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Clinical significance of quantitative assessment of right ventricular amyloid burden with [99mTc]Tc-DPD SPECT/CT in transthyretin cardiac amyloidosis 用[99m锝]锝-DPD SPECT/CT 定量评估转甲状腺素心脏淀粉样变性病右心室淀粉样变负荷的临床意义
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-26 DOI: 10.1007/s00259-024-06981-7
Min Zhao, Raffaella Calabretta, Patrick Binder, Josef Yu, Zewen Jiang, Christian Nitsche, Philipp Bartko, René Rettl, Tim Wollenweber, Katharina Mascherbauer, Diana Bondermann, Marcus Hacker, Xiang Li

Purpose

To evaluate right ventricular (RV) uptake measured by quantitative [99mTc]Tc-DPD SPECT/CT to investigate its role in predicting and evaluating prognosis and therapeutic outcomes in patients with transthyretin amyloid cardiomyopathy (ATTR-CA).

Methods

Patients with ATTR-CA were consecutively enrolled for quantitative [99mTc]Tc-DPD SPECT/CT. Ventricular amyloid burden was quantified by SUVmax and TBR. Differences in RV uptake (focal or diffuse) and associations with clinical characteristics and CMR data were evaluated. The primary endpoint was major adverse cardiac events (MACEs), including all-cause deaths, heart failure hospitalizations, complete atrioventricular block, sustained ventricular tachycardia, and atrial fibrillation/flutter. Prognostic associations were evaluated using Cox regression and Kaplan-Meier survival analysis. A secondary endpoint involved a longitudinal SPECT/CT analysis during Tafamidis therapy.

Results

The study included 76 patients, all showing both RV and LV uptake on SPECT imaging. Compared with patients with focal RV uptake, patients with diffuse RV uptake had higher serum troponin T levels (P < 0.05), septal thickness (P < 0.01), and external cardiac circulation volume (ECV) (P < 0.05). RV uptake was correlated with septal thickness, ECV, LV uptake, NT-proBNP and troponin-T (all P < 0.05). Among 53 patients, high LV and RV uptake significantly predicted MACEs (P < 0.001), with a median follow-up time of 16 months. A subgroup of 20 patients showed significant reductions in LV and RV uptake after Tafamidis treatment (P < 0.001).

Conclusion

Increasing RV amyloid burden quantified by SPECT/CT is associated with advanced disease stage and predicts MACEs, serving as valuable markers for prognosis and treatment monitoring in ATTR-CA.

目的评估通过定量[99m锝]锝-DPD SPECT/CT测量的右心室(RV)摄取量,研究其在预测和评估转甲状腺素淀粉样变性心肌病(ATTR-CA)患者的预后和治疗效果中的作用。方法连续招募ATTR-CA患者进行定量[99m锝]锝-DPD SPECT/CT。通过SUVmax和TBR量化心室淀粉样蛋白负荷。评估了 RV 摄取(局灶性或弥漫性)的差异以及与临床特征和 CMR 数据的关联。主要终点是主要心脏不良事件(MACE),包括全因死亡、心衰住院、完全性房室传导阻滞、持续性室性心动过速和心房颤动/扑动。使用 Cox 回归和 Kaplan-Meier 生存分析评估了预后相关性。次要终点包括塔法米迪治疗期间的纵向SPECT/CT分析。结果该研究共纳入76例患者,所有患者在SPECT成像中均显示出RV和LV摄取。与局灶性 RV 摄取患者相比,弥漫性 RV 摄取患者的血清肌钙蛋白 T 水平(P < 0.05)、室间隔厚度(P < 0.01)和体外循环容量(ECV)(P < 0.05)均较高。左心室摄取量与室间隔厚度、ECV、左心室摄取量、NT-proBNP 和肌钙蛋白-T 相关(均为 P < 0.05)。在中位随访时间为 16 个月的 53 名患者中,左心室和左心室摄取量高可显著预测 MACE(P < 0.001)。结论SPECT/CT量化的RV淀粉样蛋白负荷增加与疾病晚期有关,并可预测MACE,是ATTR-CA预后和治疗监测的重要标志物。
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引用次数: 0
A deep learning method for the recovery of standard-dose imaging quality from ultra-low-dose PET on wavelet domain 一种深度学习方法,用于在小波域上恢复超低剂量 PET 的标准剂量成像质量
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-25 DOI: 10.1007/s00259-024-06994-2
Song Xue, Fanxuan Liu, Hanzhong Wang, Hong Zhu, Hasan Sari, Marco Viscione, Raphael Sznitman, Axel Rominger, Rui Guo, Biao Li, Kuangyu Shi

