的XCAT幻影来演示可实现的临床图像质量。结果:SpM-FP的灵敏度比L-FP低4-5倍,需要2-3 min的采集时间才能达到L-FP在30 s内获得的图像质量。这一发现得到了图像质量虚像的噪比和XCAT虚像的肝脏和肺部区域的标准偏差值的支持。在平行于面板的两个方向上,两种配置都实现了均匀的空间分辨率低于2mm,在朝向面板的方向上平均为3-3.5 mm,在远离AFOV中心的地方观察到轻微的退化。此外,SpM-FP的轴向噪声分布显示最小的变异性。结论:SpM-FP设计显示了作为一种具有成本效益的系统的潜力,结合了扩展AFOV,优越的空间分辨率和高患者吞吐量的优点。
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引用次数: 0
Shorter SPECT scans using self-supervised coordinate learning to synthesize skipped projection views. 更短的SPECT扫描使用自监督坐标学习合成跳过的投影视图。
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-05-20 DOI: 10.1186/s40658-025-00762-3
Zongyu Li, Yixuan Jia, Xiaojian Xu, Jason Hu, Jeffrey A Fessler, Yuni K Dewaraja
<p><strong>Purpose: </strong>This study addresses the challenge of extended SPECT imaging duration under low-count conditions, as encountered in Lu-177 SPECT imaging, by developing a self-supervised learning approach to synthesize skipped SPECT projection views, thus shortening scan times in clinical settings.</p><p><strong>Methods: </strong>We developed SpeRF, a SPECT reconstruction pipeline that integrates synthesized and measured projections, using a self-supervised coordinate-based learning framework inspired by Neural Radiance Fields (NeRF). For each single scan, SpeRF independently trains a multi-layer perceptron (MLP) to estimate skipped SPECT projection views. SpeRF was tested with various down-sampling factors (DFs = 2, 4, 8) on both Lu-177 phantom SPECT/CT measurements and clinical SPECT/CT datasets, from 11 patients undergoing [177Lu]Lu-DOTATATE and 6 patients undergoing [177Lu]Lu-PSMA-617 radiopharmaceutical therapy. Performance was evaluated both in projection space and by comparing reconstructed images using (1) all measured views ("Full"), (2) down-sampled measured views only ("Partial"), and partially measured views combined with skipped views (3) generated by linear interpolation ("LinInt") and (4) synthesized by our method ("SpeRF").</p><p><strong>Results: </strong>SpeRF projections demonstrated lower Normalized Root Mean Squared Difference (NRMSD) compared to the measured projections, than LinInt projections. Across various DFs, the NRMSD for SpeRF projections averaged 7% vs. 10% in phantom studies, 18% vs. 26% in DOTATATE patient studies, and 20% vs. 21% in PSMA-617 patient studies, compared to LinInt projections. For SPECT reconstructions, DF = 4 is recommended as the best trade-off between acquisition time and image quality. At DF = 4, in terms of Contrast-to-Noise Ratio relative to Full, SpeRF outperformed LinInt and Partial: (1) DOTATATE: 88% vs. 69% vs. 69% for lesions and 88% vs. 73% vs. 67% for kidney, (2) PSMA-617: 78% vs. 71% vs. 69% for lesions and 78% vs. 57% vs. 67% for organs, including kidneys, lacrimal glands, parotid glands, and submandibular glands. SpeRF slightly underestimated count recovery relative to Full, compared to Partial but still outperformed LinInt: (1) DOTATATE: 98% vs. 100% vs. 88% for lesions and 98% vs. 100% vs. 94% for kidney, (2) PSMA-617: 98% vs. 101% vs. 94% for lesions and 96% vs. 101% vs. 78% for organs.</p><p><strong>Conclusion: </strong>The proposed method, SpeRF, shows potential for significant reduction in acquisition time (up to a factor of 4) while maintaining quantitative accuracy in clinical SPECT protocols by allowing for the collection of fewer projections. The self-supervised nature of SpeRF, with data processed independently on each patient's projection data, eliminates the need for extensive training datasets. The reduction in acquisition time is particularly relevant for imaging under low-count conditions and for protocols that require multiple-bed positions such as whole-bo
目的:本研究通过开发一种自我监督学习方法来合成跳过的SPECT投影视图,从而缩短临床扫描时间,解决了在低计数条件下延长SPECT成像时间的挑战,如在Lu-177 SPECT成像中遇到的问题。方法:我们开发了SpeRF,这是一个集成了合成和测量投影的SPECT重建管道,使用受神经辐射场(NeRF)启发的基于自监督坐标的学习框架。对于每次扫描,SpeRF独立训练一个多层感知器(MLP)来估计跳过的SPECT投影视图。对11名接受[177Lu]Lu-DOTATATE治疗的患者和6名接受[177Lu]Lu-PSMA-617放射药物治疗的患者的Lu-177幻影SPECT/CT测量数据和临床SPECT/CT数据集进行了SpeRF的各种降采样因子(DFs = 2、4、8)测试。在投影空间中,通过比较(1)所有测量视图(“完整”)、(2)仅下采样测量视图(“部分”)和部分测量视图结合跳过视图(3)由线性插值生成(“LinInt”)和(4)由我们的方法合成(“SpeRF”)的重建图像来评估性能。结果:与测量结果相比,SpeRF预测显示出较低的归一化均方根差(NRMSD)。在各种df中,与LinInt预测相比,SpeRF预测的NRMSD在幻影研究中平均为7%对10%,在DOTATATE患者研究中为18%对26%,在PSMA-617患者研究中为20%对21%。对于SPECT重建,推荐DF = 4作为采集时间和图像质量之间的最佳折衷。在DF = 4时,就相对于Full的对比噪声比而言,SpeRF优于LinInt和Partial:(1) DOTATATE:病变88% vs. 69% vs.肾脏88% vs. 73% vs. 67%, (2) PSMA-617:病变78% vs. 71% vs. 69%,器官78% vs. 57% vs. 67%,包括肾脏、泪腺、腮腺和下颌下腺。SpeRF与Full相比略微低估了计数恢复,但仍然优于LinInt:(1) DOTATATE:病变98% vs 100% vs 88%,肾脏98% vs 100% vs 94%, (2) PSMA-617:病变98% vs 101% vs 94%,器官96% vs 101% vs 78%。结论:提出的方法,SpeRF,显示出显著减少采集时间(高达4倍)的潜力,同时通过允许收集更少的投影,保持临床SPECT方案的定量准确性。SpeRF的自我监督性质,对每个患者的投影数据进行独立处理,消除了对大量训练数据集的需要。减少采集时间对于低计数条件下的成像和需要多床位置(如全身成像)的方案尤其重要。
{"title":"Shorter SPECT scans using self-supervised coordinate learning to synthesize skipped projection views.","authors":"Zongyu Li, Yixuan Jia, Xiaojian Xu, Jason Hu, Jeffrey A Fessler, Yuni K Dewaraja","doi":"10.1186/s40658-025-00762-3","DOIUrl":"10.1186/s40658-025-00762-3","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Purpose: &lt;/strong&gt;This study addresses the challenge of extended SPECT imaging duration under low-count conditions, as encountered in Lu-177 SPECT imaging, by developing a self-supervised learning approach to synthesize skipped SPECT projection views, thus shortening scan times in clinical settings.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;We developed SpeRF, a SPECT reconstruction pipeline that integrates synthesized and measured projections, using a self-supervised coordinate-based learning framework inspired by Neural Radiance Fields (NeRF). For each single scan, SpeRF independently trains a multi-layer perceptron (MLP) to estimate skipped SPECT projection views. SpeRF was tested with various down-sampling factors (DFs = 2, 4, 8) on both Lu-177 phantom SPECT/CT measurements and clinical SPECT/CT datasets, from 11 patients undergoing [177Lu]Lu-DOTATATE and 6 patients undergoing [177Lu]Lu-PSMA-617 radiopharmaceutical therapy. Performance was evaluated both in projection space and by comparing reconstructed images using (1) all measured views (\"Full\"), (2) down-sampled measured views only (\"Partial\"), and partially measured views combined with skipped views (3) generated by linear interpolation (\"LinInt\") and (4) synthesized by our method (\"SpeRF\").&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;SpeRF projections demonstrated lower Normalized Root Mean Squared Difference (NRMSD) compared to the measured projections, than LinInt projections. Across various DFs, the NRMSD for SpeRF projections averaged 7% vs. 10% in phantom studies, 18% vs. 26% in DOTATATE patient studies, and 20% vs. 21% in PSMA-617 patient studies, compared to LinInt projections. For SPECT reconstructions, DF = 4 is recommended as the best trade-off between acquisition time and image quality. At DF = 4, in terms of Contrast-to-Noise Ratio relative to Full, SpeRF outperformed LinInt and Partial: (1) DOTATATE: 88% vs. 69% vs. 69% for lesions and 88% vs. 73% vs. 67% for kidney, (2) PSMA-617: 78% vs. 71% vs. 69% for lesions and 78% vs. 57% vs. 67% for organs, including kidneys, lacrimal glands, parotid glands, and submandibular glands. SpeRF slightly underestimated count recovery relative to Full, compared to Partial but still outperformed LinInt: (1) DOTATATE: 98% vs. 100% vs. 88% for lesions and 98% vs. 100% vs. 94% for kidney, (2) PSMA-617: 98% vs. 101% vs. 94% for lesions and 96% vs. 101% vs. 78% for organs.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusion: &lt;/strong&gt;The proposed method, SpeRF, shows potential for significant reduction in acquisition time (up to a factor of 4) while maintaining quantitative accuracy in clinical SPECT protocols by allowing for the collection of fewer projections. The self-supervised nature of SpeRF, with data processed independently on each patient's projection data, eliminates the need for extensive training datasets. The reduction in acquisition time is particularly relevant for imaging under low-count conditions and for protocols that require multiple-bed positions such as whole-bo","PeriodicalId":11559,"journal":{"name":"EJNMMI Physics","volume":"12 1","pages":"47"},"PeriodicalIF":3.0,"publicationDate":"2025-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12092854/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144109948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Feasibility of simplified Patlak parametric imaging with scaled population-based input function on pancreatic cancer. 基于比例人口输入函数的胰腺癌简化Patlak参数成像的可行性。
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-05-20 DOI: 10.1186/s40658-025-00758-z
Zhixin Hao, Haiqiong Zhang, Yonghong Dang, Jiangdong Qiu, Mengshi Yan, Xinchun Yan, Zhenghai Huang, Chao Ren, Taiping Zhang, Wenming Wu, Li Huo

