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18F-FDG-PET/CT for polymyalgia rheumatica: agreement and diagnostic accuracy of routine PET scan report vs. standardized PMR PET scores. 18F-FDG-PET/CT诊断风湿性多肌痛:常规PET扫描报告与标准化PMR PET评分的一致性和诊断准确性
Pub Date : 2025-03-10 eCollection Date: 2025-01-01 DOI: 10.3389/fnume.2025.1550881
Kornelis S M van der Geest, Rob G J Grootelaar, Karin Bouwman, Maria Sandovici, Andor W J M Glaudemans, Elisabeth Brouwer, Riemer H J A Slart

Background: 18F-FDG-PET/CT may reveal widespread inflammation of musculoskeletal structures in polymyalgia rheumatica (PMR). Currently, scans are subjectively analysed based on the overall gestalt of the scan. Standardized PET scores may potentially aid the interpretation of the scans for suspected PMR. Here, we compared the agreement and diagnostic accuracy of routine PET scan reports vs. the most validated PET scores for PMR.

Methods: 68 consecutive patients with suspected PMR (treatment-naïve, n = 29; already treated, n = 39) undergoing 18F-FDG-PET/CT were included. In glucocorticoid-treated patients, complete tapering was pursued prior to the scan. Conclusions of routine PET scan reports were interpretated by three independent readers as "PMR", "not PMR" or "unclear". The Leuven and Leuven/Groningen scores were determined. Agreement of scan report interpretation, and agreement of routine scan reports and PET scores were determined. Sensitivity and specificity were determined for the routine scan report and the two scores, with the clinical diagnosis established after 6 months follow-up as the reference standard.

Results: A diagnosis of PMR was made in 45/68 patients. Routine scan reports were uniformly rated by all three readers in 54 (78%) cases. Following a consensus meeting, scans were rated as "PMR" in 43 cases, "unclear" in 10 cases and "not PMR" in 15 cases. The routine scan report showed a sensitivity of 82% and specificity of 74%, if "unclear" cases were considered negative for PMR. The Leuven and Leuven/Groningen Scores showed similar diagnostic accuracy. Agreement between the routine scan report and PET scores was good (Cohen's kappa 0.60-0.64), if "unclear" cases were excluded from the analysis. Among 8/10 "unclear" cases, the PMR PET Scores accurately distinguished between PMR/PMR-mimicking inflammatory conditions and non-inflammatory conditions. Agreement and diagnostic accuracy of routine scan reports and PET scores were better among treatment-naïve patients than those that had been treated previously.

Conclusion: Our study reveals that routine PET scan reports for suspected PMR can be interpreted differently between readers. Although the routine PET scan reports and PMR PET scores did not always agree, they demonstrated similar diagnostic accuracy, with the highest accuracy observed in treatment-naive patients. The Leuven and Leuven/Groningen score could especially be helpful for cases in which the nuclear medicine physician is uncertain.

背景:18F-FDG-PET/CT可显示风湿性多肌痛(PMR)患者肌肉骨骼结构的广泛炎症。目前,对扫描的主观分析是基于扫描的整体格式塔。标准化PET评分可能有助于解释疑似PMR的扫描结果。在这里,我们比较了常规PET扫描报告与最有效的PMR PET评分的一致性和诊断准确性。方法:68例疑似PMR患者(treatment-naïve, n = 29;接受18F-FDG-PET/CT治疗的患者39例。在接受糖皮质激素治疗的患者中,在扫描前完全逐渐减少。常规PET扫描报告的结论被三位独立的读者解读为“PMR”、“not PMR”或“不清楚”。确定了Leuven和Leuven/Groningen评分。确定扫描报告解释的一致性,以及常规扫描报告和PET评分的一致性。确定常规扫描报告和两项评分的敏感性和特异性,随访6个月后确定临床诊断作为参考标准。结果:68例患者中有45例诊断为PMR。在54例(78%)病例中,常规扫描报告被所有三位读者统一评价。经协商一致后,扫描结果为43例“PMR”,10例“不清楚”,15例“非PMR”。常规扫描报告显示,如果“不清楚”的病例被认为是PMR阴性,则敏感性为82%,特异性为74%。Leuven和Leuven/Groningen评分显示出相似的诊断准确性。常规扫描报告和PET评分之间的一致性很好(Cohen’s kappa 0.60-0.64),如果“不清楚”的病例被排除在分析之外。在8/10“不清楚”的病例中,PMR PET评分准确区分了PMR/PMR模拟炎症和非炎症。treatment-naïve患者的常规扫描报告和PET评分的一致性和诊断准确性优于先前接受过治疗的患者。结论:我们的研究揭示了常规PET扫描报告对疑似PMR的解读在读者之间是不同的。尽管常规PET扫描报告和PMR PET评分并不总是一致,但它们显示出相似的诊断准确性,在未接受治疗的患者中观察到最高的准确性。Leuven和Leuven/Groningen评分对于核医学医师不确定的病例尤其有用。
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引用次数: 0
Bayesian modeling with locally adaptive prior parameters in small animal imaging. 基于局部自适应先验参数的小动物成像贝叶斯建模。
Pub Date : 2025-03-04 eCollection Date: 2025-01-01 DOI: 10.3389/fnume.2025.1508816
Muyang Zhang, Robert G Aykroyd, Charalampos Tsoumpas

