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First-in-human infection imaging with 89Zr-labelled leukocytes and comparison of scan quality with [99mTc]Tc-HMPAO-labelled leukocytes 首次使用 89Zr 标记的白细胞进行人体感染成像,并将扫描质量与[99mTc]Tc-HMPAO 标记的白细胞进行比较
Pub Date : 2024-07-22 DOI: 10.3389/fnume.2024.1426650
Maryke Kahts, Beverley Summers, Akhona Nkokheli Ndlela, A. Gutta, Phumudzo Nemutaduni, Andrew More, Aman Parsoo, T. Ebenhan, J. Zeevaart, Omer Aras, M. Sathekge
Nuclear medicine infection imaging is routinely performed with the use of leukocytes radiolabelled with technetium-99m hexamethylpropyleneamine oxime ([99mTc]Tc-HMPAO) and single-photon emission computed tomography (SPECT). Positron emission tomography (PET) is more sensitive than SPECT and results in higher-quality images. Zirconium-89 (89Zr) is a positron emitter with a half-life of 78.4 h, which translates to the biological half-life and slow biodistribution of intact cells and allows delayed PET imaging for more accurate biodistribution of the labelled leukocytes to infection foci. A first-in-human study with [89Zr]Zr-oxine-leukocytes in four healthy volunteers was reported in 2022. Our first-in-human study utilising the cell surface labelling approach aimed to image infection in patients with the use of 89Zr-labelled leukocytes, using p-isothiocyanatobenzyl-desferrioxamine B (Df-Bz-NCS) as a bifunctional chelating agent, and to compare the scan quality and biodistribution of [89Zr]Zr-Df-Bz-NCS-labelled leukocytes on PET images to SPECT images obtained with [99mTc]Tc-HMPAO-labelled leukocytes.Leukocytes were isolated from whole-blood samples of eight patients with clinically and/or radiologically confirmed infection. Isolated leukocytes were labelled with [99mTc]Tc-HMPAO according to standardised methods, and [89Zr]Zr-Df-Bz-NCS according to our previously published radiolabelling method. Whole-body SPECT imaging was performed 2 and 18 h post injection of [99mTc]Tc-HMPAO-labelled leukocytes, and whole-body PET/CT was performed 3 and 24 h post injection of [89Zr]Zr-Df-Bz-NCS-labelled leukocytes in seven patients.Successful [89Zr]Zr-Df-Bz-NCS-leukocyte labelling was achieved. High labelling efficiencies were obtained (81.7% ± 3.6%; n = 8). A mean high viability of [89Zr]Zr-Df-Bz-NCS-labelled leukocytes was observed (88.98% ± 12.51%). The [89Zr]Zr-Df-Bz-NCS-leukocyte labelling efficiency was not significantly affected by the white blood cell count of the patient. The performance of [99mTc]Tc-HMPAO- and [89Zr]Zr-Df-Bz-NCS-labelled leukocytes, in terms of the ability to accurately detect infection, were similar in two out of seven patients, and [99mTc]Tc-HMPAO-labelled leukocytes outperformed [89Zr]Zr-Df-Bz-NCS-labelled leukocytes in one patient with femoral osteomyelitis. However, in two cases of pulmonary pathology, [89Zr]Zr-Df-Bz-NCS-labelled leukocytes demonstrated improved pathological uptake. No skeletal activity was observed in any of the patients imaged with [89Zr]Zr-Df-Bz-NCS-labelled leukocytes, illustrating the in vivo stability of the radiolabel.Although the [89Zr]Zr-Df-Bz-NCS-leukocyte labelling aspect of this study was noteworthy, infection imaging did not yield convincingly positive results due to the pulmonary trapping of intravenously administered [89Zr]Zr-Df-Bz-NCS-labelled leukocytes.