Purpose

Recent development in positron emission tomography (PET) dramatically increased the effective sensitivity by increasing the geometric coverage leading to total-body PET imaging. This encouraging breakthrough brings the hope of ultra-low dose PET imaging equivalent to transatlantic flight with the assistance of deep learning (DL)-based methods. However, conventional DL approaches face limitations in addressing the heterogeneous domain of PET imaging. This study aims to develop a wavelet-based DL method capable of restoring high-quality imaging from ultra-low-dose PET scans.

Materials and methods

In contrast to conventional DL techniques that denoise images in the spatial domain, we introduce WaveNet, a novel approach that inputs wavelet-decomposed frequency components of PET imaging to perform denoising in the frequency domain. A dataset comprising total-body 18F -FDG PET images of 1447, acquired using total-body PET scanners including Biograph Vision Quadra (Siemens Healthineers) and uEXPLORER (United Imaging) in Bern and Shanghai, was utilized for developing and testing the proposed method. The quality of enhanced images was assessed using a customized scoring system, which incorporated weighted global physical metrics and local indices.

Results

Our proposed WaveNet consistently outperforms the baseline UNet model across all levels of dose reduction factors (DRF), with greater improvements observed as image quality decreases. Statistical analysis (p < 0.05) and visual inspection validated the superiority of WaveNet. Moreover, WaveNet demonstrated superior generalizability when applied to two cross-scanner datasets (p < 0.05).

Conclusion

WaveNet developed with total-body PET scanners may offer a computational-friendly and robust approach to recover image quality from ultra-low-dose PET imaging. Its adoption may enhance the reliability and clinical acceptance of DL-based dose reduction techniques.

目的正电子发射断层扫描(PET)技术的最新发展通过增加几何覆盖范围而显著提高了有效灵敏度,从而实现了全身 PET 成像。这一令人鼓舞的突破为基于深度学习(DL)方法的超低剂量 PET 成像带来了希望,其效果相当于跨大西洋飞行。然而,传统的深度学习方法在处理 PET 成像的异构领域时面临限制。本研究旨在开发一种基于小波的深度学习方法,该方法能够从超低剂量 PET 扫描中恢复高质量成像。材料与方法与在空间域对图像进行去噪的传统深度学习技术相比,我们引入了 WaveNet,这是一种输入 PET 成像的小波分解频率成分以在频域执行去噪的新方法。为了开发和测试所提出的方法,我们使用了一个数据集,其中包括在伯尔尼和上海使用全身 PET 扫描仪(包括 Biograph Vision Quadra(西门子医疗集团)和 uEXPLORER(联合成像公司))采集的 1447 幅全身 18F -FDG PET 图像。结果我们提出的 WaveNet 在所有剂量减低因子 (DRF) 水平上的表现都优于基线 UNet 模型,而且随着图像质量的降低,表现出更大的改进。统计分析(p < 0.05)和目测验证了 WaveNet 的优越性。结论使用全身 PET 扫描仪开发的 WaveNet 可为恢复超低剂量 PET 成像的图像质量提供一种计算友好且稳健的方法。采用这种方法可以提高基于 DL 的剂量降低技术的可靠性和临床接受度。
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引用次数: 0
Enhanced differentiation of uveal melanoma and benign sinonasal lesion using [18F]AlF-NOTA-PRGD2 PET/CT 利用[18F]AlF-NOTA-PRGD2 PET/CT 增强葡萄膜黑色素瘤和鼻窦良性病变的分辨能力
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-23 DOI: 10.1007/s00259-024-06983-5
Ling Wang, Xue Zhu, Jing Fang, Zhihong Huang, Yan Xue, Shuang Wang, Ke Wang
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引用次数: 0
Ferdinando Calabria, Orazio Schillaci (editors). Radiopharmaceuticals. A guide to PET/CT and PET/MRI, 3rd edition. Springer Nature Switzerland AG 2024. ISBN 978-3-031-54195-7. Ferdinando Calabria、Orazio Schillaci(编辑)。放射性药物。PET/CT和PET/MRI指南,第3版。Springer Nature Switzerland AG 2024。ISBN978-3-031-54195-7。
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-23 DOI: 10.1007/s00259-024-06992-4
Luigi Mansi
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引用次数: 0
Presynaptic terminal integrity is associated with glucose metabolism in Parkinson’s disease 突触前末端完整性与帕金森病患者的葡萄糖代谢有关
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-22 DOI: 10.1007/s00259-024-06993-3
Weiyi Wang, Yanru Wang, Limin Xu, Xueling Liu, Yuqing Hu, Junpeng Li, Qi Huang, Shuhua Ren, Yiyun Huang, Yihui Guan, Yuxin Li, Fengchun Hua, Qing Ye, Fang Xie