Background: This study evaluates the feasibility of using a simplified Patlak parametric imaging technique with a scaled population-based input function (sPBIF) in pancreatic cancer.

Methods: Twenty-six patients underwent multi-bed, multi-pass [18F]FDG PET/CT scans, from which both dynamic and static PET images were reconstructed. Patlak parametric images were generated from the dynamic PET series using both the image-derived input function (IDIF) and the sPBIF. The consistency between IDIF and sPBIF was evaluated by comparing the area under the curve (AUC) and Patlak parameters derived from both input functions. The detectability of pancreatic lesions, assessed by tumor-to-background ratio (TBR) and contrast-to-noise ratio (CNR), was compared between SUV and Patlak parametric images. Additionally, the correlation between clinicopathological features and PET parameters, including SUV and Patlak values, was analyzed.

Results: We found good agreement between the AUC for IDIF and sPBIF with correlation coefficients of 0.87 and 0.93 for the 0-30 min and 0-50 min intervals, respectively. The Patlak parameters from IDIF and sPBIF presented correlation coefficients higher than 0.94. The SUV and Patlak Ki exhibited correlation coefficients greater than 0.92 and 0.73 in malignant and benign pancreatic lesions, respectively. The SUV and Patlak V0 correlated with correlation coefficients higher than 0.75 in benign lesions, but exhibited only a weak correlation in malignant lesions. The TBR of Patlak Ki was significantly higher in malignant lesions compared to SUV. However, the CNR of Patlak Ki was lower due to increased noise in the parametric images. Most clinicopathological features showed weak correlation with PET parameters, except for a marginal classification of lesion differentiation by the maximum Ki value.

Conclusions: The sPBIF approach enables the acquisition of additional Patlak parametric images alongside static SUV imaging in pancreatic cancer patients. Ki parametric imaging provided higher contrast than static imaging for detecting pancreatic lesions.