核医学感染成像常规使用锝-99m 六甲基丙胺肟([99mTc]Tc-HMPAO)放射性标记的白细胞和单光子发射计算机断层扫描(SPECT)。正电子发射计算机断层扫描(PET)比 SPECT 更灵敏,图像质量更高。锆-89(89Zr)是一种正电子发射体,半衰期为 78.4 小时,这与完整细胞的生物半衰期和缓慢的生物分布相吻合,并允许延迟 PET 成像,以便更准确地将标记的白细胞生物分布到感染灶。据报道,2022 年在四名健康志愿者中首次进行了[89Zr]Zr-氧-白细胞的人体研究。我们首次采用细胞表面标记方法进行人体研究,旨在使用对异硫氰基苄基去铁胺 B(Df-Bz-NCS)作为双功能螯合剂,利用 89Zr 标记的白细胞对患者的感染情况进行成像、并比较 PET 图像上[89Zr]Zr-Df-Bz-NCS 标记的白细胞与 SPECT 图像上[99mTc]Tc-HMPAO 标记的白细胞的扫描质量和生物分布。从八名经临床和/或放射学证实感染的患者的全血样本中分离出白细胞。分离的白细胞按照标准化方法进行[99mTc]Tc-HMPAO标记,并按照我们之前公布的放射性标记方法进行[89Zr]Zr-Df-Bz-NCS标记。七名患者在注射[99mTc]Tc-HMPAO标记的白细胞后2小时和18小时进行了全身SPECT成像,在注射[89Zr]Zr-Df-Bz-NCS标记的白细胞后3小时和24小时进行了全身PET/CT成像。标记效率很高(81.7% ± 3.6%; n = 8)。观察到[89Zr]Zr-Df-Bz-NCS 标记的白细胞平均存活率很高(88.98% ± 12.51%)。患者的白细胞计数对[89Zr]Zr-Df-Bz-NCS-白细胞标记效率的影响不大。就准确检测感染的能力而言,[99mTc]Tc-HMPAO 和[89Zr]Zr-Df-Bz-NCS 标记的白细胞在七名患者中有两名患者的表现相似,而在一名股骨髓炎患者中,[99mTc]Tc-HMPAO 标记的白细胞优于[89Zr]Zr-Df-Bz-NCS 标记的白细胞。然而,在两例肺部病理病例中,[89Zr]Zr-Df-Bz-NCS 标记的白细胞显示出更好的病理吸收。虽然这项研究中[89Zr]Zr-Df-Bz-NCS-白细胞标记方面值得注意,但由于静脉注射的[89Zr]Zr-Df-Bz-NCS-白细胞被肺部捕获,感染成像并没有产生令人信服的积极结果。
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引用次数: 0
Performance of simplified methods for quantification of [18F]NaF uptake in fibrodysplasia ossificans progressiva 用于量化渐进性骨化性纤维软化症[18F]NaF 摄取的简化方法的性能
Pub Date : 2024-07-22 DOI: 10.3389/fnume.2024.1406947
R. D. de Ruiter, Esmée Botman, B. Teunissen, Adriaan A. Lammertsma, Ronald Boellaard, Pieter G. Raijmakers, Lothar A. Schwarte, Jakko A. Nieuwenhuijzen, Dinko Gonzalez Trotter, E. M. Eekhoff, M. Yaqub
Fibrodysplasia Ossificans Progressiva (FOP) is a rare, genetic disease in which heterotopic bone is formed in muscles, tendons and ligaments throughout the body. Disease progression is variable over time and between individuals. 18F-fluoride uptake in newly formed bone can be evaluated using [18F]NaF (i.e., sodiumfluoride) PET/CT, identifying active areas of bone formation in FOP. The purpose of this study was to assess the performance of various semi-quantitative methods with full kinetic analysis.Seven patients (age range: 20–31 years) with FOP underwent dynamic [18F]NaF scans at baseline and after one year. [18F]NaF uptake was measured in aorta descendens, vertebrae, heterotopic bone lesions and metabolically active regions on PET, and quantified using nonlinear regression (NLR) analysis together with standardized uptake value (SUV) and target-to-blood ratio (TBR). SUV was on measured the 40–45 min frame of the dynamic sequence (SUV40–45) and on the subsequent static sweep (SUVStatic). Correlations between and SUV40–45 and NLR-derived Ki were comparable when normalized to body weight (r = 0.81, 95% CI 0.64–0.90), lean body mass (r = 0.79, 95% CI 0.61–0.89) and body surface area (r = 0.84, 95% CI 0.70–0.92). Correlation between TBR40–45 and NLR-derived Ki (r = 0.92, 95% CI 0.85–0.96) was higher than for SUV40–45. Correlation between TBR40–45 and NLR-derived Ki was similar at baseline and after one year (r = 0.93 and 0.94). The change in TBR40–45 between baseline measurement and after one year correlated best with the change in NLR-derived Ki in the PET-active lesions (r = 0.87).The present data supports the use of TBR for assessing fluoride uptake in PET-active lesions in FOP.Sub-study of the Lumina-1 trial (clinicaltrials.gov, NCT03188666, registered 13-06-2017).