Objective

To investigate the relationship of synaptic loss with glucose metabolism and dopaminergic transporters in Parkinson’s disease (PD) patients.

Methods

A total of 16 patients with PD and 11 age-matched healthy controls underwent positron emission tomography (PET) with the tracers [18F]SynVesT-1, a ligand for the presynaptic terminal marker synaptic vesicle protein 2 A (SV2A), and FDG. PD patients also underwent PET with the dopamine transporter (DAT) ligand [18F]FP-CIT. The difference in synaptic density between PD patients and age-matched normal controls(NCs) was determined in the selected regions of interest, and the correlations of the [18F]SynVesT-1 PET SUVRs with [18F]FP-CIT PET SUVRs and [18F]FDG PET SUVRs were evaluated.

Results

Compared with that in the NC group, the synaptic density in the caudate region was significantly lower in the PD group (SUVR: 2.51 ± 0.36 vs. 3.18 ± 0.32, p < 0.001), especially in the pre-commissural caudate and post-commissural caudate (SUVR: 2.42 ± 0.29 vs. 2.63 ± 0.32, p < 0.01; 0.76 ± 0.31 vs. 0.97 ± 0.33, p < 0.001). A reduced synaptic density was significantly correlated with DAT (r = 0.61, p < 0.001) and glucose metabolism (r = 0.73, p < 0.001) in the post-commissural caudate. In the post-commissural regions of the caudate, there was a partial mediating effect of synaptic density on the relationship between glucose metabolism and DAT availability (indirect effect: β4 = 0.039, p = 0.024).

Conclusion

[18F]SynVesT-1 binds specifically to SV2A, reflecting synaptic density, and there is a positive correlation metabolic pattern related to the changes reflected by [18F]SynVesT-1 and [18F]FDG.

方法 共有16名帕金森病患者和11名年龄匹配的健康对照者接受了正电子发射断层扫描(PET),使用的示踪剂为[18F]SynVesT-1(突触前末端标记物突触囊泡蛋白2 A(SV2A)的配体)和FDG。帕金森病患者还接受了多巴胺转运体(DAT)配体[18F]FP-CIT的正电子发射计算机断层显像。测定了PD患者与年龄匹配的正常对照组(NCs)在所选相关区域的突触密度差异,并评估了[18F]SynVesT-1 PET SUVR与[18F]FP-CIT PET SUVR和[18F]FDG PET SUVR的相关性。结果与 NC 组相比,PD 组尾状体区的突触密度明显降低(SUVR:2.51 ± 0.36 vs. 3.18 ± 0.32,p < 0.001),尤其是在前尾状核和后尾状核(SUVR:2.42 ± 0.29 vs. 2.63 ± 0.32,p <;0.01;0.76 ± 0.31 vs. 0.97 ± 0.33,p <;0.001)。突触密度的降低与后臀叶的 DAT(r = 0.61,p < 0.001)和葡萄糖代谢(r = 0.73,p < 0.001)显著相关。结论[18F]SynVesT-1能与反映突触密度的SV2A特异性结合,[18F]SynVesT-1和[18F]FDG所反映的变化存在正相关的代谢模式。
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引用次数: 0
EANM perspective on clinical PET and SPECT imaging in schizophrenia-spectrum disorders: a systematic review of longitudinal studies EANM 透视精神分裂症谱系障碍的临床 PET 和 SPECT 成像:纵向研究的系统回顾
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-22 DOI: 10.1007/s00259-024-06987-1
Antoine Rogeau, Anne Jetske Boer, Eric Guedj, Arianna Sala, Iris E. Sommer, Mattia Veronese, Monique van der Weijden-Germann, Francesco Fraioli