背景:本研究评估了在胰腺癌中使用简化的Patlak参数成像技术和缩放的基于人群的输入函数(sPBIF)的可行性。方法:对26例患者进行多床、多道次[18F]FDG PET/CT扫描,重建动态和静态PET图像。利用图像衍生输入函数(IDIF)和sPBIF从动态PET序列中生成Patlak参数图像。通过比较两种输入函数的曲线下面积(AUC)和Patlak参数来评估IDIF和sPBIF的一致性。通过肿瘤与背景比(TBR)和对比噪声比(CNR)评估胰腺病变的可检出性,比较SUV和Patlak参数图像之间的差异。此外,我们还分析了临床病理特征与PET参数(包括SUV和Patlak值)的相关性。结果:在0-30 min和0-50 min的时间间隔内,IDIF和sPBIF的AUC的相关系数分别为0.87和0.93。与sPBIF的Patlak参数相关系数均大于0.94。在胰腺恶性病变和良性病变中,SUV与Patlak Ki的相关系数分别大于0.92和0.73。良性病变中SUV与Patlak V0相关系数均大于0.75,恶性病变中SUV与Patlak V0相关系数较弱。在恶性病变中,Patlak Ki的TBR明显高于SUV。然而,由于参数图像中的噪声增加,Patlak Ki的CNR较低。大多数临床病理特征与PET参数相关性较弱,除了最大Ki值对病变分化有边缘性分类。结论:sPBIF方法可以在胰腺癌患者的静态SUV成像的同时获得额外的Patlak参数图像。Ki参数成像对胰腺病变的检测比静态成像具有更高的对比度。
{"title":"Feasibility of simplified Patlak parametric imaging with scaled population-based input function on pancreatic cancer.","authors":"Zhixin Hao, Haiqiong Zhang, Yonghong Dang, Jiangdong Qiu, Mengshi Yan, Xinchun Yan, Zhenghai Huang, Chao Ren, Taiping Zhang, Wenming Wu, Li Huo","doi":"10.1186/s40658-025-00758-z","DOIUrl":"10.1186/s40658-025-00758-z","url":null,"abstract":"<p><strong>Background: </strong>This study evaluates the feasibility of using a simplified Patlak parametric imaging technique with a scaled population-based input function (sPBIF) in pancreatic cancer.</p><p><strong>Methods: </strong>Twenty-six patients underwent multi-bed, multi-pass [<sup>18</sup>F]FDG PET/CT scans, from which both dynamic and static PET images were reconstructed. Patlak parametric images were generated from the dynamic PET series using both the image-derived input function (IDIF) and the sPBIF. The consistency between IDIF and sPBIF was evaluated by comparing the area under the curve (AUC) and Patlak parameters derived from both input functions. The detectability of pancreatic lesions, assessed by tumor-to-background ratio (TBR) and contrast-to-noise ratio (CNR), was compared between SUV and Patlak parametric images. Additionally, the correlation between clinicopathological features and PET parameters, including SUV and Patlak values, was analyzed.</p><p><strong>Results: </strong>We found good agreement between the AUC for IDIF and sPBIF with correlation coefficients of 0.87 and 0.93 for the 0-30 min and 0-50 min intervals, respectively. The Patlak parameters from IDIF and sPBIF presented correlation coefficients higher than 0.94. The SUV and Patlak K<sub>i</sub> exhibited correlation coefficients greater than 0.92 and 0.73 in malignant and benign pancreatic lesions, respectively. The SUV and Patlak V<sub>0</sub> correlated with correlation coefficients higher than 0.75 in benign lesions, but exhibited only a weak correlation in malignant lesions. The TBR of Patlak K<sub>i</sub> was significantly higher in malignant lesions compared to SUV. However, the CNR of Patlak K<sub>i</sub> was lower due to increased noise in the parametric images. Most clinicopathological features showed weak correlation with PET parameters, except for a marginal classification of lesion differentiation by the maximum K<sub>i</sub> value.</p><p><strong>Conclusions: </strong>The sPBIF approach enables the acquisition of additional Patlak parametric images alongside static SUV imaging in pancreatic cancer patients. K<sub>i</sub> parametric imaging provided higher contrast than static imaging for detecting pancreatic lesions.</p>","PeriodicalId":11559,"journal":{"name":"EJNMMI Physics","volume":"12 1","pages":"46"},"PeriodicalIF":3.0,"publicationDate":"2025-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12092890/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144109935","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimized production of 89Zr as a medical radioisotope on a variable energy cyclotron and external beam-line. 医用放射性同位素89Zr在变能量回旋加速器和外束流线上的优化生产。
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-05-12 DOI: 10.1186/s40658-025-00755-2
Diana Cocioabă, Simona Baruta, Liviu Crăciun, Radu Leonte, Andrei Necsoiu, Maria-Roxana Tudoroiu-Cornoiu, Alexandru Jipa, Dana Niculae
<p><strong>Background: </strong>Zirconium-89 (<sup>89</sup>Zr) is a highly valued diagnostic radionuclide for positron emission tomography (PET) due to its long physical half-life of 78.4 h and decay characteristics, being preferred for the radiolabelling of nanoparticles and slow kinetics macromolecules, such as antibodies. <sup>89</sup>Zr-based high-resolution PET images can be employed to scan tumours and localize the tracer on a longer timeframe, which allows for real-time therapy monitoring. The goal of this study was to maximize the <sup>89</sup>Zr production yield by fine-tunning the irradiation parameters of a solid target, in two different experimental set-ups, using a variable energy 14-19 MeV TR-19 cyclotron. Monte Carlo programs simulated the irradiation geometry and estimated the activity and irradiation yields produced by the <sup>89</sup>Y(p, n)<sup>89</sup>Zr reaction, at the process optimal parameters. The resulted data were compared with the experimental data collected in our particular irradiation setups.</p><p><strong>Results: </strong><sup>89</sup>Zr was obtained from <sup>nat</sup>Y foil target using: (A) the solid target holder placed on the extraction port, and (B) the automated solid target irradiation station, installed on a sloped-down extension of the proton beamline. The two irradiation geometries are differentiated by the distances from the respective extraction ports, beam-geometry and shape, cooling capacity, and degrader's thickness. Based on the specific geometries, A and B, the Monte Carlo simulations output determined the optimal experimental irradiation parameters (extracted energy, degrader thickness, proton current intensity), as well as the target thickness. The 250 μm <sup>nat</sup>Y foils were irradiated with 14 MeV protons and an integrated current of 32 µA·h, on the solid target configuration A, and with 15.2 MeV protons, 100 µA·h on the solid target configuration B. After the dissolution and purification of the targets, [<sup>89</sup>Zr]Zr-oxalate solutions of 1.28 ± 0.18 GBq, and 2.95 ± 0.31 GBq respectively, were evaluated, to determine the radionuclidic purity and contaminant levels of <sup>89</sup>Zr solutions across different incident proton beam energies. The pharmaceutical specifications require the solutions radionuclidic purity to be above 99.9% of the total radioactivity, as criteria of their suitability for use as radiopharmaceutical precursors for antibodies radiolabelling.