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The Value of Artificial Intelligence in Prostate-Specific Membrane Antigen Positron Emission Tomography: An Update.
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-31 DOI: 10.1053/j.semnuclmed.2024.12.001
Jianliang Liu, Kieran Sandhu, Dixon T S Woon, Marlon Perera, Nathan Lawrentschuk

This review aims to provide an up-to-date overview of the utility of artificial intelligence (AI) in evaluating prostate-specific membrane antigen (PSMA) positron emission tomography (PET) scans for prostate cancer (PCa). A literature review was conducted on the Medline, Embase, Web of Science, and IEEE Xplore databases. The search focused on studies that utilizes AI to evaluate PSMA PET scans. Original English language studies published from inception to October 2024 were included, while case reports, series, commentaries, and conference proceedings were excluded. AI applications show promise in automating the detection of metastatic disease and anatomical segmentation in PSMA PET scans. AI was also able to predict response to PSMA-based theragnostic and aids in tumor burden segmentation, improving radiotherapy planning. AI could also differentiate intraprostatic PCa with higher histological grade and predict extra-prostatic extension. AI has potential in evaluating PSMA PET scans for PCa, particularly in detecting metastasis, measuring tumor burden, detecting high grade intraprostatic cancer, and predicting treatment outcomes. Larger multicenter prospective studies are necessary to validate and enhance the generalizability of these AI models.

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引用次数: 0
Diagnostic Value of Gastrin-Releasing Peptide Receptor-Targeted PET Imaging in Oncology: A Systematic Review.
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-23 DOI: 10.1053/j.semnuclmed.2025.01.001
Nasibeh Mohseninia, Roya Eisazadeh, Seyed Ali Mirshahvalad, Nazanin Zamani-Siahkali, Anton Amadeus Hörmann, Christian Pirich, Andrei Iagaru, Mohsen Beheshti

Gastrin-releasing peptide receptor (GRPR), overexpressed in various cancers, is a promising target for positron emission tomography (PET). This systematic review investigated the diagnostic value of GRPR-targeted PET imaging in oncology. A systematic search was conducted on major medical databases until May 23, 2024. Keywords were modified to include clinical original studies on GRPR-targeted PET in cancer patients. Out of 1624 searched studies initially, 107 were eligible for the full-text review. Overall, data from 38 studies met inclusion criteria, investigating GRPR-targeting radiotracers in breast cancer, prostate cancer, gastrointestinal stromal tumours (GIST) and gliomas (including optic pathway glioma and glioblastoma multiforme). In breast cancer, GRPR-targeted PET effectively detected primary tumours and metastases, particularly in estrogen receptor (ER)-positive patients, and predicted treatment response. In prostate cancer, high sensitivity (up to 88%) and specificity (up to 90%) for detecting primary tumours were observed, providing added value when combined with magnetic resonance imaging (MRI). In biochemical recurrence, sites of prostate cancer were identified even at PSA levels below 0.5ng/dL. Compared with PSMA PET, GRPR-targeted PET showed comparable or superior detection rates. Considering GIST, GRPR-targeted PET imaging proved to be a valuable diagnostic tool, particularly when [18F] FDG PET results were inconclusive. Regarding gliomas, GRPR-targeted PET achieved a 100% detection rate (MRI reference), aiding localization, preoperative planning, and differentiation between recurrence and malignant transformation. GRPR-targeted PET shows promise in improving cancer diagnostics, particularly in ER-positive breast cancer, prostate cancer, and gliomas, and may enhance clinical decision-making.

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引用次数: 0
Total Body PET/CT: Clinical Value and Future Aspects of Quantification in Static and Dynamic Imaging. 全身PET/CT:静态和动态成像量化的临床价值和未来展望。
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-01 Epub Date: 2024-11-30 DOI: 10.1053/j.semnuclmed.2024.11.004
Narendra Rathod, Warissara Jutidamrongphan, Wolfram Andreas Bosbach, Yizhou Chen, Jan Luca Penner, Hasan Sari, Konstantinos Zeimpekis, Alejandro López Montes, Pawel Moskal, Ewa Stepien, Kuangyu Shi, Axel Rominger, Robert Seifert