Medical images are hampered by noise and relatively low resolution, which create a bottleneck in obtaining accurate and precise measurements of living organisms. Noise suppression and resolution enhancement are two examples of inverse problems. The aim of this study is to develop novel and robust estimation approaches rooted in fundamental statistical concepts that could be utilized in solving several inverse problems in image processing and potentially in image reconstruction. In this study, we have implemented Bayesian methods that have been identified to be particularly useful when there is only limited data but a large number of unknowns. Specifically, we implemented a locally adaptive Markov chain Monte Carlo algorithm and analyzed its robustness by varying its parameters and exposing it to different experimental setups. As an application area, we selected radionuclide imaging using a prototype gamma camera. The results using simulated data compare estimates using the proposed method over the current non-locally adaptive approach in terms of edge recovery, uncertainty, and bias. The locally adaptive Markov chain Monte Carlo algorithm is more flexible, which allows better edge recovery while reducing estimation uncertainty and bias. This results in more robust and reliable outputs for medical imaging applications, leading to improved interpretation and quantification. We have shown that the use of locally adaptive smoothing improves estimation accuracy compared to the homogeneous Bayesian model.

医学图像受到噪声和相对较低的分辨率的阻碍,这在获得准确和精确的生物体测量方面造成了瓶颈。噪声抑制和分辨率增强是逆问题的两个例子。本研究的目的是开发基于基本统计概念的新颖且稳健的估计方法,可用于解决图像处理和图像重建中的几个逆问题。在这项研究中,我们实现了贝叶斯方法,当只有有限的数据但有大量的未知数时,贝叶斯方法被认为是特别有用的。具体而言,我们实现了一种局部自适应马尔可夫链蒙特卡罗算法,并通过改变其参数和将其暴露于不同的实验设置来分析其鲁棒性。作为一个应用领域,我们选择了使用原型伽马相机的放射性核素成像。使用模拟数据的结果在边缘恢复、不确定性和偏差方面比较了使用所提出方法与当前非局部自适应方法的估计。局部自适应马尔可夫链蒙特卡罗算法更灵活,在减少估计不确定性和偏差的同时,可以更好地恢复边缘。这为医学成像应用提供了更强大和可靠的输出,从而改进了解释和量化。我们已经证明,与齐次贝叶斯模型相比,使用局部自适应平滑可以提高估计精度。
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引用次数: 0
Validating image-derived input functions of dynamic 18F-FDG long axial field-of-view PET/CT studies. 验证动态18F-FDG长轴视场PET/CT研究的图像衍生输入函数。
Pub Date : 2025-02-28 eCollection Date: 2025-01-01 DOI: 10.3389/fnume.2025.1556848
Charlotte L C Smith, Gerben J C Zwezerijnen, Marijke E den Hollander, Henricus N J M Greuter, Nienke R Gerards, Josée Zijlstra, C Willemien Menke-van der Houven van Oordt, Idris Bahce, Maqsood Yaqub, Ronald Boellaard

Aim/background: Dynamic PET imaging requires an input function typically obtained through blood sampling. Image-derived input functions (IDIFs) of the ascending aorta (AA), aortic arch, descending aorta (DA), or left ventricle (LV) offer non-invasive alternatives, especially with long-axial field-of-view (LAFOV) PET/CT systems enabling whole-body dynamic 1⁸F-FDG imaging. This study aimed to validate uncorrected IDIFs derived from the AA, DA, aortic arch, and LV by comparing them to (late) venous whole-blood in patients undergoing LAFOV PET/CT.