</p><p><strong>Conclusions: </strong>Simulations were providing optimized input parameters to maximize the production yield of <sup>89</sup>Zr and subsequently, to achieve the highest possible activity with no detriment to radionuclide purity, as per the [<sup>89</sup>Zr]Zr-oxalate solution pharmaceutical specification. The parameters were then implemented in the experiments, and the production processes were tested on two particular irradiation configurations. The yields and activities produced through <sup>89</sup>Y(p,
背景:锆-89 (89Zr)由于其78.4 h的长物理半衰期和衰变特性,是一种非常有价值的正电子发射断层扫描(PET)诊断放射性核素,被首选用于纳米粒子和慢动力学大分子(如抗体)的放射性标记。基于89zr的高分辨率PET图像可用于扫描肿瘤,并在更长的时间范围内定位示踪剂,从而实现实时治疗监测。本研究的目的是通过微调固体目标的辐照参数,在两种不同的实验装置中,使用可变能量的14-19 MeV TR-19回旋加速器,最大限度地提高89Zr的产量。蒙特卡罗程序模拟了辐照几何形状,并估计了在最佳工艺参数下89Y(p, n)89Zr反应的活度和辐照产率。结果数据与我们在特定辐照装置中收集的实验数据进行了比较。结果:利用(A)放置在提取口上的固体靶架和(B)安装在质子束线倾斜延伸处的自动固体靶照射站,从nty箔靶中获得89Zr。这两种辐照几何形状是根据与各自提取口的距离、光束的几何形状、冷却能力和降解器的厚度来区分的。根据具体的几何形状A和B,蒙特卡罗模拟输出确定了最佳的实验辐照参数(提取能量、降解器厚度、质子电流强度)以及目标厚度。用14 MeV质子和32µA·h的综合电流照射250 μm y薄膜,固体靶构型为A,固体靶构型为b,固体靶构型为15.2 MeV质子,100µA·h。靶溶解纯化后,分别以1.28±0.18 GBq和2.95±0.31 GBq的[89Zr]草酸锆溶液进行评价,以确定不同入射质子束能量下89Zr溶液的放射性核素纯度和污染物水平。药品规范要求溶液的放射性核素纯度高于总放射性的99.9%,作为其适合用作抗体放射性标记的放射性药物前体的标准。结论:模拟提供了优化的输入参数,以最大限度地提高89Zr的产量,并在不损害放射性核素纯度的情况下达到最高活性,符合[89Zr]草酸锆溶液药物规范。然后在实验中实施了这些参数,并在两种特定的辐照配置下测试了生产过程。TR-19回旋加速器上89Y(p, n)89Zr反应的产率和活度与模拟结果吻合,在18.4-21.3%之间,其中包括辐照和后处理过程中的活度损失以及活度测量和截面值带来的不确定性。
{"title":"Optimized production of <sup>89</sup>Zr as a medical radioisotope on a variable energy cyclotron and external beam-line.","authors":"Diana Cocioabă, Simona Baruta, Liviu Crăciun, Radu Leonte, Andrei Necsoiu, Maria-Roxana Tudoroiu-Cornoiu, Alexandru Jipa, Dana Niculae","doi":"10.1186/s40658-025-00755-2","DOIUrl":"10.1186/s40658-025-00755-2","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Zirconium-89 (&lt;sup&gt;89&lt;/sup&gt;Zr) is a highly valued diagnostic radionuclide for positron emission tomography (PET) due to its long physical half-life of 78.4 h and decay characteristics, being preferred for the radiolabelling of nanoparticles and slow kinetics macromolecules, such as antibodies. &lt;sup&gt;89&lt;/sup&gt;Zr-based high-resolution PET images can be employed to scan tumours and localize the tracer on a longer timeframe, which allows for real-time therapy monitoring. The goal of this study was to maximize the &lt;sup&gt;89&lt;/sup&gt;Zr production yield by fine-tunning the irradiation parameters of a solid target, in two different experimental set-ups, using a variable energy 14-19 MeV TR-19 cyclotron. Monte Carlo programs simulated the irradiation geometry and estimated the activity and irradiation yields produced by the &lt;sup&gt;89&lt;/sup&gt;Y(p, n)&lt;sup&gt;89&lt;/sup&gt;Zr reaction, at the process optimal parameters. The resulted data were compared with the experimental data collected in our particular irradiation setups.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;&lt;sup&gt;89&lt;/sup&gt;Zr was obtained from &lt;sup&gt;nat&lt;/sup&gt;Y foil target using: (A) the solid target holder placed on the extraction port, and (B) the automated solid target irradiation station, installed on a sloped-down extension of the proton beamline. The two irradiation geometries are differentiated by the distances from the respective extraction ports, beam-geometry and shape, cooling capacity, and degrader's thickness. Based on the specific geometries, A and B, the Monte Carlo simulations output determined the optimal experimental irradiation parameters (extracted energy, degrader thickness, proton current intensity), as well as the target thickness. The 250 μm &lt;sup&gt;nat&lt;/sup&gt;Y foils were irradiated with 14 MeV protons and an integrated current of 32 µA·h, on the solid target configuration A, and with 15.2 MeV protons, 100 µA·h on the solid target configuration B. After the dissolution and purification of the targets, [&lt;sup&gt;89&lt;/sup&gt;Zr]Zr-oxalate solutions of 1.28 ± 0.18 GBq, and 2.95 ± 0.31 GBq respectively, were evaluated, to determine the radionuclidic purity and contaminant levels of &lt;sup&gt;89&lt;/sup&gt;Zr solutions across different incident proton beam energies. The pharmaceutical specifications require the solutions radionuclidic purity to be above 99.9% of the total radioactivity, as criteria of their suitability for use as radiopharmaceutical precursors for antibodies radiolabelling.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Simulations were providing optimized input parameters to maximize the production yield of &lt;sup&gt;89&lt;/sup&gt;Zr and subsequently, to achieve the highest possible activity with no detriment to radionuclide purity, as per the [&lt;sup&gt;89&lt;/sup&gt;Zr]Zr-oxalate solution pharmaceutical specification. The parameters were then implemented in the experiments, and the production processes were tested on two particular irradiation configurations. The yields and activities produced through &lt;sup&gt;89&lt;/sup&gt;Y(p, ","PeriodicalId":11559,"journal":{"name":"EJNMMI Physics","volume":"12 1","pages":"45"},"PeriodicalIF":3.0,"publicationDate":"2025-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12069782/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144062847","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantitative capabilities of commercial CZT SPECT-CT cameras with 99mTc. 99mTc商用CZT SPECT-CT相机的定量能力。
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-05-10 DOI: 10.1186/s40658-025-00754-3
Alain Seret, Claire Bernard