Total body (TB) Positron Emission Tomography (PET) / Computed Tomography (CT) scanners have revolutionized nuclear medicine by enabling whole-body imaging in a single bed position.1 This review assesses the physical and clinical value of TB-PET/CT, with a focus on the advancements in both static and dynamic imaging, as well as the evolving quantification techniques. The significantly enhanced sensitivity of TB scanners can reduce radiation exposure and scan time, offering improved patient comfort and making it particularly useful for pediatric imaging and various other scenarios. Shorter scan times also decrease motion artifacts, leading to higher-quality images and better diagnostic accuracy. Dynamic PET imaging with TB scanners extends these advantages by capturing temporal changes in tracer uptake over time, providing real-time insights into both structural and functional assessment, and promoting the ability to monitor disease progression and treatment response. We also present CT-free attenuation correction methods that utilize the increased sensitivity of TB-PET as a potential improvement for dynamic TB-PET protocols. In static imaging, emerging quantification techniques such as dual-tracer PET using TB scanners allow imaging of two biological pathways, simultaneously, for a more comprehensive assessment of disease. In addition, positronium imaging, a novel technique utilizing positronium lifetime measurements, is introduced as a promising aspect for providing structural information alongside functional quantification. Finally, the potential of expanding clinical applications with the increased sensitivity of TB-PET/CT scanners is discussed.

全身(TB)正电子发射断层扫描(PET) /计算机断层扫描(CT)扫描仪通过实现单床位置的全身成像,彻底改变了核医学本文评估了TB-PET/CT的物理和临床价值,重点介绍了静态和动态成像的进展,以及不断发展的量化技术。结核病扫描仪的灵敏度显著提高,可以减少辐射暴露和扫描时间,提高患者的舒适度,使其特别适用于儿科成像和各种其他情况。更短的扫描时间也减少了运动伪影,从而获得更高质量的图像和更好的诊断准确性。采用结核病扫描仪的动态PET成像通过捕捉随时间推移示踪剂摄取的时间变化,提供对结构和功能评估的实时洞察,并促进监测疾病进展和治疗反应的能力,扩展了这些优势。我们还提出了利用TB-PET灵敏度增加的无ct衰减校正方法,作为动态TB-PET协议的潜在改进。在静态成像方面,新兴的量化技术,如使用结核病扫描仪的双示踪PET,允许同时对两种生物途径进行成像,以便对疾病进行更全面的评估。此外,正电子成像,一种利用正电子寿命测量的新技术,被介绍为提供结构信息和功能量化的一个有前途的方面。最后,讨论了随着TB-PET/CT扫描仪灵敏度的提高,扩大临床应用的潜力。
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引用次数: 0
Total Body PET-CT Protocols in Oncology. 肿瘤学中的全身 PET-CT 方案。
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-01 Epub Date: 2024-06-08 DOI: 10.1053/j.semnuclmed.2024.05.008
Antonia Dimitrakopoulou-Strauss, Leyun Pan, Christos Sachpekidis

Recently developed long axial field of view (LAFOV) PET-CT scanners, including total body scanners, are already in use in a few centers worldwide. These systems have some major advantages over standard axial field of view (SAFOV) PET-CT scanners, mainly due to up to 20 times higher sensitivity and therefore improved lesion detectability. Other advantages are the reduction of the PET acquisition time for a static whole-body measurement, the reduction of the administered radiotracer dose, and the ability to perform delayed scans with good image quality, which is important for imaging radionuclides with long half-lives and pharmaceuticals with long biodistribution times, such as 89Zr-labeled antibodies. The reduction of the applied tracer dose leads to less radiation exposure and may facilitate longitudinal studies, especially in oncological patients, for the evaluation of therapy. The reduction in acquisition time for a static whole body (WB) study allows a markedly higher patient throughput. Furthermore, LAFOV PET-CT scanners enable for the first-time WB dynamic PET scanning and WB parametric imaging with an improved image quality due to increased sensitivity and time resolution. WB tracer kinetics is of particular interest for the characterization of novel radiopharmaceuticals and for a better biological characterization of cancer diseases, as well as for a more accurate assessment of the response to new targeted therapies. Further technological developments based on artificial intelligence (AI) approaches are underway and may in the future allow CT-less attenuation correction or ultralow dose CT for attenuation correction as well as segmentation algorithms for the evaluation of total metabolic tumor volume. The aim of this review is to present dedicated PET acquisition protocols for oncological studies with LAFOV scanners, including static and dynamic acquisition as well as parametric scans, and to present literature data to date on this topic.