Methods: Eleven oncology patients who underwent 70-min dynamic 18F-FDG PET/CT scans on a LAFOV PET/CT system after receiving an intravenous bolus injection of 3.0 MBq/kg were included. Seven venous blood samples were collected manually at approximately 5, 10, 15, 25, 35, 45, and 60 min post-injection (pi) and compared to IDIFs derived from the AA, aortic arch, DA, and LV. Bias between IDIFs and venous blood samples was assessed at each time point.

Results: IDIF accuracy relative to venous blood samples improved over time, with a median percentage bias <10% after 25 min pi. At 60 min pi, the aortic arch showed the smallest bias (median -1.1%, IQR 5.9%), followed by the AA (2.5%, IQR 7.0%), DA (5.1%, IQR 8.6%), and LV (7.4%, IQR 7.6%).

Conclusion: The high precision of aorta-derived IDIFs suggests that IDIFs are a reliable alternative to manual blood sampling for dynamic 18F-FDG PET imaging on a LAFOV PET/CT system. Using IDIFs reduces variability, simplifies protocols, minimizes radiation exposure, and enhances patient safety with a non-invasive approach.

目的/背景:动态PET成像需要通常通过血液采样获得的输入功能。升主动脉(AA)、主动脉弓、降主动脉(DA)或左心室(LV)的图像衍生输入功能(idif)提供了非侵入性的替代方案,特别是长轴视场(LAFOV) PET/CT系统能够实现全身动态1⁸F-FDG成像。本研究旨在通过比较接受LAFOV PET/CT的患者(晚期)静脉全血,验证来自AA、DA、主动脉弓和LV的未校正idif。方法:11例肿瘤患者接受3.0 MBq/kg静脉注射后,在LAFOV PET/CT系统上进行70 min动态18F-FDG PET/CT扫描。在注射后约5、10、15、25、35、45和60分钟(pi)人工采集7份静脉血样本,并与来自AA、主动脉弓、DA和LV的idif进行比较。在每个时间点评估idif和静脉血样本之间的偏倚。结论:主动脉源性IDIF的高精度表明,在LAFOV PET/CT系统上进行动态18F-FDG PET成像时,IDIF是人工采血的可靠选择。使用idif减少了可变性,简化了方案,最大限度地减少了辐射暴露,并通过非侵入性方法提高了患者的安全性。
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引用次数: 0
The effect of resizing on the natural appearance of scintigraphic images: an image similarity analysis. 调整大小对闪烁图像自然外观的影响:图像相似度分析。
Pub Date : 2025-02-06 eCollection Date: 2024-01-01 DOI: 10.3389/fnume.2024.1505377
Siraj Ghassel, Amir Jabbarpour, Jochen Lang, Eric Moulton, Ran Klein

Background and objective: This study aimed to assess the impact of upsampling and downsampling techniques on the noise characteristics and similarity metrics of scintigraphic images in nuclear medical imaging.

Methods: A physical phantom study using dynamic imaging was used to generate reproducible static images of varying count statistics. Naïve upsampling and downsampling with linear interpolation were compared against alternative methods based on the preservation of Poisson count statistics and principles of nuclear scintigraphic imaging; namely, linear interpolation with a Poisson resampling correction (upsampling) and a sliding window summation method (downsampling). For each resizing method, we computed the similarity of resized images to count-matched images acquired at the target grid size with the structural similarity index measure and the logarithm of the mean squared error. These image quality metrics were subsequently compared to those of two independent count-matched images at the target grid size (representing variance due to natural noise permutations) as a reference to establish an optimal resizing method.

Results: Only upsampled images with the Poisson resampling correction after linear interpolation produced images that were similar to those acquired at the target grid size. For downsampling, both linear interpolation and sliding window summation yielded similar outcomes for a reduction factor of 2. However, for a reduction factor of 4, only sliding window summation resulted in image similarity metrics in agreement with those at the target grid size.

Conclusions: The study underlines the importance of applying appropriate resizing techniques in nuclear medical imaging to produce realistic images at the target grid size.