Background: This study aimed to analyse the quantitative capabilities of cadmium-zinc-telluride (CZT)-based SPECT-CT cameras using 99mTc, comparable to the analysis performed a decade ago for the sodium iodide (NaI) SPECT-CT systems available on the market at that time. This survey assessed one dual-head (GE Discovery NM870 CZT) and two ring (GE Starguide, Spectrum Dynamics Veriton 200) CZT cameras, as well as a state-of-the-art NaI dual-head system (Siemens Intevo Bold) that served as reference. Attenuation and scatter correction accuracy was explored, contrast recovery for small cold and hot rods measured, as well as the quantification in a large uniform area using user-determined conversion factors. Tomography reconstruction was performed with the manufacturers' iterative algorithms that allowed for attenuation correction, scatter correction and resolution recovery.

Results: Using the NEMA NU-2 1994 dedicated phantom, attenuation and scatter corrections seemed to perform very well. Equally, the contrast recovery of cold rods seemed to be superior for the CZT systems. However, the contrast recovery for the hot rods was inferior to the NaI camera, whereas it was comparable without the scatter correction. Finally, a quantification error of less than 5% was shown to be reachable when using adequate user-determined conversion factors. For the NaI camera, all results were similar to those of the past study.

Conclusions: Without scatter correction, the CZT SPECT systems showed contrast performance similar to the NaI camera. With scatter correction, this held true for cold objects but the contrast of hot objects was not significantly improved or was degraded depending on the system considered and the object size. Quantification errors of less than 5% were achievable. It is hoped that on-going developments at both manufacturers will improve the scatter correction accuracy.

背景:本研究旨在利用99mTc分析基于碲化镉锌(CZT)的SPECT-CT相机的定量能力,与十年前对当时市场上可用的碘化钠(NaI) SPECT-CT系统进行的分析相比较。本次调查评估了一台双头(GE Discovery NM870 CZT)和两台环形(GE Starguide, Spectrum Dynamics Veriton 200) CZT相机,以及一个最先进的NaI双头系统(Siemens Intevo Bold)作为参考。研究了衰减和散射校正精度,测量了小冷棒和热棒的对比度恢复,以及使用用户确定的转换因子在大均匀区域内进行量化。使用制造商的迭代算法进行层析重建,该算法允许衰减校正、散射校正和分辨率恢复。结果:使用NEMA NU-2 1994专用模体,衰减和散射校正似乎表现得很好。同样,冷棒的对比恢复似乎优于CZT系统。然而,热棒的对比度恢复不如NaI相机,而在没有散射校正的情况下是相当的。最后,当使用足够的用户决定的转换因子时,可以达到小于5%的量化误差。对于NaI相机,所有结果与过去的研究结果相似。结论:在没有散射校正的情况下,CZT SPECT系统显示出与NaI相机相似的对比度性能。通过散射校正,这对冷物体是正确的,但热物体的对比度并没有显着提高或降低,这取决于所考虑的系统和物体的大小。定量误差小于5%。希望两家制造商的持续发展将提高散射校正精度。
{"title":"Quantitative capabilities of commercial CZT SPECT-CT cameras with <sup>99m</sup>Tc.","authors":"Alain Seret, Claire Bernard","doi":"10.1186/s40658-025-00754-3","DOIUrl":"https://doi.org/10.1186/s40658-025-00754-3","url":null,"abstract":"<p><strong>Background: </strong>This study aimed to analyse the quantitative capabilities of cadmium-zinc-telluride (CZT)-based SPECT-CT cameras using <sup>99m</sup>Tc, comparable to the analysis performed a decade ago for the sodium iodide (NaI) SPECT-CT systems available on the market at that time. This survey assessed one dual-head (GE Discovery NM870 CZT) and two ring (GE Starguide, Spectrum Dynamics Veriton 200) CZT cameras, as well as a state-of-the-art NaI dual-head system (Siemens Intevo Bold) that served as reference. Attenuation and scatter correction accuracy was explored, contrast recovery for small cold and hot rods measured, as well as the quantification in a large uniform area using user-determined conversion factors. Tomography reconstruction was performed with the manufacturers' iterative algorithms that allowed for attenuation correction, scatter correction and resolution recovery.</p><p><strong>Results: </strong>Using the NEMA NU-2 1994 dedicated phantom, attenuation and scatter corrections seemed to perform very well. Equally, the contrast recovery of cold rods seemed to be superior for the CZT systems. However, the contrast recovery for the hot rods was inferior to the NaI camera, whereas it was comparable without the scatter correction. Finally, a quantification error of less than 5% was shown to be reachable when using adequate user-determined conversion factors. For the NaI camera, all results were similar to those of the past study.</p><p><strong>Conclusions: </strong>Without scatter correction, the CZT SPECT systems showed contrast performance similar to the NaI camera. With scatter correction, this held true for cold objects but the contrast of hot objects was not significantly improved or was degraded depending on the system considered and the object size. Quantification errors of less than 5% were achievable. It is hoped that on-going developments at both manufacturers will improve the scatter correction accuracy.</p>","PeriodicalId":11559,"journal":{"name":"EJNMMI Physics","volume":"12 1","pages":"44"},"PeriodicalIF":3.0,"publicationDate":"2025-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12065687/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143989874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transfer learning‑based attenuation correction in 99mTc-TRODAT-1 SPECT for Parkinson's disease using realistic simulation and clinical data. 基于迁移学习的帕金森病99mTc-TRODAT-1 SPECT衰减校正使用真实模拟和临床数据。
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-05-06 DOI: 10.1186/s40658-025-00756-1
Wenbo Huang, Han Jiang, Yu Du, Haiyan Wang, Hao Sun, Guang-Uei Hung, Greta S P Mok