Purpose

There is a need for biomarkers in psychiatry to improve diagnosis, prognosis and management, and with confirmed value in follow-up care. Radionuclide imaging, given its molecular imaging characteristics, is well-positioned for translation to the clinic. This systematic review lays the groundwork for integrating PET and SPECT imaging in the clinical management of schizophrenia-spectrum disorders.

Methods

Systematic search of PubMed, Embase, Web of Science and Cochrane library databases was conducted from the earliest date available until February 2024. The focus was on longitudinal studies evaluating PET or SPECT imaging in individuals with a schizophrenia-spectrum or another psychotic disorders. Quality assessment was done using the Newcastle-Ottawa Scale (NOS), NIH scale for before-after studies and Cochrane Risk of Bias tool version 2 (Cochrane RoB2). Studies were further categorised into three groups: preclinical and diagnosis, predicting disease course or personalising treatment.

Results

Fifty-six studies were included in the systematic review investigating in total 1329 patients over a median of 3 months. Over two-thirds used PET tracers, whereas the remaining studies employed SPECT tracers. The most frequently investigated system was dopaminergic transmission, followed by cerebral metabolism and blood flow. [18F]FDOPA demonstrated large effect size in predicting conversion of subjects at risk and treatment response. Additionally, treatment dosage could be optimised to reduce side effects using [123I]IBZM or [11C]raclopride.

Conclusion

Molecular imaging holds significant promise for real-life application in schizophrenia, with two particularly encouraging avenues being the prediction of conversion/response to antipsychotic medication and the improved management of antipsychotic dosage. Further longitudinal studies and clinical trials will be essential for validating both the clinical effectiveness and economic sustainability, as well as for exploring new applications.