背景与目的本研究旨在评估上采样和下采样技术对核医学成像中闪烁成像的噪声特征和相似度指标的影响:方法:使用动态成像进行物理模型研究,生成不同计数统计的可重现静态图像。在保留泊松计数统计和核闪烁成像原理的基础上,比较了使用线性插值的原始上采样和下采样方法,即使用泊松再采样校正的线性插值法(上采样)和滑动窗口求和法(下采样)。对于每种调整大小的方法,我们都用结构相似性指数测量法和均方误差对数来计算调整大小后的图像与在目标网格大小下获取的计数匹配图像的相似性。随后,我们将这些图像质量指标与目标网格尺寸下的两张独立计数匹配图像(代表自然噪声排列造成的差异)的质量指标进行比较,以此作为参考,从而确定最佳的尺寸调整方法:结果:只有在线性插值后进行泊松再采样校正的上采样图像才能生成与目标网格尺寸下采集的图像相似的图像。然而,当缩小系数为 4 时,只有滑动窗口求和法得出的图像相似度指标与目标网格大小一致:这项研究强调了在核医学成像中应用适当的大小调整技术以生成目标网格大小的真实图像的重要性。
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引用次数: 0
Editorial: Nuclear medicine advances through artificial intelligence and intelligent informatics. 社论:核医学通过人工智能和智能信息学取得进步。
Pub Date : 2025-01-07 eCollection Date: 2024-01-01 DOI: 10.3389/fnume.2024.1502419
Lisa M Duff, Kuangyu Shi, Charalampos Tsoumpas
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引用次数: 0
Case Report: Utility of brain [18F]FDG PET/CT in the diagnosis of Sydenham's chorea. 病例报告:脑[18F]FDG PET/CT在Sydenham舞蹈病诊断中的应用。
Pub Date : 2024-12-24 eCollection Date: 2024-01-01 DOI: 10.3389/fnume.2024.1527150
Abel Dambrain, Charles Boursot, Kévin Cohen Tannugi, Julien Reichart, Franck Lacoeuille

Sydenham's chorea is an autoimmune reaction against cerebral basal ganglia associated with rheumatic fever, caused by group A beta-hemolytic streptococcus infection. Diagnosis of this condition is difficult because of significant delay between infection onset and symptoms presentation, resulting in few positive biological tests or imaging exams. We report the case of a nine-year-old boy exhibiting hemicorporal abnormal movements with tics for whom [18F]FDG PET/CT exam allowed to make the diagnosis, associated with anti-DNase B elevation. Other biology, spinal tap, EEG and imaging modality like MRI or scanner, were non-contributory.

西德纳姆氏舞蹈病是一种与风湿热相关的大脑基底神经节的自身免疫反应,由A群乙型溶血性链球菌感染引起。这种疾病的诊断很困难,因为从感染开始到出现症状之间有明显的延迟,导致很少有阳性的生物检查或影像学检查。我们报告一个9岁男孩的病例,他表现出半躯体异常运动并抽搐,[18F]FDG PET/CT检查允许做出诊断,与抗dna酶B升高有关。其他生物学、脊髓穿刺、脑电图和成像方式(如MRI或扫描仪)都没有贡献。
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引用次数: 0
Immunohistochemical basis for FAP as a candidate theranostic target across a broad range of cholangiocarcinoma subtypes. FAP作为广泛胆管癌亚型的候选治疗靶点的免疫组织化学基础。
IF 1.4 Pub Date : 2024-11-27 eCollection Date: 2024-01-01 DOI: 10.3389/fnume.2024.1480471
Laura C Jorgenson, Michael S Torbenson, Thorvardur R Halfdanarson, Lionel A Kankeu Fonkoua, Nguyen H Tran, Lewis R Roberts, Rory L Smoot, Ajit H Goenka, Scott M Thompson

Purpose: The aims of this study were to evaluate and compare fibroblast activation protein (FAP) expression and localization in surgically resected cholangiocarcinoma (CCA), primary and metastatic hepatocellular carcinoma (HCC), hepatocellular adenoma (HCA), and focal nodular hyperplasia (FNH), and to identify any association between CCA clinical or pathologic features and FAP expression.

Materials and methods: FAP immunostaining from surgically resected CCA (N = 58), primary intrahepatic and extrahepatic metastatic HCC (N = 148), HCA (N26), and FNH (N = 19) was scored (negative, weak positive, moderate positive or strong positive) from tissue microarrays. FAP expression was compared between groups. CCA FAP expression was compared to clinical and tumor pathology features.

Results: Moderate-strong FAP expression in the tumor stroma was present in 93.1% of CCA, 60.7% of extrahepatic metastatic HCC, 29.6% of primary HCC, 21.1% of FNH, and 11.6% of HCA. Moderate-strong FAP expression in tumor stroma was significantly more prevalent in CCA than HCC (p < 0.001), metastatic HCC (p = 0.005), HCA (p < 0.001) and FNH (p < 0.001). FAP was expressed in the stroma of all but one CCA (1.7%), and FAP expression in CCA tumor stroma was not associated with any clinical or tumor pathology features (p > 0.05, all).