Purpose: Dopamine transporter (DAT) SPECT is an effective tool for early Parkinson's disease (PD) detection and heavily hampered by attenuation. Attenuation correction (AC) is the most important correction among other corrections. Transfer learning (TL) with fine-tuning (FT) a pre-trained model has shown potential in enhancing deep learning (DL)-based AC methods. In this study, we investigate leveraging realistic Monte Carlo (MC) simulation data to create a pre-trained model for TL-based AC (TLAC) to improve AC performance for DAT SPECT.

Methods: A total number of 200 digital brain phantoms with realistic 99mTc-TRODAT-1 distribution was used to generate realistic noisy SPECT projections using MC SIMIND program and an analytical projector. One hundred real clinical 99mTc-TRODAT-1 brain SPECT data were also retrospectively analyzed. All projections were reconstructed with and without CT-based attenuation correction (CTAC/NAC). A 3D conditional generative adversarial network (cGAN) was pre-trained using 200 pairs of simulated NAC and CTAC SPECT data. Subsequently, 8, 24, and 80 pairs of clinical NAC and CTAC DAT SPECT data were employed to fine-tune the pre-trained U-Net generator of cGAN (TLAC-MC). Comparisons were made against without FT (DLAC-MC), training on purely limited clinical data (DLAC-CLI), clinical data with data augmentation (DLAC-AUG), mixed MC and clinical data (DLAC-MIX), TL using analytical simulation data (TLAC-ANA), and Chang's AC (ChangAC). All datasets used for DL-based methods were split to 7/8 for training and 1/8 for validation, and a 1-/2-/5-fold cross-validation were applied to test all 100 clinical datasets, depending on the numbers of clinical data used in the training model.

Results: With 8 available clinical datasets, TLAC-MC achieved the best result in Normalized Mean Squared Error (NMSE) and Structural Similarity Index Measure (SSIM) (TLAC-MC; NMSE = 0.0143 ± 0.0082/SSIM = 0.9355 ± 0.0203), followed by DLAC-AUG, DLAC-MIX, TLAC-ANA, DLAC-CLI, DLAC-MC, ChangAC and NAC. Similar trends exist when increasing the number of clinical datasets. For TL-based AC methods, the fewer clinical datasets available for FT, the greater the improvement as compared to DLAC-CLI using the same number of clinical datasets for training. Joint histograms analysis and Bland-Altman plots of SBR results also demonstrate consistent findings.

Conclusion: TLAC is feasible for DAT SPECT with a pre-trained model generated purely based on simulation data. TLAC-MC demonstrates superior performance over other DL-based AC methods, particularly when limited clinical datasets are available. The closer the pre-training data is to the target domain, the better the performance of the TLAC model.