纤维增生性骨质疏松症(FOP)是一种罕见的遗传性疾病,患者全身的肌肉、肌腱和韧带都会形成异位骨。疾病的进展随时间和个体差异而变化。使用[18F]NaF(即氟化钠)PET/CT 可评估新形成骨中的 18F -氟化物摄取量,从而确定 FOP 中骨形成的活跃区域。本研究的目的是评估各种半定量方法与全动力学分析的性能。七名 FOP 患者(年龄范围:20-31 岁)在基线和一年后接受了动态 [18F]NaF 扫描。在 PET 上测量了主动脉降部、椎骨、异位骨病变和代谢活跃区域的[18F]NaF 摄取量,并使用非线性回归(NLR)分析以及标准化摄取值(SUV)和靶血比(TBR)进行量化。SUV是在动态序列的40-45分钟帧(SUV40-45)和随后的静态扫描(SUVStatic)中测量的。当与体重(r = 0.81,95% CI 0.64-0.90)、瘦体重(r = 0.79,95% CI 0.61-0.89)和体表面积(r = 0.84,95% CI 0.70-0.92)归一化时,SUV40-45 和 NLR 导出 Ki 之间的相关性相当。TBR40-45 与 NLR 导出 Ki 之间的相关性(r = 0.92,95% CI 0.85-0.96)高于 SUV40-45。基线时和一年后,TBR40-45 与 NLR 派生 Ki 之间的相关性相似(r = 0.93 和 0.94)。TBR40-45在基线测量和一年后的变化与PET活性病变中NLR衍生Ki的变化相关性最好(r = 0.87)。本数据支持使用TBR评估FOP PET活性病变中的氟吸收。
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引用次数: 0
Case report: When infection lurks behind malignancy: a unique case of primary bone lymphoma mimicking infectious process in the spine 病例报告:当感染潜伏在恶性肿瘤背后:一例独特的模仿脊柱感染过程的原发性骨淋巴瘤病例
Pub Date : 2024-07-15 DOI: 10.3389/fnume.2024.1402552
Ayoub Jaafari, Ornella Rizzo, Sohaïb Mansour, Anas Chbabou, A. Trépant, Rachid Attou, Celine Mathey
Primary bone lymphoma of the spine (PBL) is a rare entity that may be misdiagnosed due to its atypical location and clinical and imaging features mimicking certain pathologies as infectious processes, which complicates and delays diagnosis. Our case reports a patient in her sixties who had been suffering from chronic low back pain for a year, and had gradually started to develop cruralgia. She underwent a blood sample, magnetic resonance imaging (MRI), and positron emission tomography (18F-FDG-PET/CT) which revealed inflammatory syndrome, and an image of spondylodiscitis of the lumbar spine associated with a morphological and metabolical widespread invasion posteriorly suggesting epiduritis. No other lesions were found on the rest of the body. Neurosurgical management was performed and a biopsy was made. Histological results showed aggressive and diffuse large B-cell lymphoma, suggesting a diagnosis of PBL. This case highlights the first case of spondylodiscitis mimicking PBL in the lumbar spine, the intricacies of the diagnostic work-up, and the complexity of discriminating with an infectious process in the spine, as both have a similar, non-specific clinical presentation, while morphological and metabolic findings can be alike.
