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PET radiomics for histologic subtype classification of non-small cell lung cancer: a systematic review and meta-analysis PET放射组学对非小细胞肺癌的组织学亚型分类:系统回顾和荟萃分析
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-11 DOI: 10.1007/s00259-025-07069-6
Jucheng Zhang, Xiaohui Zhang, Yan Zhong, Jing Wang, Chao Zhong, Meiling Xiao, Yuhan Chen, Hong Zhang

Purpose

To systematically review the literature and perform a meta-analysis of PET radiomics for histologic subtype classification in non-small cell lung cancer (NSCLC).

Methods

PubMed, Embase, Scopus, and Web of Science databases were systematically searched in English on human subjects for studies on distinguishing adenocarcinoma (ADC) from squamous cell carcinoma (SCC) using PET radiomics published from inception until November 2024. The Quality Assessment of Diagnostic Accuracy Studies 2 (QUADAS-2) tool and the Radiomics Quality Score (RQS) were utilized to assess the methodological quality of the included studies. The area under the receiver operating characteristic curves (AUC) was pooled to estimate predictive performance. An overall effect size was estimated using a random-effects model. Statistical heterogeneity was evaluated by the I2 value. Subgroup analyses were conducted to explore sources of heterogeneity.

Results

Twelve studies were included in the analysis, yielding a pooled AUC of 0.92 (95% confidence interval [CI]: 0.89–0.94). Despite this promising result, the studies showed limitations in both study design and methodological quality, as evidenced by a median RQS of 11/36. A significant degree of heterogeneity was observed among the studies, with an I2 of 92.20% (95% CI: 89.01–95.39) for sensitivity and 89.29% (95% CI: 84.48–94.10) for specificity.

Conclusions

This meta-analysis highlights the potential utility of PET radiomics in distinguishing ADC from SCC. However, the observed high heterogeneity indicates substantial methodological variability across the included studies. Future research should focus on standardization, transparency, and multicenter collaborations to improve the reliability and clinical applicability of PET radiomics for histologic subtype classification in NSCLC.

目的系统回顾文献并对PET放射组学在非小细胞肺癌(NSCLC)的组织学亚型分类进行荟萃分析。方法系统检索spubmed、Embase、Scopus和Web of Science数据库,检索自成立以来至2024年11月发表的PET放射组学技术鉴别腺癌(ADC)和鳞状细胞癌(SCC)的相关研究。使用诊断准确性研究质量评估2 (QUADAS-2)工具和放射组学质量评分(RQS)来评估纳入研究的方法学质量。将受试者工作特征曲线(AUC)下的面积汇总以估计预测性能。使用随机效应模型估计总体效应大小。以I2值评价统计异质性。进行亚组分析以探索异质性的来源。结果12项研究纳入分析,合并AUC为0.92(95%可信区间[CI]: 0.89-0.94)。尽管这一结果令人鼓舞,但研究在研究设计和方法质量方面都存在局限性,中位RQS为11/36。研究之间存在显著程度的异质性,敏感性I2为92.20% (95% CI: 89.01-95.39),特异性I2为89.29% (95% CI: 84.48-94.10)。结论:这项荟萃分析强调了PET放射组学在区分ADC和SCC方面的潜在效用。然而,观察到的高异质性表明,在纳入的研究中,方法上存在很大的差异。未来的研究应注重标准化、透明化和多中心合作,以提高PET放射组学在NSCLC组织学亚型分类中的可靠性和临床适用性。
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引用次数: 0
PET molecular imaging-based prevention for brain aging. 基于PET分子成像的脑老化预防。
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-10 DOI: 10.1007/s00259-025-07068-7
Yan Zhong, Chentao Jin, Xiaoyun Luo, Jiani Huang, Fei Wu, Hetian Chen, Jing Wang, Mei Tian, Hong Zhang
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引用次数: 0
Lecanemab approval in EU: what should we be ready for?- the EANM perspective. leanemab在欧盟的批准:我们应该准备什么?- EANM视角。
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-10 DOI: 10.1007/s00259-025-07066-9
Igor Yakushev, Antoine Verger, Matthias Brendel, Diego Cecchin, Pablo Aguiar Fernandez, Francesco Fraioli, Timo Grimmer, Nelleke Tolboom, Tatjana Traub-Weidinger, Eric Guedj, Donatienne Van Weehaeghe
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引用次数: 0
Correction to: Feasibility of PET‑enabled dual‑energy CT imaging: First physical phantom and initial patient study results. 更正:启用PET的双能CT成像的可行性:第一个物理幻影和最初的患者研究结果。
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-08 DOI: 10.1007/s00259-024-07049-2
Yansong Zhu, Siqi Li, Zhaoheng Xie, Edwin K Leung, Reimund Bayerlein, Negar Omidvari, Yasser G Abdelhafez, Simon R Cherry, Jinyi Qi, Ramsey D Badawi, Benjamin A Spencer, Guobao Wang
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引用次数: 0
Transcriptionally downregulated GABAergic genes associated with synaptic density network dysfunction in temporal lobe epilepsy 转录下调的gaba能基因与颞叶癫痫突触密度网络功能障碍相关
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-08 DOI: 10.1007/s00259-024-07054-5
Rong Li, Ling Xiao, Honghao Han, Hongyu Long, Wei Liao, Zhenzhe Yang, Haoyue Zhu, Xuyang Wang, Ting Zou, Yongwen Huang, Bharat B. Biswal, Ming Zhou, Jian Li, Yulai Li, Axel Rominger, Kuangyu Shi, Huafu Chen, Yongxiang Tang, Li Feng, Shuo Hu