Conclusion: FAP is expressed in the stroma of a high proportion (93%) of primary CCA independent of patient clinical or tumor pathology features. As such, these data provide the tissue basis for systematically evaluating FAP as a theranostic target across a broad range of CCA subtypes.

目的:本研究的目的是评估和比较手术切除胆管癌(CCA)、原发性和转移性肝细胞癌(HCC)、肝细胞腺瘤(HCA)和局灶性结节增生(FNH)中成纤维细胞活化蛋白(FAP)的表达和定位,并确定CCA临床或病理特征与FAP表达之间的关系。材料和方法:用组织芯片对手术切除的CCA (N = 58)、原发性肝内和肝外转移性HCC (N = 148)、HCA (N26)和FNH (N = 19)的FAP免疫染色进行评分(阴性、弱阳性、中等阳性或强阳性)。比较各组间FAP表达情况。比较CCA FAP表达与临床及肿瘤病理的关系。结果:在93.1%的CCA、60.7%的肝外转移性HCC、29.6%的原发性HCC、21.1%的FNH和11.6%的HCA中,FAP在肿瘤间质中有中强表达。中强FAP在肿瘤基质中的表达在CCA中明显高于HCC (p = 0.005),在HCA中(p = 0.005,均为0.05)。结论:FAP在原发CCA的基质中表达的比例很高(93%),与患者的临床或肿瘤病理特征无关。因此,这些数据为系统地评估FAP作为广泛CCA亚型的治疗靶点提供了组织基础。
{"title":"Immunohistochemical basis for FAP as a candidate theranostic target across a broad range of cholangiocarcinoma subtypes.","authors":"Laura C Jorgenson, Michael S Torbenson, Thorvardur R Halfdanarson, Lionel A Kankeu Fonkoua, Nguyen H Tran, Lewis R Roberts, Rory L Smoot, Ajit H Goenka, Scott M Thompson","doi":"10.3389/fnume.2024.1480471","DOIUrl":"10.3389/fnume.2024.1480471","url":null,"abstract":"<p><strong>Purpose: </strong>The aims of this study were to evaluate and compare fibroblast activation protein (FAP) expression and localization in surgically resected cholangiocarcinoma (CCA), primary and metastatic hepatocellular carcinoma (HCC), hepatocellular adenoma (HCA), and focal nodular hyperplasia (FNH), and to identify any association between CCA clinical or pathologic features and FAP expression.</p><p><strong>Materials and methods: </strong>FAP immunostaining from surgically resected CCA (<i>N</i> = 58), primary intrahepatic and extrahepatic metastatic HCC (<i>N</i> = 148), HCA (N26), and FNH (<i>N</i> = 19) was scored (negative, weak positive, moderate positive or strong positive) from tissue microarrays. FAP expression was compared between groups. CCA FAP expression was compared to clinical and tumor pathology features.</p><p><strong>Results: </strong>Moderate-strong FAP expression in the tumor stroma was present in 93.1% of CCA, 60.7% of extrahepatic metastatic HCC, 29.6% of primary HCC, 21.1% of FNH, and 11.6% of HCA. Moderate-strong FAP expression in tumor stroma was significantly more prevalent in CCA than HCC (<i>p</i> < 0.001), metastatic HCC (<i>p</i> = 0.005), HCA (<i>p</i> < 0.001) and FNH (<i>p</i> < 0.001). FAP was expressed in the stroma of all but one CCA (1.7%), and FAP expression in CCA tumor stroma was not associated with any clinical or tumor pathology features (<i>p</i> > 0.05, all).</p><p><strong>Conclusion: </strong>FAP is expressed in the stroma of a high proportion (93%) of primary CCA independent of patient clinical or tumor pathology features. As such, these data provide the tissue basis for systematically evaluating FAP as a theranostic target across a broad range of CCA subtypes.</p>","PeriodicalId":73095,"journal":{"name":"Frontiers in nuclear medicine (Lausanne, Switzerland)","volume":"4 ","pages":"1480471"},"PeriodicalIF":1.4,"publicationDate":"2024-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11631625/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142815107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SMART-PET: a Self-SiMilARiTy-aware generative adversarial framework for reconstructing low-count [18F]-FDG-PET brain imaging. SMART-PET:用于重建低计数[18F]-FDG-PET脑成像的自相似感知生成对抗框架。
Pub Date : 2024-11-19 eCollection Date: 2024-01-01 DOI: 10.3389/fnume.2024.1469490
Confidence Raymond, Dong Zhang, Jorge Cabello, Linshan Liu, Paulien Moyaert, Jorge G Burneo, Michael O Dada, Justin W Hicks, Elizabeth Finger, Andrea Soddu, Andrea Andrade, Michael T Jurkiewicz, Udunna C Anazodo