最近开发的长轴视野 PET-CT 扫描仪(包括全身扫描仪)已在全球一些中心投入使用。与标准轴向视场(SAFOV)PET-CT 扫描仪相比,这些系统具有一些主要优势,主要是灵敏度最高可提高 20 倍,从而提高了病变的可探测性。其他优势还包括:缩短了静态全身测量的 PET 采集时间,减少了放射性示踪剂的施用剂量,以及能够以良好的图像质量进行延迟扫描,这对于成像半衰期长的放射性核素和生物分布时间长的药物(如 89Zr 标记的抗体)非常重要。减少示踪剂的应用剂量可减少辐射照射,有助于进行纵向研究,尤其是对肿瘤患者的治疗评估。静态全身(WB)研究的采集时间缩短,可显著提高患者的诊疗量。此外,LAFOV PET-CT 扫描仪首次实现了 WB 动态 PET 扫描和 WB 参数成像,由于提高了灵敏度和时间分辨率,图像质量也得到了改善。WB 示踪剂动力学对于新型放射性药物的特征描述、更好地描述癌症疾病的生物学特征以及更准确地评估新靶向疗法的反应具有特别重要的意义。基于人工智能(AI)方法的进一步技术发展正在进行中,未来可能实现无 CT 衰减校正或超低剂量 CT 衰减校正,以及评估代谢肿瘤总体积的分割算法。本综述旨在介绍使用LAFOV扫描仪进行肿瘤研究的专用PET采集协议,包括静态和动态采集以及参数扫描,并介绍迄今为止有关该主题的文献数据。
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引用次数: 0
Total Body PET/CT: Future Aspects. 全身 PET/CT:未来展望。
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-01 Epub Date: 2024-11-13 DOI: 10.1053/j.semnuclmed.2024.10.011
Felipe Godinez, Clemens Mingels, Reimund Bayerlein, Brahim Mehadji, Lorenzo Nardo

Total-body (TB) positron emission tomography (PET) scanners are classified by their axial field of view (FOV). Long axial field of view (LAFOV) PET scanners can capture images from eyes to thighs in a one-bed position, covering all major organs with an axial FOV of about 100 cm. However, they often miss essential areas like distal lower extremities, limiting their use beyond oncology.TB-PET is reserved for scanners with a FOV of 180 cm or longer, allowing coverage of most of the body. LAFOV PET technology emerged about 40 years ago but gained traction recently due to advancements in data acquisition and cost. Early research highlighted its benefits, leading to the first FDA-cleared TB-PET/CT device in 2019 at UC Davis. Since then, various LAFOV scanners with enhanced capabilities have been developed, improving image quality, reducing acquisition times, and allowing for dynamic imaging. The uEXPLORER, the first LAFOV scanner, has a 194 cm active PET AFOV, far exceeding traditional scanners. The Panorama GS and others have followed suit in optimizing FOVs. Despite slow adoption due to the COVID pandemic and costs, over 50 LAFOV scanners are now in use globally. This review explores the future of LAFOV technology based on recent literature and experiences, covering its clinical applications, implications for radiation oncology, challenges in managing PET data, and expectations for technological advancements.

全身(TB)正电子发射断层扫描(PET)按其轴向视场(FOV)进行分类。长轴向视场(LAFOV)正电子发射计算机断层扫描仪可在单床位置捕获从眼睛到大腿的图像,以约 100 厘米的轴向视场覆盖所有主要器官。然而,它们往往会遗漏下肢远端等重要部位,限制了其在肿瘤学以外的应用。TB-PET 专用于视场角为 180 厘米或更长的扫描仪,可覆盖身体的大部分区域。LAFOV正电子发射计算机断层显像技术出现于大约40年前,但由于数据采集和成本方面的进步,该技术在最近得到了广泛应用。早期研究强调了该技术的优势,并于 2019 年在加州大学戴维斯分校推出了首台通过 FDA 认证的 TB-PET/CT 设备。此后,各种具有增强功能的 LAFOV 扫描仪相继问世,提高了图像质量,缩短了采集时间,并实现了动态成像。第一台 LAFOV 扫描仪 uEXPLORER 的主动 PET AFOV 长达 194 厘米,远远超过了传统扫描仪。Panorama GS 和其他设备也相继优化了 FOV。尽管由于 COVID 大流行和成本问题,LAFOV 扫描仪的采用速度缓慢,但目前全球已有 50 多台 LAFOV 扫描仪投入使用。本综述根据最近的文献和经验探讨了LAFOV技术的未来,包括其临床应用、对放射肿瘤学的影响、管理PET数据的挑战以及对技术进步的期望。
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引用次数: 0
Total Body PET/CT: A Role in Drug Development? 全身 PET/CT:在药物开发中的作用?
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-01 Epub Date: 2024-10-10 DOI: 10.1053/j.semnuclmed.2024.09.006
Xiangxi Meng, Xiangxing Kong, Runze Wu, Zhi Yang