脊柱原发性骨淋巴瘤(PBL)是一种罕见的疾病,由于其位置不典型,临床和影像学特征与某些病变相似,可能被误诊为感染性过程,从而使诊断复杂化并延误诊断。我们的病例报告了一名六十多岁的患者,她患有慢性腰背痛一年,并逐渐开始出现嵴髓痛。她接受了血液采样、磁共振成像(MRI)和正电子发射断层扫描(18F-FDG-PET/CT)检查,结果显示她患有炎症综合征,腰椎脊柱盘炎,伴有形态学和代谢学上的后方广泛侵犯,提示有硬脊膜炎。身体其他部位未发现其他病变。患者接受了神经外科治疗,并进行了活组织检查。组织学结果显示为侵袭性弥漫大 B 细胞淋巴瘤,提示诊断为 PBL。本病例强调了腰椎中第一例模仿 PBL 的脊柱盘炎、诊断工作的复杂性以及与脊柱感染过程鉴别的复杂性,因为两者具有相似的非特异性临床表现,而形态学和代谢结果可能相似。
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引用次数: 0
QUALIPAED—A retrospective quality control study evaluating pediatric long axial field-of-view low-dose FDG-PET/CT QUALIPAED--评估儿科长轴视场低剂量FDG-PET/CT的回顾性质量控制研究
Pub Date : 2024-06-13 DOI: 10.3389/fnume.2024.1398773
Sabrina Honoré d’Este, F. L. Andersen, C. Schulze, E. Saxtoft, B. M. Fischer, K. F. Andersen
Pediatric patients have an increased risk of radiation-induced malignancies due to their ongoing development and long remaining life span. Thus, optimization of PET protocols is an important task in pediatric nuclear medicine. Long axial field-of-view (LAFOV) PET/CT has shown a significant increase in sensitivity, which provides an ideal opportunity for reduction of injected tracer activity in the pediatric population. In this study we aim to evaluate the clinical performance of a 2-[18F]FDG-tracer reduction from 3 MBq/kg to 1.5 MBq/kg on the Biograph Vision Quadra LAFOV PET/CT.The first 50 pediatric patients referred for clinical whole-body PET/CT with 1.5 MBq/kg 2-[18F]FDG, were included. A standard pediatric protocol was applied. Five reconstructions were created with various time, filter and iteration settings. Image noise was computed as coefficient-of-variance (COV = SD/mean standardized-uptake-value) calculated from a spherical 20–50 mm (diameter) liver volume-of-interest. Sets of reconstructions were reviewed by one nuclear medicine physicians, who reported image lesions on a pre-defined list of sites. Paired comparison analysis was performed with significance at PB < 0.05 (Bonferroni corrected).All reconstructions, except one, achieved a COVmean (0.08–0.15) equal to or lower than current clinical acceptable values (COVref ≤ 0.15). Image noise significantly improved with increasing acquisition time, lowering iterations (i) from 6i to 4i (both with five subsets) and when applying a 2 mm Gauss filter (PB < 0.001). Significant difference in lesion detection was seen from 150s to 300s and from 150s to 600s (PB = 0.006–0.007). 99% of all lesions rated as malignant could be found on the 150s reconstruction, while 100% was found on the 300s, when compared to the 600s reconstruction.Injected activity and scan time can be reduced to 1.5 MBq/kg 2-[18F]FDG with 5 min acquisition time on LAFOV PET/CT, while maintaining clinical performance in the pediatric population. These results can help limit radiation exposure to patients and personnel as well as shorten total scan time, which can help increase patient comfort, lessen the need for sedation and provide individually tailored scans.