目的:多巴胺转运体(DAT) SPECT是早期帕金森病(PD)检测的有效工具,但严重受到衰减的阻碍。在各种校正中,衰减校正(AC)是最重要的。带有微调(FT)的迁移学习(TL)是一种预训练模型,在增强基于深度学习(DL)的交流方法方面显示出潜力。在本研究中,我们研究了利用现实蒙特卡罗(MC)模拟数据为基于tl的AC (TLAC)创建预训练模型,以提高数据SPECT的AC性能。方法:采用MC SIMIND程序和分析投影仪,对200张真实99mTc-TRODAT-1分布的数字脑影进行模拟,生成真实的带噪SPECT投影。对100例临床99mTc-TRODAT-1脑SPECT数据进行回顾性分析。所有投影在有和没有基于ct的衰减校正(CTAC/NAC)的情况下重建。利用200对模拟的NAC和CTAC SPECT数据对三维条件生成对抗网络(cGAN)进行了预训练。随后,使用8对、24对和80对临床NAC和CTAC数据SPECT数据对预训练的cGAN U-Net发生器(TLAC-MC)进行微调。与无FT (dlacc -MC)、纯有限临床数据训练(dlacc - cli)、数据增强临床数据训练(dlacc - aug)、混合MC和临床数据训练(dlacc - mix)、分析模拟数据训练(tlacc - ana)和Chang’s AC (ChangAC)进行比较。基于dl的方法使用的所有数据集被分成7/8用于训练和1/8用于验证,并根据训练模型中使用的临床数据的数量,应用1-/2-/5倍交叉验证来测试所有100个临床数据集。结果:在8个临床数据集中,tlc - mc在归一化均方误差(NMSE)和结构相似指数测量(SSIM) (tlc - mc;NMSE = 0.0143±0.0082/SSIM = 0.9355±0.0203),其次为dlacc - aug、dlacc - mix、dlacc - ana、dlacc - cli、dlacc - mc、ChangAC和NAC。当增加临床数据集的数量时,也存在类似的趋势。对于基于tl的AC方法,可用于FT的临床数据集越少,与使用相同数量的临床数据集进行训练的placc - cli相比,改进越大。SBR结果的联合直方图分析和Bland-Altman图也显示了一致的发现。结论:单纯基于仿真数据生成的预训练模型,TLAC用于数据SPECT是可行的。TLAC-MC表现出优于其他基于dl的AC方法的性能,特别是在有限的临床数据集可用时。预训练数据越接近目标域,TLAC模型的性能越好。
{"title":"Transfer learning‑based attenuation correction in <sup>99m</sup>Tc-TRODAT-1 SPECT for Parkinson's disease using realistic simulation and clinical data.","authors":"Wenbo Huang, Han Jiang, Yu Du, Haiyan Wang, Hao Sun, Guang-Uei Hung, Greta S P Mok","doi":"10.1186/s40658-025-00756-1","DOIUrl":"https://doi.org/10.1186/s40658-025-00756-1","url":null,"abstract":"<p><strong>Purpose: </strong>Dopamine transporter (DAT) SPECT is an effective tool for early Parkinson's disease (PD) detection and heavily hampered by attenuation. Attenuation correction (AC) is the most important correction among other corrections. Transfer learning (TL) with fine-tuning (FT) a pre-trained model has shown potential in enhancing deep learning (DL)-based AC methods. In this study, we investigate leveraging realistic Monte Carlo (MC) simulation data to create a pre-trained model for TL-based AC (TLAC) to improve AC performance for DAT SPECT.</p><p><strong>Methods: </strong>A total number of 200 digital brain phantoms with realistic <sup>99m</sup>Tc-TRODAT-1 distribution was used to generate realistic noisy SPECT projections using MC SIMIND program and an analytical projector. One hundred real clinical <sup>99m</sup>Tc-TRODAT-1 brain SPECT data were also retrospectively analyzed. All projections were reconstructed with and without CT-based attenuation correction (CTAC/NAC). A 3D conditional generative adversarial network (cGAN) was pre-trained using 200 pairs of simulated NAC and CTAC SPECT data. Subsequently, 8, 24, and 80 pairs of clinical NAC and CTAC DAT SPECT data were employed to fine-tune the pre-trained U-Net generator of cGAN (TLAC-MC). Comparisons were made against without FT (DLAC-MC), training on purely limited clinical data (DLAC-CLI), clinical data with data augmentation (DLAC-AUG), mixed MC and clinical data (DLAC-MIX), TL using analytical simulation data (TLAC-ANA), and Chang's AC (ChangAC). All datasets used for DL-based methods were split to 7/8 for training and 1/8 for validation, and a 1-/2-/5-fold cross-validation were applied to test all 100 clinical datasets, depending on the numbers of clinical data used in the training model.</p><p><strong>Results: </strong>With 8 available clinical datasets, TLAC-MC achieved the best result in Normalized Mean Squared Error (NMSE) and Structural Similarity Index Measure (SSIM) (TLAC-MC; NMSE = 0.0143 ± 0.0082/SSIM = 0.9355 ± 0.0203), followed by DLAC-AUG, DLAC-MIX, TLAC-ANA, DLAC-CLI, DLAC-MC, ChangAC and NAC. Similar trends exist when increasing the number of clinical datasets. For TL-based AC methods, the fewer clinical datasets available for FT, the greater the improvement as compared to DLAC-CLI using the same number of clinical datasets for training. Joint histograms analysis and Bland-Altman plots of SBR results also demonstrate consistent findings.</p><p><strong>Conclusion: </strong>TLAC is feasible for DAT SPECT with a pre-trained model generated purely based on simulation data. TLAC-MC demonstrates superior performance over other DL-based AC methods, particularly when limited clinical datasets are available. The closer the pre-training data is to the target domain, the better the performance of the TLAC model.</p>","PeriodicalId":11559,"journal":{"name":"EJNMMI Physics","volume":"12 1","pages":"43"},"PeriodicalIF":3.0,"publicationDate":"2025-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12055695/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143983981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Auto-segmentation, radiomic reproducibility, and comparison of radiomics between manual and AI-derived segmentations for coronary arteries in cardiac [18F]NaF PET/CT images. 心脏冠状动脉人工和人工智能分割的自动分割、放射组学可重复性和放射组学比较[18F]NaF PET/CT图像。
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-04-27 DOI: 10.1186/s40658-025-00751-6
Suning Li, Jake Kendrick, Martin A Ebert, Ghulam Mubashar Hassan, Nathaniel Barry, Keaton Wright, Sing Ching Lee, Jamie W Bellinge, Carl Schultz
<p><strong>Background: </strong>[<sup>18</sup>F]NaF is a potential biomarker for assessing cardiac risk. Automated analysis of [<sup>18</sup>F]NaF positron emission tomography (PET) images, specifically through quantitative image analysis ("radiomics"), can potentially enhance diagnostic accuracy and personalised patient management. However, it is essential to evaluate the reproducibility and reliability of radiomic features to ensure their clinical applicability. This study aimed to (i) develop and evaluate an automated model for coronary artery segmentation using [<sup>18</sup>F]NaF PET and calcium scoring computed tomography (CSCT) images, (ii) assess inter- and intra-observer radiomic reproducibility from manual segmentations, and (iii) evaluate the radiomics reliability from AI-derived segmentations by comparison with manual segmentations.</p><p><strong>Results: </strong>141 patients from the "effects of Vitamin K and Colchicine on vascular calcification activity" (VikCoVac, ACTRN12616000024448) trial were included. 113 were used to train an auto-segmentation model using nnUNet on [<sup>18</sup>F]NaF PET and CSCT images. Reproducibility of inter- and intra-observer radiomics and reliability of radiomics from AI-derived segmentations was assessed using lower bound of intraclass correlation coefficient (ICC). The auto-segmentation model achieved an average Dice Similarity Coefficient of 0.61 ± 0.05, having no statistically significant difference compared to the intra-observer variability (p = 0.922). For the unfiltered images, 47(12.6%) CT and 25(7.5%) PET radiomics were inter-observer reproducible, while 133(35.8%) CT and 57(15.3%) PET radiomics were intra-observer reproducible. 7(9.7%) CT and 18(25.0%) PET first-order features, as well as 17(17.7%) CT GLCM features, were reproducible for both inter- and intra-observer analyses. 9.8% and 16.8% of radiomics from AI-derived segmentations showed excellent and good reliability. First-order features were most reliable (ICC > 0.75; 78/144[54.2%]) and shape features least (2/112[1.8%]). CT features demonstrated greater reliability (147/428[34.3%]) than PET (81/428 [18.9%]). Features from the left anterior descending (76/214[35.5%]) and right coronary artery (75/214[35.0%]) were more reliability than the circumflex (49/214[22.9%]) and left main (28/214[13.1%]) arteries.</p><p><strong>Conclusions: </strong>An effective segmentation model for coronary arteries was developed and reproducible [<sup>18</sup>F]NaF PET/CSCT radiomics were identified through inter- and intra-observer assessments, supporting their clinical applicability. The reliability of radiomics from AI-derived segmentations compared to manual segmentations was highlighted. The novelty of [<sup>18</sup>F]NaF as a biomarker underscores its potential in providing unique insights into vascular calcification activity and cardiac risk assessment.</p><p><strong>Clinical trial registration: </strong>VIKCOVAC trial ("effects of Vitamin K and Colc
背景:[18F]NaF是评估心脏风险的潜在生物标志物。自动分析[18F]NaF正电子发射断层扫描(PET)图像,特别是通过定量图像分析(“放射组学”),可以潜在地提高诊断准确性和个性化患者管理。然而,评估放射学特征的再现性和可靠性是确保其临床适用性的必要条件。本研究旨在(i)开发和评估使用[18F]NaF PET和钙评分计算机断层扫描(CSCT)图像进行冠状动脉分割的自动化模型,(ii)评估人工分割的观察者之间和观察者内部放射组学可重复性,以及(iii)通过与人工分割的比较,评估人工智能衍生分割的放射组学可靠性。结果:纳入“维生素K和秋水仙碱对血管钙化活性的影响”(VikCoVac, ACTRN12616000024448)试验141例患者。113个模型在[18F]NaF PET和CSCT图像上使用nnUNet训练自动分割模型。使用类内相关系数(ICC)的下界评估了观察者间和观察者内部放射组学的可重复性以及人工智能衍生分割的放射组学的可靠性。自动分割模型的平均骰子相似系数为0.61±0.05,与观察者内部变异率相比差异无统计学意义(p = 0.922)。对于未过滤的图像,47张(12.6%)CT和25张(7.5%)PET放射组学具有观察者间可重复性,133张(35.8%)CT和57张(15.3%)PET放射组学具有观察者内可重复性。7个(9.7%)CT和18个(25.0%)PET一级特征,以及17个(17.7%)CT GLCM特征在观察者间和观察者内部分析中都是可重复的。9.8%和16.8%的人工智能放射组学显示出优异和良好的可靠性。一阶特征最可靠(ICC > 0.75;78/144[54.2%])和形状特征最少(2/112[1.8%])。CT表现的可靠性(147/428[34.3%])高于PET(81/428[18.9%])。左前降支(76/214[35.5%])和右冠状动脉(75/214[35.0%])的特征比旋支(49/214[22.9%])和左主干(28/214[13.1%])的特征更可靠。结论:建立了一种有效的冠状动脉分割模型,并通过观察者间和观察者内部评估确定了可重复的NaF PET/CSCT放射组学[18F],支持其临床适用性。强调了与人工分割相比,人工智能衍生分割的放射组学的可靠性。[18F]NaF作为生物标志物的新颖性强调了其在血管钙化活动和心脏风险评估方面提供独特见解的潜力。临床试验注册:VIKCOVAC试验(“维生素K和秋水仙碱对血管钙化活性的影响”)。唯一标识符:ACTRN12616000024448。网址:https://www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=368825。
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引用次数: 0
Do cell culturing influence the radiosensitizing effect of gold nanoparticles: a Monte Carlo study. 细胞培养是否影响金纳米颗粒的放射增敏效应:蒙特卡洛研究。
IF 3 2区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-04-18 DOI: 10.1186/s40658-025-00746-3
J Antunes, T Pinheiro, I Marques, S Pires, M Filomena Botelho, J M Sampaio, A Belchior