Nowadays, total body PET has already entered the medical centers and enabled various clinical applications due to its superior imaging capabilities, especially the high sensitivity. However, the potential of the total body PET in the clinical evaluation of radiopharmaceuticals remains underexplored. The development and regulatory processes for radiopharmaceuticals present unique challenges that total body PET could address. In the safety evaluation of radiopharmaceuticals, the internal radiation dosimetry demands images with high quality and quantitative accuracy, which can be achieved using the total body PET. The current clinical pharmacokinetic study for radiopharmaceuticals still relies on invasively sampling of blood and other body fluid, causing discomfort of participant and difficulty in implementation. With the total body PET, the radioactive concentration of the drug in various blood vessels can be assessed noninvasively, facilitating the pharmacokinetic study. The parametric analysis over the total body based on compartment models also sheds light on the pharmacokinetics of the radiopharmaceutical. A special requirement for multi-center clinical research involving PET and SPECT is the harmonization of the quantitative performance among different imaging equipment, and the discrepancy between the total body PET and short axial field of view PET scanners may add to the complexity. To date, there are several successful examples of clinical trials of innovative radiopharmaceuticals using the total body PET, involving different types of tracers ranging from small molecules, peptides, nanobodies, minibodies, and aptamers. In conclusion, total body PET has the potential to revolutionize the clinical evaluation of radiopharmaceuticals and will play a crucial role in future drug development.

如今,全身正电子发射计算机断层成像技术凭借其卓越的成像能力,尤其是高灵敏度,已经进入医疗中心,并实现了各种临床应用。然而,全身 PET 在放射性药物临床评估方面的潜力仍未得到充分挖掘。放射性药物的开发和监管过程提出了独特的挑战,而全身 PET 可以应对这些挑战。在放射性药物的安全性评估中,内部辐射剂量测定要求图像质量高、定量准确,而全身正电子发射计算机断层显像可以实现这一点。目前,放射性药物的临床药代动力学研究仍然依赖于有创的血液和其他体液采样,造成受试者的不适和实施上的困难。全身 PET 可以无创评估药物在不同血管中的放射性浓度,为药代动力学研究提供了便利。基于分区模型的全身参数分析还能揭示放射性药物的药代动力学。涉及 PET 和 SPECT 的多中心临床研究的一个特殊要求是协调不同成像设备的定量性能,而全身 PET 扫描仪和短轴向视野 PET 扫描仪之间的差异可能会增加复杂性。迄今为止,已有多个利用全身 PET 进行创新放射性药物临床试验的成功案例,涉及小分子、肽、纳米体、迷你体和适配体等不同类型的示踪剂。总之,全身 PET 有可能彻底改变放射性药物的临床评估,并将在未来的药物开发中发挥至关重要的作用。
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引用次数: 0
Diagnosing Bone Metastases in Breast Cancer: A Systematic Review and Network Meta-Analysis on Diagnostic Test Accuracy Studies of 2-[18F]FDG-PET/CT, 18F-NaF-PET/CT, MRI, Contrast-Enhanced CT, and Bone Scintigraphy. 诊断乳腺癌骨转移:关于 2-[18F]FDG-PET/CT、18F-NaF-PET/CT、核磁共振成像、对比增强 CT 和骨闪烁成像诊断测试准确性研究的系统性综述和网络 Meta 分析。
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-01 Epub Date: 2024-11-14 DOI: 10.1053/j.semnuclmed.2024.10.008
Oke Gerke, Mohammad Naghavi-Behzad, Sofie Tind Nygaard, Victoria Raha Sigaroudi, Marianne Vogsen, Werner Vach, Malene Grubbe Hildebrandt