目的精神病学需要生物标志物来改善诊断、预后和管理,并确认其在后续护理中的价值。放射性核素成像具有分子成像的特点,完全可以应用于临床。本系统性综述为在精神分裂症谱系障碍的临床治疗中整合 PET 和 SPECT 成像奠定了基础。方法从最早可获得的日期起至 2024 年 2 月,对 PubMed、Embase、Web of Science 和 Cochrane 图书馆数据库进行了系统性检索。重点是评估精神分裂症谱系障碍或其他精神障碍患者 PET 或 SPECT 成像的纵向研究。研究质量评估采用纽卡斯尔-渥太华量表(Newcastle-Ottawa Scale,NOS)、NIH前后研究量表和科克伦偏倚风险工具第二版(Cochrane Risk of Bias tool version 2,Cochrane RoB2)。研究进一步分为三类:临床前和诊断、预测病程或个性化治疗。结果系统综述共纳入 56 项研究,调查了 1329 名患者,调查时间中位数为 3 个月。超过三分之二的研究使用了 PET 示踪剂,其余研究则使用了 SPECT 示踪剂。最常研究的系统是多巴胺能传导,其次是脑代谢和血流。[18F]FDOPA在预测高危人群的转归和治疗反应方面具有较大的效应。此外,还可以使用[123I]IBZM或[11C]raclopride来优化治疗剂量,以减少副作用。 结论:分子成像技术在精神分裂症的实际应用中大有可为,尤其令人鼓舞的两条途径是预测抗精神病药物治疗的转归/反应以及改善抗精神病药物的剂量管理。进一步的纵向研究和临床试验对于验证临床有效性和经济可持续性以及探索新的应用领域至关重要。
{"title":"EANM perspective on clinical PET and SPECT imaging in schizophrenia-spectrum disorders: a systematic review of longitudinal studies","authors":"Antoine Rogeau, Anne Jetske Boer, Eric Guedj, Arianna Sala, Iris E. Sommer, Mattia Veronese, Monique van der Weijden-Germann, Francesco Fraioli","doi":"10.1007/s00259-024-06987-1","DOIUrl":"https://doi.org/10.1007/s00259-024-06987-1","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>There is a need for biomarkers in psychiatry to improve diagnosis, prognosis and management, and with confirmed value in follow-up care. Radionuclide imaging, given its molecular imaging characteristics, is well-positioned for translation to the clinic. This systematic review lays the groundwork for integrating PET and SPECT imaging in the clinical management of schizophrenia-spectrum disorders.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>Systematic search of PubMed, Embase, Web of Science and Cochrane library databases was conducted from the earliest date available until February 2024. The focus was on longitudinal studies evaluating PET or SPECT imaging in individuals with a schizophrenia-spectrum or another psychotic disorders. Quality assessment was done using the Newcastle-Ottawa Scale (NOS), NIH scale for before-after studies and Cochrane Risk of Bias tool version 2 (Cochrane RoB2). Studies were further categorised into three groups: preclinical and diagnosis, predicting disease course or personalising treatment.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>Fifty-six studies were included in the systematic review investigating in total 1329 patients over a median of 3 months. Over two-thirds used PET tracers, whereas the remaining studies employed SPECT tracers. The most frequently investigated system was dopaminergic transmission, followed by cerebral metabolism and blood flow. [<sup>18</sup>F]FDOPA demonstrated large effect size in predicting conversion of subjects at risk and treatment response. Additionally, treatment dosage could be optimised to reduce side effects using [<sup>123</sup>I]IBZM or [<sup>11</sup>C]raclopride.</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>Molecular imaging holds significant promise for real-life application in schizophrenia, with two particularly encouraging avenues being the prediction of conversion/response to antipsychotic medication and the improved management of antipsychotic dosage. Further longitudinal studies and clinical trials will be essential for validating both the clinical effectiveness and economic sustainability, as well as for exploring new applications.</p>","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"253 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684152","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bilateral intense [68 Ga]Ga-PSMA‑11 uptake in cyproterone acetate induced gynecomastia 醋酸环丙孕酮诱导的妇科乳腺增生的双侧强烈[68 Ga]Ga-PSMA-11 摄取
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-21 DOI: 10.1007/s00259-024-06960-y
Fiona Bodart, Olivier Gheysens, Emmanuel Seront, Julien Van Damme, François Jamar
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引用次数: 0
[68Ga]Ga-PSMA-617 PET/MRI for imaging patients suspected of hepatocellular carcinoma 用于疑似肝细胞癌患者成像的[68Ga]Ga-PSMA-617 PET/MRI
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-21 DOI: 10.1007/s00259-024-06973-7
Chunxia Qin, Xiangming Song, Shiran Sun, Yangmeihui Song, Weiwei Ruan, Yongkang Gai, Ming Yang, Chidan Wan, Xiaoli Lan

Purpose

Radiolabeled probes targeting prostate-specific membrane antigen (PSMA) have been used in prostate cancer. Moreover, PSMA is also overexpressed on neovessels in hepatocellular carcinoma (HCC). This study aimed to preliminarily evaluate the diagnostic effectiveness of [68Ga]Ga-PSMA-617 PET/MRI for HCC.