Background: Cell culture can be categorized into two major types: adherent and suspension. Both are used in a range of diverse research applications, exhibiting Pros and Cons, depending on what is being studied. In the field of Internal Emitters (IE), different morphological features such as nuclei size, cytoplasm ratio, and shape could influence its non-uniformity deposition and thus impact on the biological outcome. In this work we tested the hypothesis that cellular morphology differences, offered by adherent and suspension cultures, influence the radiosensitizing effect of gold nanoparticles (AuNPs).

Methods: Using two PC3 cellular models, taken using confocal microscopy, we conducted Monte Carlo simulations to investigate the effects of different irradiation conditions on cellular Survival Fractions (SF). Our simulations focused on cells exposed to two distinct irradiation sources: 60Co and 14 MeV protons, along both the longer and shorter axes of the cells to assess directional influences on cell survival. Additionally, we compared the SF of cells adherent to the culture flask with those in suspension, reflecting different experimental and potentially clinical scenarios.

Results: In the absence of AuNPs, neither cell type nor irradiation direction significantly affected SF for the radiation types tested. However, with AuNPs present, SF demonstrated a strong dependence on irradiation direction and cell morphology.

Conclusions: Our results indicate that the direction of irradiation plays a crucial role in determining the effectiveness of AuNPs in reducing SF. Furthermore, the results suggest that using cells in suspension will reduce the dependence of cell survival on the beam direction during irradiation, regardless of the radiation quality used.

背景:细胞培养可分为两种主要类型:贴壁和悬浮。两者都用于一系列不同的研究应用,根据所研究的内容显示出优点和缺点。在内发射体(IE)领域,细胞核大小、细胞质比例和形状等不同的形态特征会影响其沉积的不均匀性,从而影响生物学结果。在这项工作中,我们测试了一个假设,即细胞形态的差异,由贴壁和悬浮培养提供,影响金纳米颗粒(AuNPs)的放射增敏效应。方法:采用共聚焦显微镜对2个PC3细胞模型进行蒙特卡罗模拟,研究不同辐照条件对细胞存活分数(SF)的影响。我们的模拟集中在细胞暴露于两种不同的辐照源:60Co和14mev质子,沿着细胞的长轴和短轴来评估对细胞存活的定向影响。此外,我们比较了贴壁细胞与悬浮细胞的SF,反映了不同的实验和潜在的临床情况。结果:在没有AuNPs的情况下,细胞类型和照射方向对SF均无显著影响。然而,当AuNPs存在时,SF表现出对照射方向和细胞形态的强烈依赖。结论:我们的研究结果表明,照射方向在决定AuNPs降低SF的有效性方面起着至关重要的作用。此外,研究结果表明,无论使用何种辐射质量,使用悬浮细胞都可以降低细胞存活对照射过程中光束方向的依赖。
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引用次数: 0
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