This systematic review and network meta-analysis aimed to compare the diagnostic accuracy of 2-[18F]FDG-PET/CT, 18F-NaF-PET/CT, MRI, contrast-enhanced CT, and bone scintigraphy for diagnosing bone metastases in patients with breast cancer. Following PRISMA-DTA guidelines, we reviewed studies assessing 2-[18F]FDG-PET/CT, 18F-NaF-PET/CT, MRI, contrast-enhanced CT, and bone scintigraphy for diagnosing bone metastases in high-stage primary breast cancer (stage III or IV) or known primary breast cancer with suspicion of recurrence (staging or re-staging). A comprehensive search of MEDLINE/PubMed, Scopus, and Embase was conducted until February 2024. Inclusion criteria were original studies using these imaging methods, excluding those focused on AI/machine learning, primary breast cancer without metastases, mixed cancer types, preclinical studies, and lesion-based accuracy. Preference was given to studies using biopsy or follow-up as the reference standard. Risk of bias was assessed using QUADAS-2. Screening, bias assessment, and data extraction were independently performed by two researchers, with discrepancies resolved by a third. We applied bivariate random-effects models in meta-analysis and network meta-analyzed differences in sensitivity and specificity between the modalities. Forty studies were included, with 29 contributing to the meta-analyses. Of these, 13 studies investigated one single modality only. Both 2-[18F]FDG-PET/CT (sensitivity: 0.94, 95% CI: 0.89-0.97; specificity: 0.98, 95% CI: 0.96-0.99), MRI (0.94, 0.82-0.98; 0.93, 0.87-0.96), and 18F-NaF-PET/CT (0.95, 0.85-0.98; 1, 0.93-1) outperformed the less sensitive modalities CE-CT (0.70, 0.62-0.77; 0.98, 0.97-0.99) and bone scintigraphy (0.83, 0.75-0.88; 0.96, 0.87-0.99). The network meta-analysis of multi-modality studies supports the comparable performance of 2-[18F]FDG-PET/CT and MRI in diagnosing bone metastases (estimated differences in sensitivity and specificity, respectively: 0.01, -0.16 - 0.18; -0.02, -0.15 - 0.12). The results from bivariate random effects modelling and network meta-analysis were consistent for all modalities apart from 18F-NaF-PET/CT. We concluded that 2-[18F]FDG-PET/CT and MRI have high and comparable accuracy for diagnosing bone metastases in breast cancer patients. Both outperformed CE-CT and bone scintigraphy regarding sensitivity. Future multimodality studies based on consented thresholds are warranted for further exploration, especially in terms of the potential role of 18F-NaF-PET/CT in bone metastasis diagnosis in breast cancer.

本系统综述和网络荟萃分析旨在比较 2-[18F]FDG-PET/CT、18F-NaF-PET/CT、MRI、对比增强 CT 和骨闪烁扫描诊断乳腺癌患者骨转移的准确性。根据 PRISMA-DTA 指南,我们回顾了评估 2-[18F]FDG-PET/CT、18F-NaF-PET/CT、MRI、对比增强 CT 和骨闪烁成像用于诊断高分期原发性乳腺癌(III 期或 IV 期)或已知原发性乳腺癌并怀疑复发(分期或再分期)的骨转移的研究。在 2024 年 2 月之前,对 MEDLINE/PubMed、Scopus 和 Embase 进行了全面检索。纳入标准是使用这些成像方法的原创研究,不包括那些侧重于人工智能/机器学习、无转移的原发性乳腺癌、混合癌症类型、临床前研究和基于病灶的准确性的研究。优先考虑使用活检或随访作为参考标准的研究。使用 QUADAS-2 评估偏倚风险。筛选、偏倚评估和数据提取由两名研究人员独立完成,不一致之处由第三名研究人员解决。我们在荟萃分析中应用了双变量随机效应模型,并通过网络荟萃分析了不同方式的敏感性和特异性差异。共纳入 40 项研究,其中 29 项参与了荟萃分析。其中,13 项研究只调查了一种单一模式。2-[18F]FDG-PET/CT(敏感性:0.94,95% CI:0.89-0.97;特异性:0.98,95% CI:0.96-0.99)、MRI(0.94,0.82-0.98;0.93,0.87-0.96)和 18F-NaF-PET/CT(0.95,0.85-0.98;1,0.93-1)优于敏感性较低的 CE-CT (0.70,0.62-0.77;0.98,0.97-0.99)和骨闪烁扫描(0.83,0.75-0.88;0.96,0.87-0.99)。多模式研究的网络荟萃分析证实,2-[18F]FDG-PET/CT 和 MRI 在诊断骨转移方面的效果相当(灵敏度和特异性的估计差异分别为 0.01、-0.16 和 0.01):0.01, -0.16 - 0.18; -0.02, -0.15 - 0.12).除18F-NaF-PET/CT外,双变量随机效应模型和网络荟萃分析的结果对所有模式都是一致的。我们的结论是,2-[18F]FDG-PET/CT 和 MRI 诊断乳腺癌患者骨转移的准确性很高,而且不相上下。在灵敏度方面,两者均优于 CE-CT 和骨闪烁扫描。未来有必要根据同意的阈值进行多模态研究,以进一步探讨,尤其是 18F-NaF-PET/CT 在乳腺癌骨转移诊断中的潜在作用。
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引用次数: 0
Total-Body PET/CT: Challenges and Opportunities. 全身 PET/CT:挑战与机遇。
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-01 Epub Date: 2024-09-27 DOI: 10.1053/j.semnuclmed.2024.08.003
Clemens Mingels, Kevin J Chung, Austin R Pantel, Axel Rominger, Ian Alberts, Benjamin A Spencer, Lorenzo Nardo, Thomas Pyka