Methods

Patients suspected of HCC were prospectively enrolled in this single-center study (NCT05006326, 2021-08-16) to perform [68Ga]Ga-PSMA-617 PET/MRI, along with contrast enhanced CT (ceCT) or ceMRI. The main suspicious intrahepatic lesions were resected and pathologically verified. Visual evaluation of [68Ga]Ga-PSMA-617 PET/MRI images was performed on all lesions. Maximum standard uptake value (SUVmax), mean standard uptake value (SUVmean), tumor-to-liver ratio (TLR), tumor-to-blood ratio (TBR), and tumor-to-parotid ratio (TPR) were measured or calculated. The diagnostic efficiency of different modalities was summarized. PSMA expression was evaluated by immunohistochemistry and the correlation of PSMA expression and [68Ga]Ga-PSMA-617 uptake in HCC primary tumors was quantitatively analyzed.

Results

A total of 12 patients (ten men and two women; mean age 58.75 ± 12.08 years) were included. Ten patients were diagnosed with HCC, 2 with intrahepatic cholangiocarcinoma (ICC), and 4 with hemangioma. The SUVmax, TLR, TBR, and TPR of HCC primary tumors were higher than those of ICC and hemangioma. The diagnostic accuracy of [68Ga]Ga-PSMA-617 PET/MRI for primary HCC was 82.4%. When combined with ceCT or ceMRI, the accuracy increased to 88.2%. A moderate correlation was observed between SUVmax and mean PSMA expression in HCC primary tumors (R = 0.788).

Conclusion

Utilizing a hybrid PET/MRI system to combine [68Ga]Ga-PSMA-617 PET/MRI with ceMRI is a promising one-stop solution for the accurate diagnosis of HCC.

Trial Registration

NCT05006326. Registered August 16, 2021, https://clinicaltrials.gov/study/NCT05006326.

目的针对前列腺特异性膜抗原(PSMA)的放射性标记探针已被用于前列腺癌的研究。此外,PSMA 也在肝细胞癌(HCC)的新生血管上过度表达。本研究旨在初步评估[68Ga]Ga-PSMA-617 PET/MRI对HCC的诊断效果。方法:本单中心研究(NCT05006326,2021-08-16)前瞻性地纳入了疑似HCC患者,对其进行[68Ga]Ga-PSMA-617 PET/MRI以及对比增强CT(ceCT)或ceMRI检查。肝内主要可疑病灶均已切除并进行了病理验证。对所有病灶的[68Ga]Ga-PSMA-617 PET/MRI图像进行目测评估。测量或计算最大标准摄取值(SUVmax)、平均标准摄取值(SUVmean)、肿瘤肝比(TLR)、肿瘤血比(TBR)和肿瘤腮腺比(TPR)。总结了不同模式的诊断效率。结果 共纳入 12 例患者(10 男 2 女;平均年龄 58.75 ± 12.08 岁)。10名患者被诊断为HCC,2名患者被诊断为肝内胆管癌(ICC),4名患者被诊断为血管瘤。HCC原发肿瘤的SUVmax、TLR、TBR和TPR均高于ICC和血管瘤。68Ga]Ga-PSMA-617 PET/MRI 对原发性 HCC 的诊断准确率为 82.4%。当与ceCT或ceMRI结合使用时,准确率提高到88.2%。结论利用混合PET/MRI系统将[68Ga]Ga-PSMA-617 PET/MRI与ceMRI相结合,是准确诊断HCC的一种很有前景的一站式解决方案。注册时间:2021年8月16日,https://clinicaltrials.gov/study/NCT05006326。
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引用次数: 0
Radioiodine-refractory thyroid cancer-is it time to change the definition in light of novel redifferentiation therapies? 放射性碘难治性甲状腺癌--现在是根据新型再分化疗法改变定义的时候了吗?
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-19 DOI: 10.1007/s00259-024-06991-5
Petra Petranović Ovčariček, Bart de Keizer, Alfredo Campennì, Michael C Kreissl, Desiree Deandreis, Murat Tuncel, Luca Giovanella
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引用次数: 0
Dopaminergic PET to SPECT domain adaptation: a cycle GAN translation approach. 多巴胺能 PET 到 SPECT 的领域适应:循环 GAN 翻译方法。
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-19 DOI: 10.1007/s00259-024-06961-x
Leonor Lopes, Fangyang Jiao, Song Xue, Thomas Pyka, Korbinian Krieger, Jingjie Ge, Qian Xu, Rachid Fahmi, Bruce Spottiswoode, Ahmed Soliman, Ralph Buchert, Matthias Brendel, Jimin Hong, Yihui Guan, Claudio L A Bassetti, Axel Rominger, Chuantao Zuo, Kuangyu Shi, Ping Wu