小儿患者由于正在发育且剩余寿命较长,因此辐射诱发恶性肿瘤的风险较高。因此,优化 PET 方案是儿科核医学的一项重要任务。长轴视场(LAFOV)PET/CT 显示灵敏度显著提高,这为减少儿科患者的注射示踪剂活性提供了理想的机会。在本研究中,我们旨在评估在 Biograph Vision Quadra LAFOV PET/CT 上将 2-[18F]FDG 示踪剂从 3 MBq/kg 减少到 1.5 MBq/kg 的临床表现。采用标准儿科方案。以不同的时间、滤波器和迭代设置进行了五次重建。图像噪声以方差系数(COV = SD/平均标准化摄取值)计算,方差系数是根据20-50毫米(直径)的球形肝脏感兴趣体积计算得出的。一组重建图像由一名核医学医生审查,该医生报告预先确定的部位的图像病变。除一次外,所有重建的 COVmean(0.08-0.15)均等于或低于目前的临床可接受值(COVref ≤ 0.15)。随着采集时间的延长、迭代次数 (i) 从 6i 降至 4i(均为五个子集)以及应用 2 mm 高斯滤波器,图像噪声明显改善(PB < 0.001)。病变检测时间从 150 秒到 300 秒以及从 150 秒到 600 秒之间存在显著差异(PB = 0.006-0.007)。与 600s 重建相比,在 150s 重建中可发现 99% 的恶性病变,而在 300s 重建中则可发现 100% 的恶性病变。在 LAFOV PET/CT 上,注射活性和扫描时间可减少到 1.5 MBq/kg 2-[18F]FDG,采集时间为 5 分钟,同时还能保持儿科人群的临床表现。这些结果有助于限制对患者和工作人员的辐射照射,缩短总扫描时间,从而有助于提高患者的舒适度,减少镇静剂的需求,并提供量身定制的扫描。
{"title":"QUALIPAED—A retrospective quality control study evaluating pediatric long axial field-of-view low-dose FDG-PET/CT","authors":"Sabrina Honoré d’Este, F. L. Andersen, C. Schulze, E. Saxtoft, B. M. Fischer, K. F. Andersen","doi":"10.3389/fnume.2024.1398773","DOIUrl":"https://doi.org/10.3389/fnume.2024.1398773","url":null,"abstract":"Pediatric patients have an increased risk of radiation-induced malignancies due to their ongoing development and long remaining life span. Thus, optimization of PET protocols is an important task in pediatric nuclear medicine. Long axial field-of-view (LAFOV) PET/CT has shown a significant increase in sensitivity, which provides an ideal opportunity for reduction of injected tracer activity in the pediatric population. In this study we aim to evaluate the clinical performance of a 2-[18F]FDG-tracer reduction from 3 MBq/kg to 1.5 MBq/kg on the Biograph Vision Quadra LAFOV PET/CT.The first 50 pediatric patients referred for clinical whole-body PET/CT with 1.5 MBq/kg 2-[18F]FDG, were included. A standard pediatric protocol was applied. Five reconstructions were created with various time, filter and iteration settings. Image noise was computed as coefficient-of-variance (COV = SD/mean standardized-uptake-value) calculated from a spherical 20–50 mm (diameter) liver volume-of-interest. Sets of reconstructions were reviewed by one nuclear medicine physicians, who reported image lesions on a pre-defined list of sites. Paired comparison analysis was performed with significance at PB < 0.05 (Bonferroni corrected).All reconstructions, except one, achieved a COVmean (0.08–0.15) equal to or lower than current clinical acceptable values (COVref ≤ 0.15). Image noise significantly improved with increasing acquisition time, lowering iterations (i) from 6i to 4i (both with five subsets) and when applying a 2 mm Gauss filter (PB < 0.001). Significant difference in lesion detection was seen from 150s to 300s and from 150s to 600s (PB = 0.006–0.007). 99% of all lesions rated as malignant could be found on the 150s reconstruction, while 100% was found on the 300s, when compared to the 600s reconstruction.Injected activity and scan time can be reduced to 1.5 MBq/kg 2-[18F]FDG with 5 min acquisition time on LAFOV PET/CT, while maintaining clinical performance in the pediatric population. These results can help limit radiation exposure to patients and personnel as well as shorten total scan time, which can help increase patient comfort, lessen the need for sedation and provide individually tailored scans.","PeriodicalId":505895,"journal":{"name":"Frontiers in Nuclear Medicine","volume":"61 36","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141347086","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Editorial: Women in radionuclide therapy: 2023 社论:放射性核素治疗领域的女性:2023 年
Pub Date : 2024-05-09 DOI: 10.3389/fnume.2024.1411878
E. Lopci, Federica Matteucci