Introduction: In Positron Emission Tomography (PET) imaging, the use of tracers increases radioactive exposure for longitudinal evaluations and in radiosensitive populations such as pediatrics. However, reducing injected PET activity potentially leads to an unfavorable compromise between radiation exposure and image quality, causing lower signal-to-noise ratios and degraded images. Deep learning-based denoising approaches can be employed to recover low count PET image signals: nonetheless, most of these methods rely on structural or anatomic guidance from magnetic resonance imaging (MRI) and fails to effectively preserve global spatial features in denoised PET images, without impacting signal-to-noise ratios.

Methods: In this study, we developed a novel PET only deep learning framework, the Self-SiMilARiTy-Aware Generative Adversarial Framework (SMART), which leverages Generative Adversarial Networks (GANs) and a self-similarity-aware attention mechanism for denoising [18F]-fluorodeoxyglucose (18F-FDG) PET images. This study employs a combination of prospective and retrospective datasets in its design. In total, 114 subjects were included in the study, comprising 34 patients who underwent 18F-Fluorodeoxyglucose PET (FDG) PET imaging for drug-resistant epilepsy, 10 patients for frontotemporal dementia indications, and 70 healthy volunteers. To effectively denoise PET images without anatomical details from MRI, a self-similarity attention mechanism (SSAB) was devised. which learned the distinctive structural and pathological features. These SSAB-enhanced features were subsequently applied to the SMART GAN algorithm and trained to denoise the low-count PET images using the standard dose PET image acquired from each individual participant as reference. The trained GAN algorithm was evaluated using image quality measures including structural similarity index measure (SSIM), peak signal-to-noise ratio (PSNR), normalized root mean square (NRMSE), Fréchet inception distance (FID), signal-to-noise ratio (SNR), and contrast-to-noise ratio (CNR).

Results: In comparison to the standard-dose, SMART-PET had on average a SSIM of 0.984 ± 0.007, PSNR of 38.126 ± 2.631 dB, NRMSE of 0.091 ± 0.028, FID of 0.455 ± 0.065, SNR of 0.002 ± 0.001, and CNR of 0.011 ± 0.011. Regions of interest measurements obtained with datasets decimated down to 10% of the original counts, showed a deviation of less than 1.4% when compared to the ground-truth values.

Discussion: In general, SMART-PET shows promise in reducing noise in PET images and can synthesize diagnostic quality images with a 90% reduction in standard of care injected activity. These results make it a potential candidate for clinical applications in radiosensitive populations and for longitudinal neurological studies.

简介:在正电子发射断层扫描(PET)成像中,在纵向评估和放射敏感人群(如儿科)中使用示踪剂会增加放射性暴露。然而,减少注入的PET活性可能会导致辐射暴露和图像质量之间的不利折衷,导致信噪比降低和图像质量下降。基于深度学习的去噪方法可用于恢复低计数PET图像信号:然而,这些方法大多依赖于磁共振成像(MRI)的结构或解剖指导,无法在不影响信噪比的情况下有效保留去噪PET图像的全局空间特征。方法:在本研究中,我们开发了一种新的PET深度学习框架,即自相似感知生成对抗框架(SMART),它利用生成对抗网络(gan)和自相似感知注意机制来去噪[18F]-氟脱氧葡萄糖(18F- fdg) PET图像。本研究在设计中采用前瞻性和回顾性数据集的结合。研究共纳入114名受试者,包括34名接受18f -氟脱氧葡萄糖PET (FDG) PET成像治疗耐药癫痫的患者,10名接受额颞叶痴呆适应症的患者,以及70名健康志愿者。为了有效地从MRI中去噪不含解剖细节的PET图像,设计了一种自相似注意机制(SSAB)。学习了独特的结构和病理特征。随后将这些ssab增强的特征应用于SMART GAN算法,并使用从每个个体参与者获得的标准剂量PET图像作为参考,训练低计数PET图像去噪。使用图像质量指标,包括结构相似指数(SSIM)、峰值信噪比(PSNR)、归一化均方根(NRMSE)、fr起始距离(FID)、信噪比(SNR)和噪声对比比(CNR),对训练好的GAN算法进行评估。结果:与标准剂量相比,SMART-PET的平均SSIM为0.984±0.007,PSNR为38.126±2.631 dB, NRMSE为0.091±0.028,FID为0.455±0.065,SNR为0.002±0.001,CNR为0.011±0.011。使用原始计数的10%的数据集获得的感兴趣测量区域,与基础真值相比,偏差小于1.4%。讨论:总的来说,SMART-PET在降低PET图像中的噪声方面表现出了希望,并且可以合成诊断质量的图像,同时将标准护理注射活性降低90%。这些结果使其成为放射敏感人群临床应用和纵向神经学研究的潜在候选者。
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引用次数: 0
Editorial: Recent advances in radiotheranostics. 社论:放射肿瘤学的最新进展。
Pub Date : 2024-11-15 eCollection Date: 2024-01-01 DOI: 10.3389/fnume.2024.1520778
Chuangyan Zhai, Kondapa Naidu Bobba
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引用次数: 0
αvβ6-integrin targeted PET/CT imaging in pancreatic cancer patients using 68Ga-Trivehexin. 68Ga-Trivehexin在胰腺癌患者αvβ6-整合素靶向PET/CT成像中的应用
Pub Date : 2024-11-15 eCollection Date: 2024-01-01 DOI: 10.3389/fnume.2024.1487602
Jana Rehm, Robert Winzer, Marc Pretze, Juliane Müller, Johannes Notni, Sebastian Hempel, Marius Distler, Gunnar Folprecht, Jörg Kotzerke