Long-axial field-of-view (LAFOV) systems have changed the field of molecular imaging. Since their introduction, many PET centers have installed these next-generation digital systems to provide more detailed imaging and acquire PET images in a single bed position. Indeed, vertex to thigh imaging for oncological indications can be obtained in most of the population with the currently available LAFOV systems. Moreover, Total Body (TB) PET, a subtype of LAFOV, enables imaging the entire patient-from vertex through the toes-with one bed-position for most of the population. This review aims to identify possible challenges and opportunities for PET-centers working with TB and LAFOV systems. Emphasis is placed on the strength and weaknesses in clinical routine of currently available and upcoming TB and LAFOV PET systems.

长轴视场(LAFOV)系统改变了分子成像领域。自推出以来,许多 PET 中心都安装了这些新一代数字系统,以提供更详细的成像,并在单床位置获取 PET 图像。事实上,利用目前可用的 LAFOV 系统,大多数人都能获得用于肿瘤适应症的顶点至大腿成像。此外,全身正电子发射计算机断层显像(TB PET)是 LAFOV 的一种子类型,可对大多数人进行从顶点到脚趾的全身成像,只需一个床位。本综述旨在确定 PET 中心使用 TB 和 LAFOV 系统可能面临的挑战和机遇。重点是现有和即将推出的 TB 和 LAFOV PET 系统在临床常规中的优势和劣势。
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引用次数: 0
Total-Body PET/CT: A Role of Artificial Intelligence? 全身 PET/CT:人工智能的作用?
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-01 Epub Date: 2024-10-05 DOI: 10.1053/j.semnuclmed.2024.09.002
Qiyang Zhang, Zhenxing Huang, Yuxi Jin, Wenbo Li, Hairong Zheng, Dong Liang, Zhanli Hu

The purpose of this paper is to provide an overview of the cutting-edge applications of artificial intelligence (AI) technology in total-body positron emission tomography/computed tomography (PET/CT) scanning technology and its profound impact on the field of medical imaging. The introduction of total-body PET/CT scanners marked a major breakthrough in medical imaging, as their superior sensitivity and ultralong axial fields of view allowed for high-quality PET images of the entire body to be obtained in a single scan, greatly enhancing the efficiency and accuracy of diagnoses. However, this advancement is accompanied by the challenges of increasing data volumes and data complexity levels, which pose severe challenges for traditional image processing and analysis methods. Given the excellent ability of AI technology to process massive and high-dimensional data, the combination of AI technology and ultrasensitive PET/CT can be considered a complementary match, opening a new path for rapidly improving the efficiency of the PET-based medical diagnosis process. Recently, AI technology has demonstrated extraordinary potential in several key areas related to total-body PET/CT, including radiation dose reductions, dynamic parametric imaging refinements, quantitative analysis accuracy improvements, and significant image quality enhancements. The accelerated adoption of AI in clinical practice is of particular interest and is directly driven by the rapid progress made by AI technologies in terms of interpretability; i.e., the decision-making processes of algorithms and models have become more transparent and understandable. In the future, we believe that AI technology will fundamentally reshape the use of PET/CT, not only playing a more critical role in clinical diagnoses but also facilitating the customization and implementation of personalized healthcare solutions, providing patients with safer, more accurate, and more efficient healthcare experiences.