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引用次数: 0
Single-voxel delay map from long-axial field-of-view PET scans 长轴视场 PET 扫描的单体素延迟图
Pub Date : 2024-04-19 DOI: 10.3389/fnume.2024.1360326
Frederik Bay Nielsen, Ulrich Lindberg, Heloisa N. Bordallo, C. B. Johnbeck, Ian Law, B. M. Fischer, F. L. Andersen, T. L. Andersen
We present an algorithm to estimate the delay between a tissue time activity curve and a blood input curve at a single-voxel level tested on whole-body data from a long-axial field-of-view scanner with tracers of different noise characteristics.Whole-body scans of 15 patients divided equally among three tracers: [15O]H2O, [18F]FDG and [64Cu]Cu-DOTATATE, were used in development and testing of the algorithm. Delay time were estimated by fitting the cumulatively summed input function and tissue time activity curve with special considerations for noise. To evaluate the performance of the algorithm, it was compared against two other algorithms also commonly applied in delay estimation, name cross-correlation and a one-tissue compartment model with incorporated delay. All algorithms were tested on both synthetic time activity curves produced with the one-tissue compartment model with increasing levels of noise and delays between the tissue activity curve and the blood input curve. Whole-body delay maps were also calculated for each of the three tracers with data acquired on a long-axial field-of-view scanner with high time resolution.Our proposed model performs better for low signal-to-noise ratio time activity curves compared to both cross-correlation and the one-tissue compartment models for non-[15O]H2O tracers. Testing on synthetically produced time activity curves it displays only a small and even residual delay, while the one-tissue compartment model with included delay showed varying residual delays.The algorithm is robust to noise and proves applicable on a range of tracers as tested on [15O]H2O, [18F]FDG and [64Cu]Cu-DOTATATE, and hence is a viable option offering the ability for delay correction across various organs and tracers in use with kinetic modeling.
我们介绍了一种在单象素水平上估算组织时间活动曲线与血液输入曲线之间延迟的算法,该算法在长轴视场扫描仪的全身数据上进行了测试,并使用了具有不同噪声特性的示踪剂:算法的开发和测试使用了[15O]H2O、[18F]FDG和[64Cu]Cu-DOTATATE三种示踪剂。延迟时间是通过拟合累积总和输入函数和组织时间活动曲线估算出来的,并特别考虑了噪声。为了评估该算法的性能,还将其与其他两种通常应用于延迟估计的算法进行了比较,即名称交叉相关算法和包含延迟的单组织区室模型。所有算法都在使用单组织区室模型生成的合成时间活动曲线上进行了测试,测试中的噪声和组织活动曲线与血液输入曲线之间的延迟水平都在不断增加。与交叉相关模型和非[15O]H2O示踪剂的单组织室模型相比,我们提出的模型在低信噪比时间活动曲线上表现更好。在对合成的时间活动曲线进行测试时,它只显示出很小且均匀的残余延迟,而包含延迟的单组织区室模型则显示出不同的残余延迟。该算法对噪声很稳健,在对[15O]H2O、[18F]FDG和[64Cu]Cu-DOTATATE进行测试时,证明适用于一系列示踪剂,因此是一种可行的选择,能够在使用动力学建模时对各种器官和示踪剂进行延迟校正。
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引用次数: 0
Editorial: Bridging the gap to molecular imaging and theranostics 社论:缩小分子成像和治疗学之间的差距
Pub Date : 2024-04-11 DOI: 10.3389/fnume.2024.1385097
Stuart More, Mike Sathekge, Vikas Prasad
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引用次数: 0
Deep learning derived input function in dynamic [18F]FDG PET imaging of mice 小鼠动态 [18F]FDG PET 成像中的深度学习衍生输入功能
Pub Date : 2024-04-11 DOI: 10.3389/fnume.2024.1372379
Samuel Kuttner, L. Luppino, L. Convert, O. Sarrhini, Roger Lecomte, Michael C. Kampffmeyer, R. Sundset, Robert Jenssen