Purpose: 68Ga-Trivehexin is a PET tracer targeting αvβ6-integrin, a transmembrane receptor that is frequently expressed by pancreatic cancer cells. This study aimed to determine the biokinetics, image contrast, and acquisition parameters for 68Ga-Trivehexin PET imaging in pancreatic cancers.

Methods: 44 patients with pancreatic cancer underwent Trivehexin PET/CT between June 2021 and November 2022 (EK-242052023). Biokinetics and -distribution were extracted. Previous imaging follow-up imaging, and histological findings were used as reference standards. A one-way ANOVA test, followed by Tukey HSD post-hoc test was conducted. T-tests for subgroups ± chemotherapy prior to PET were performed. Based on dynamic PET data (n = 11) recorded over 45 min, time-activity curves were generated.

Results: 68Ga-Trivehexin PET/CT detected 40 pancreatic cancers, SUVmax 12.6; range [5.1-30.8]; 39 liver metastases, SUVmax 7.9 [2.7-16.3]; 21 lymph node metastases, SUVmax 8.6 [2.5-15.0]; 17 peritoneal metastases, SUVmax 9.5 [4.0-16.9] and 14 other metastases, SUVmax 7.2 [2.9-13.1]. Tukey post-hoc analysis revealed significant differences for SUVmax in pancreatic cancer compared to SUVmax in liver metastases [4.74, 95%-CI (1.74, 7.75)], for SUVmax in pancreatic cancer to SUVmax in lymph node metastasis [4.07, 95%-CI (0.47, 7. 67)], for tumor-to-liver ratio (TLR) of liver metastasis to TLR of pancreatic cancer [1.82, 95%-CI (0.83, 2.80)], for TLR of pancreatic cancer to TLR of peritoneal carcinomatoses [-1.88, 95%-CI (-3.15, -0.61)], and TLR of pancreatic cancer to TLR of pleural carcinomatosis [-2.79, 95%-CI (-5.42, -0.18)]. When comparing subgroups ± chemotherapy prior to PET, TLR of pancreatic cancers and TLR of peritoneal carcinomatoses were significantly different. At 45 min p.i., the highest tumor-to-backround (TBR) was observed.

Conclusion: 68Ga-Trivehexin is suitable for imaging of αvβ6-integrin expression in pancreatic cancer due to its ability to distinguish primary carcinoma and metastases from background tissue.