本文旨在概述人工智能(AI)技术在全身正电子发射断层扫描/计算机断层扫描(PET/CT)技术中的前沿应用及其对医学成像领域的深远影响。全身正电子发射计算机断层扫描/计算机断层成像扫描仪的问世标志着医学成像领域的重大突破,因为它具有超高的灵敏度和超长的轴向视野,一次扫描即可获得全身的高质量正电子发射计算机断层扫描图像,大大提高了诊断的效率和准确性。然而,在取得进步的同时,数据量和数据复杂度也在不断增加,这给传统的图像处理和分析方法带来了严峻的挑战。鉴于人工智能技术在处理海量高维数据方面的卓越能力,人工智能技术与超灵敏 PET/CT 的结合可谓相得益彰,为快速提高基于 PET 的医疗诊断效率开辟了一条新路。最近,人工智能技术已在与全身 PET/CT 相关的几个关键领域展现出非凡的潜力,包括辐射剂量的降低、动态参数成像的完善、定量分析准确性的提高以及图像质量的显著提升。人工智能技术在可解释性方面的快速进步直接推动了人工智能在临床实践中的加速应用,即算法和模型的决策过程变得更加透明和易于理解。未来,我们相信人工智能技术将从根本上重塑 PET/CT 的应用,不仅在临床诊断中发挥更关键的作用,还将促进个性化医疗解决方案的定制和实施,为患者提供更安全、更准确、更高效的医疗体验。
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引用次数: 0
Long Axial Field of View PET/CT: Technical Aspects in Cardiovascular Diseases. 长轴视场 PET/CT:心血管疾病的技术方面。
IF 4.6 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-01 Epub Date: 2024-11-13 DOI: 10.1053/j.semnuclmed.2024.10.009
Tonantzin Samara Martinez-Lucio, Oscar Isaac Mendoza-Ibañez, Wanling Liu, Samaneh Mostafapour, Zekai Li, Laura Providência, Giordana Salvi de Souza, Philipp Mohr, Magdalena M Dobrolinska, Bram van Leer, Hendrea S A Tingen, Joyce van Sluis, Charalampos Tsoumpas, Andor W J M Glaudemans, Klaas Pieter Koopmans, Adriaan A Lammertsma, Riemer H J A Slart

Positron emission tomography / computed tomography (PET/CT) plays a pivotal role in the assessment of cardiovascular diseases (CVD), particularly in the context of ischemic heart disease. Nevertheless, its application in other forms of CVD, such as infiltrative, infectious, or inflammatory conditions, remains limited. Recently, PET/CT systems with an extended axial field of view (LAFOV) have been developed, offering greater anatomical coverage and significantly enhanced PET sensitivity. These advancements enable head-to-pelvis imaging with a single bed position, and in systems with an axial field of view (FOV) of approximately 2 meters, even total body (TB) imaging is feasible in a single scan session. The application of LAFOV PET/CT in CVD presents a promising opportunity to improve systemic cardiovascular assessments and address the limitations inherent to conventional short axial field of view (SAFOV) devices. However, several technical challenges, including procedural considerations for LAFOV systems in CVD, complexities in data processing, arterial input function extraction, and artefact management, have not been fully explored. This review aims to discuss the technical aspects of LAFOV PET/CT in relation to CVD by highlighting key opportunities and challenges and examining the impact of these factors on the evaluation of most relevant CVD.

正电子发射断层扫描/计算机断层扫描(PET/CT)在评估心血管疾病(CVD),尤其是缺血性心脏病方面发挥着举足轻重的作用。然而,它在其他形式的心血管疾病(如浸润性、感染性或炎症性疾病)中的应用仍然有限。最近,具有扩展轴向视场(LAFOV)的 PET/CT 系统应运而生,可提供更大的解剖覆盖范围并显著提高 PET 的灵敏度。在轴向视场(FOV)约为 2 米的系统中,甚至可以在单次扫描中进行全身(TB)成像。LAFOV PET/CT 在心血管疾病中的应用为改善全身心血管评估和解决传统短轴向视场 (SAFOV) 设备固有的局限性提供了一个大有可为的机会。然而,一些技术挑战,包括 LAFOV 系统在心血管疾病中的程序考虑、数据处理的复杂性、动脉输入功能提取和伪影管理,尚未得到充分探讨。本综述旨在讨论 LAFOV PET/CT 与心血管疾病相关的技术方面,强调关键的机遇和挑战,并研究这些因素对最相关心血管疾病评估的影响。
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Seminars in nuclear medicine
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