Dynamic positron emission tomography and kinetic modeling play a critical role in tracer development research using small animals. Kinetic modeling from dynamic PET imaging requires accurate knowledge of an input function, ideally determined through arterial blood sampling. Arterial cannulation in mice, however, requires complex, time-consuming and terminal surgery, meaning that longitudinal studies are impossible. The aim of the current work was to develop and evaluate a non-invasive, deep learning based prediction model (DLIF), that directly takes the PET data as input to predict a usable input function. We first trained and evaluated the DLIF model on 68 [18F]Fluorodeoxyglucose mouse scans with image-derived targets using cross validation. Subsequently, we evaluated the performance of a trained DLIF model on an external dataset consisting of 8 mouse scans where the input function was measured by continuous arterial blood sampling. The results showed that the predicted DLIF and image-derived targets were similar, and the net influx rate constants following from Patlak modeling using DLIF as input function were strongly correlated to the corresponding values obtained using the image-derived input function. There were somewhat larger discrepancies when evaluating the model on the external dataset, which could be attributed to systematic differences in the experimental setup between the two datasets. In conclusion, our non-invasive DLIF prediction method may be a viable alternative to arterial blood sampling in small animal [18F]FDG imaging. With further validation, DLIF could overcome the need for arterial cannulation and allow fully quantitative and longitudinal experiments in PET imaging studies of mice.
动态正电子发射断层扫描和动力学建模在利用小动物进行示踪剂开发研究中发挥着至关重要的作用。通过动态正电子发射计算机断层成像建立动力学模型需要准确了解输入函数,最好是通过动脉血采样确定输入函数。然而,小鼠动脉插管需要进行复杂、耗时的末期手术,这意味着不可能进行纵向研究。当前工作的目的是开发和评估一种非侵入式、基于深度学习的预测模型(DLIF),该模型直接将 PET 数据作为输入,以预测可用的输入函数。我们首先使用交叉验证在 68 个具有图像衍生目标的[18F]氟脱氧葡萄糖小鼠扫描上训练和评估了 DLIF 模型。随后,我们在一个由 8 个小鼠扫描组成的外部数据集上评估了训练好的 DLIF 模型的性能,该数据集的输入函数是通过连续动脉血采样测量的。结果显示,预测的 DLIF 目标和图像衍生目标相似,使用 DLIF 作为输入函数建立 Patlak 模型后得出的净流入率常数与使用图像衍生输入函数得出的相应值密切相关。在外部数据集上评估模型时,差异略大,这可能是由于两个数据集的实验设置存在系统性差异。总之,我们的无创 DLIF 预测方法可能是小动物[18F]FDG 成像中动脉血采样的可行替代方法。经过进一步验证,DLIF 可以克服动脉插管的需要,并允许在小鼠 PET 成像研究中进行完全定量的纵向实验。
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引用次数: 0
Deep learned triple-tracer multiplexed PET myocardial image separation 深度学习三重示踪剂复用 PET 心肌图像分离
Pub Date : 2024-04-11 DOI: 10.3389/fnume.2024.1379647
B. Pan, P. Marsden, A. J. Reader
In multiplexed positron emission tomography (mPET) imaging, physiological and pathological information from different radiotracers can be observed simultaneously in a single dynamic PET scan. The separation of mPET signals within a single PET scan is challenging due to the fact that the PET scanner measures the sum of the PET signals of all the tracers. The conventional multi-tracer compartment modeling method (MTCM) requires staggered injections and assumes that the arterial input functions (AIFs) of each tracer are known.In this work, we propose a deep learning-based method to separate triple-tracer PET images without explicitly knowing the AIFs. Dynamic triple-tracer noisy MLEM reconstruction was used as the network input and dynamic single-tracer noisy MLEM reconstructions were used as the training labels.A simulation study was performed to evaluate the performance of the proposed framework on triple-tracer ([18F]FDG+82Rb+[94mTc]sestamibi) PET myocardial imaging. The results show that the proposed methodology substantially reduced the noise level compared to the results obtained from single-tracer imaging. Additionally, it achieved lower bias and standard deviation in the separated single-tracer images compared to the MTCM-based method at both the voxel and ROI levels.As compared to the MTCM separation, the proposed method uses spatiotemporal information for separation, which enhances the separation performance at both the voxel and ROI levels. The simulation study also indicates the feasibility and potential of the proposed DL-based method for the application to pre-clinical and clinical studies.