目的:68Ga-Trivehexin是一种靶向αvβ6-整合素的PET示踪剂,αvβ6-整合素是胰腺癌细胞中常见的跨膜受体。本研究旨在确定胰腺癌68Ga-Trivehexin PET成像的生物动力学、图像对比度和采集参数。方法:44例胰腺癌患者于2021年6月至2022年11月(EK-242052023)行Trivehexin PET/CT检查。提取生物动力学和-分布。既往影像学随访影像学及组织学表现作为参考标准。采用单因素方差分析和Tukey HSD事后检验。对亚组进行t检验±PET前化疗。根据45 min内记录的动态PET数据(n = 11),生成时间-活动曲线。结果:68Ga-Trivehexin PET/CT检出胰腺癌40例,SUVmax 12.6;范围(5.1 - -30.8);39例肝转移,SUVmax 7.9 [2.7-16.3];21例淋巴结转移,SUVmax 8.6 [2.5-15.0];17例腹膜转移,SUVmax为9.5[4.0-16.9],14例其他转移,SUVmax为7.2[2.9-13.1]。Tukey hoc分析显示,胰腺癌SUVmax与肝转移SUVmax存在显著差异[4.74,95%-CI(1.74, 7.75)],胰腺癌SUVmax与淋巴结转移SUVmax存在显著差异[4.07,95%-CI(0.47, 7)]。67)],肝转移的瘤肝比(TLR)与胰腺癌的TLR [1.82, 95%-CI(0.83, 2.80)],胰腺癌的TLR与腹膜癌的TLR [-1.88, 95%-CI(-3.15, -0.61)],胰腺癌的TLR与胸膜癌的TLR [-2.79, 95%-CI(-5.42, -0.18)]。当比较亚组±PET前化疗时,胰腺癌的TLR和腹膜癌的TLR有显著差异。在45min时,观察到最高的肿瘤对背景(TBR)。结论:68Ga-Trivehexin具有鉴别胰腺癌原发癌和背景组织转移的能力,适用于胰腺癌中αvβ6-整合素表达的影像学检测。
{"title":"αvβ6-integrin targeted PET/CT imaging in pancreatic cancer patients using <sup>68</sup>Ga-Trivehexin.","authors":"Jana Rehm, Robert Winzer, Marc Pretze, Juliane Müller, Johannes Notni, Sebastian Hempel, Marius Distler, Gunnar Folprecht, Jörg Kotzerke","doi":"10.3389/fnume.2024.1487602","DOIUrl":"https://doi.org/10.3389/fnume.2024.1487602","url":null,"abstract":"<p><strong>Purpose: </strong><sup>68</sup>Ga-Trivehexin is a PET tracer targeting αvβ6-integrin, a transmembrane receptor that is frequently expressed by pancreatic cancer cells. This study aimed to determine the biokinetics, image contrast, and acquisition parameters for <sup>68</sup>Ga-Trivehexin PET imaging in pancreatic cancers.</p><p><strong>Methods: </strong>44 patients with pancreatic cancer underwent Trivehexin PET/CT between June 2021 and November 2022 (EK-242052023). Biokinetics and -distribution were extracted. Previous imaging follow-up imaging, and histological findings were used as reference standards. A one-way ANOVA test, followed by Tukey HSD post-hoc test was conducted. <i>T</i>-tests for subgroups ± chemotherapy prior to PET were performed. Based on dynamic PET data (<i>n</i> = 11) recorded over 45 min, time-activity curves were generated.</p><p><strong>Results: </strong><sup>68</sup>Ga-Trivehexin PET/CT detected 40 pancreatic cancers, SUVmax 12.6; range [5.1-30.8]; 39 liver metastases, SUVmax 7.9 [2.7-16.3]; 21 lymph node metastases, SUVmax 8.6 [2.5-15.0]; 17 peritoneal metastases, SUVmax 9.5 [4.0-16.9] and 14 other metastases, SUVmax 7.2 [2.9-13.1]. Tukey post-hoc analysis revealed significant differences for SUVmax in pancreatic cancer compared to SUVmax in liver metastases [4.74, 95%-CI (1.74, 7.75)], for SUVmax in pancreatic cancer to SUVmax in lymph node metastasis [4.07, 95%-CI (0.47, 7. 67)], for tumor-to-liver ratio (TLR) of liver metastasis to TLR of pancreatic cancer [1.82, 95%-CI (0.83, 2.80)], for TLR of pancreatic cancer to TLR of peritoneal carcinomatoses [-1.88, 95%-CI (-3.15, -0.61)], and TLR of pancreatic cancer to TLR of pleural carcinomatosis [-2.79, 95%-CI (-5.42, -0.18)]. When comparing subgroups ± chemotherapy prior to PET, TLR of pancreatic cancers and TLR of peritoneal carcinomatoses were significantly different. At 45 min p.i., the highest tumor-to-backround (TBR) was observed.</p><p><strong>Conclusion: </strong><sup>68</sup>Ga-Trivehexin is suitable for imaging of αvβ6-integrin expression in pancreatic cancer due to its ability to distinguish primary carcinoma and metastases from background tissue.</p>","PeriodicalId":73095,"journal":{"name":"Frontiers in nuclear medicine (Lausanne, Switzerland)","volume":"4 ","pages":"1487602"},"PeriodicalIF":0.0,"publicationDate":"2024-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11604418/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142775206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Frontiers in nuclear medicine (Lausanne, Switzerland)
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