Purpose: Dopamine transporter imaging is routinely used in Parkinson's disease (PD) and atypical parkinsonian syndromes (APS) diagnosis. While [11C]CFT PET is prevalent in Asia with a large APS database, Europe relies on [123I]FP-CIT SPECT with limited APS data. Our aim was to develop a deep learning-based method to convert [11C]CFT PET images to [123I]FP-CIT SPECT images, facilitating multicenter studies and overcoming data scarcity to promote Artificial Intelligence (AI) advancements.

Methods: A CycleGAN was trained on [11C]CFT PET (n = 602, 72%PD) and [123I]FP-CIT SPECT (n = 1152, 85%PD) images from PD and non-parkinsonian control (NC) subjects. The model generated synthetic SPECT images from a real PET test set (n = 67, 75%PD). Synthetic images were quantitatively and visually evaluated.

Results: Fréchet Inception Distance indicated higher similarity between synthetic and real SPECT than between synthetic SPECT and real PET. A deep learning classification model trained on synthetic SPECT achieved sensitivity of 97.2% and specificity of 90.0% on real SPECT images. Striatal specific binding ratios of synthetic SPECT were not significantly different from real SPECT. The striatal left-right differences and putamen binding ratio were significantly different only in the PD cohort. Real PET and real SPECT had higher contrast-to-noise ratio compared to synthetic SPECT. Visual grading analysis scores showed no significant differences between real and synthetic SPECT, although reduced diagnostic performance on synthetic images was observed.

Conclusion: CycleGAN generated synthetic SPECT images visually indistinguishable from real ones and retained disease-specific information, demonstrating the feasibility of translating [11C]CFT PET to [123I]FP-CIT SPECT. This cross-modality synthesis could enhance further AI classification accuracy, supporting the diagnosis of PD and APS.

目的:多巴胺转运体成像是帕金森病(PD)和非典型帕金森综合征(APS)诊断的常规方法。虽然[11C]CFT PET在亚洲很普遍,拥有庞大的APS数据库,但欧洲依赖于[123I]FP-CIT SPECT,APS数据有限。我们的目标是开发一种基于深度学习的方法,将[11C]CFT PET 图像转换为[123I]FP-CIT SPECT 图像,从而促进多中心研究,克服数据稀缺问题,推动人工智能(AI)的发展:对来自帕金森病和非帕金森病对照(NC)受试者的[11C]CFT PET(n = 602,72%PD)和[123I]FP-CIT SPECT(n = 1152,85%PD)图像进行CycleGAN训练。该模型根据真实 PET 测试集(n = 67,75%PD)生成合成 SPECT 图像。对合成图像进行了定量和视觉评估:弗雷谢特起始距离(Fréchet Inception Distance)表明,合成 SPECT 与真实 SPECT 之间的相似度高于合成 SPECT 与真实 PET 之间的相似度。在合成 SPECT 上训练的深度学习分类模型在真实 SPECT 图像上的灵敏度为 97.2%,特异性为 90.0%。合成SPECT的纹状体特异性结合率与真实SPECT没有显著差异。纹状体左右差异和普鲁卡因结合率仅在帕金森病组群中存在显著差异。与合成 SPECT 相比,真实 PET 和真实 SPECT 的对比度-噪声比更高。视觉分级分析评分显示,真实与合成SPECT之间无明显差异,但合成图像的诊断性能有所下降:结论:CycleGAN生成的合成SPECT图像在视觉上与真实图像无异,并保留了疾病特异性信息,证明了将[11C]CFT PET转化为[123I]FP-CIT SPECT的可行性。这种跨模态合成可进一步提高人工智能分类的准确性,从而支持对帕金森病和APS的诊断。
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引用次数: 0
期刊
European Journal of Nuclear Medicine and Molecular Imaging
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