在多重正电子发射断层扫描(mPET)成像中,可在一次动态正电子发射断层扫描中同时观察来自不同放射性同位素的生理和病理信息。由于正电子发射计算机扫描仪测量的是所有示踪剂的正电子发射信号之和,因此在一次正电子发射计算机扫描中分离 mPET 信号具有挑战性。传统的多示踪剂分区建模方法(MTCM)需要交错注射,并假设每种示踪剂的动脉输入函数(AIF)是已知的。我们进行了一项模拟研究,以评估拟议框架在三重示踪剂([18F]FDG+82Rb+[94mTc]sestamibi)PET心肌成像上的性能。结果表明,与单示踪剂成像结果相比,所提出的方法大大降低了噪音水平。此外,与基于 MTCM 的方法相比,该方法在体素和 ROI 层面上分离出的单示踪剂图像的偏差和标准偏差都更小。与 MTCM 分离法相比,该方法利用时空信息进行分离,从而提高了体素和 ROI 层面的分离性能。模拟研究还表明,基于 DL 的拟议方法具有应用于临床前和临床研究的可行性和潜力。
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引用次数: 0
Immunological effects of radiopharmaceutical therapy 放射性药物治疗的免疫效应
Pub Date : 2024-04-04 DOI: 10.3389/fnume.2024.1331364
Amanda G. Shea, Malick Bio Idrissou, Ana Isabel Torres, Tessa Chen, Reiner Hernandez, Zachary S Morris, Quaovi H. Sodji
Radiation therapy (RT) is a pillar of cancer therapy used in more than half of all cancer patients. Clinically, RT is mostly delivered as external beam radiation therapy (EBRT). However, the scope of EBRT is limited in the metastatic setting when all sites of disease need to be irradiated. Such limitation is attributed to radiation-induced toxicities including bone marrow and hematologic toxicities, ensuing from a large EBRT field. Radiopharmaceutical therapy (RPT) has emerged as an alternative to EBRT for the irradiation of all sites of metastatic disease. While RPT can reduce tumor burden, it can also impact the immune system and anti-tumor immunity. Understanding these effects is crucial for predicting and managing treatment-related hematological toxicities and optimizing their integration with other therapeutic modalities such as immunotherapies. Herein, we review the immunomodulatory effects of α- and β-particle emitter-based RPT on various immune cell lines including CD8+ and CD4+ T cells, natural killer (NK) cells, and regulatory T (Treg) cells. We briefly discuss Auger electron-emitter (AEE) based RPT and lastly, we highlight the combination of RPT with immune checkpoint inhibitors, which may offer potential therapeutic synergies for patients with metastatic cancers.
放射治疗(RT)是癌症治疗的支柱,半数以上的癌症患者都接受过这种治疗。在临床上,放射治疗大多采用体外射束疗法(EBRT)。然而,在需要对所有疾病部位进行照射的转移性环境中,EBRT 的应用范围受到了限制。这种局限性可归因于大面积 EBRT 放射野引起的辐射毒性,包括骨髓和血液毒性。放射性药物疗法(RPT)已成为 EBRT 的替代疗法,可对转移性疾病的所有部位进行照射。RPT 可以减轻肿瘤负担,但也会影响免疫系统和抗肿瘤免疫。了解这些影响对于预测和管理治疗相关的血液学毒性以及优化其与免疫疗法等其他治疗方式的整合至关重要。在此,我们回顾了基于α和β粒子发射体的RPT对各种免疫细胞系(包括CD8+和CD4+ T细胞、自然杀伤(NK)细胞和调节性T(Treg)细胞)的免疫调节作用。我们简要讨论了基于奥杰电子发射体(AEE)的 RPT,最后,我们强调了 RPT 与免疫检查点抑制剂的结合,这可能会为转移性癌症患者提供潜在的协同治疗效果。
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Frontiers in Nuclear Medicine
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