Purpose

Temporal lobe epilepsy (TLE) is a brain network disorder closely associated with synaptic loss and has a genetic basis. However, the in vivo whole-brain synaptic changes at the network-level and the underlying gene expression patterns in patients with TLE remain unclear.

Methods

In this study, we utilized a positron emission tomography with the synaptic vesicle glycoprotein 2 A radioligand [18F]SynVesT-1 cohort and two independent transcriptome datasets to investigate the topological properties of the synaptic density similarity network (SDSN) in TLE and its correlation with significantly dysregulated risk genes.

Results

We observed an overall decrease in strength, reduced clustering coefficient, and increased path length of SDSN in TLE, suggesting a loss of connectivity that is accompanied by network reorganization. These changes were predominantly distributed in the temporo-limbic circuit and fronto-parietal networks. Moreover, connectivity changes in SDSN were found to be spatially correlated with the brain-wide expression of TLE risk genes, and the transcriptional correlate of SDSN changes showed a significant relationship with gene dysregulation. In particular, we identified a total of 183 downregulated genes that were functionally enriched for synaptic transmission pathways, forming a highly connected genetic interaction network. Within this set of genes, GABAergic genes such as RBFOX1 play a central role.

Discussion

Our study provides the first evidence that the spatial expression patterns of downregulated risk genes underlie in vivo synaptic density network dysfunction in TLE. These imaging-transcriptomic findings have the potential to guide the development of molecular and genetic network-based therapeutic approaches for TLE.

目的颞叶癫痫(TLE)是一种与突触丧失密切相关的脑网络疾病,具有遗传基础。然而,TLE患者体内网络水平的全脑突触变化和潜在的基因表达模式尚不清楚。方法在本研究中,我们利用突触囊泡糖蛋白2a放射配体[18F] synvest1队列和两个独立的转录组数据集,利用正电子发射断层扫描研究TLE中突触密度相似网络(SDSN)的拓扑特性及其与显著失调风险基因的相关性。结果我们观察到TLE中SDSN的整体强度下降,聚类系数降低,路径长度增加,表明网络连通性的丧失伴随着网络重组。这些变化主要分布在颞边缘回路和额顶叶网络。此外,SDSN的连通性变化与TLE风险基因的全脑表达存在空间相关性,SDSN变化的转录相关性与基因失调存在显著关系。特别是,我们发现了183个下调基因,这些基因在突触传递途径中功能丰富,形成了一个高度连接的遗传相互作用网络。在这组基因中,gaba能基因如RBFOX1起着核心作用。我们的研究提供了第一个证据,表明下调风险基因的空间表达模式是TLE体内突触密度网络功能障碍的基础。这些成像转录组学的发现有可能指导基于分子和遗传网络的TLE治疗方法的发展。
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引用次数: 0
Joint EANM/EANO/RANO/SNMMI practice guideline/procedure standard for PET imaging of brain metastases: version 1.0 脑转移瘤PET成像联合EANM/EANO/RANO/SNMMI实施指南/程序标准:1.0版
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-07 DOI: 10.1007/s00259-024-07038-5
Antoine Verger, Nelleke Tolboom, Francesco Cicone, Susan M. Chang, Julia Furtner, Norbert Galldiks, Jens Gempt, Eric Guedj, Raymond Y. Huang, Derek R. Johnson, Ian Law, Emilie Le Rhun, Susan C. Short, M. J. Van den Bent, Donatienne Van Weehaeghe, Michael A. Vogelbaum, Patrick Y. Wen, Nathalie L. Albert, Matthias Preusser

This joint practice guideline/procedure standard was collaboratively developed by the European Association of Nuclear Medicine (EANM), the Society of Nuclear Medicine and Molecular Imaging (SNMMI), the European Association of Neuro-Oncology (EANO), and the PET task force of the Response Assessment in Neurooncology Working Group (PET/RANO). Brain metastases are the most common malignant central nervous system (CNS) tumors. PET imaging with radiolabeled amino acids and to lesser extent [18F]FDG has gained considerable importance in the assessment of brain metastases, especially for the differential diagnosis between recurrent metastases and treatment-related changes which remains a limitation using conventional MRI. The aim of this guideline is to assist nuclear medicine physicians in recommending, performing, interpreting and reporting the results of brain PET imaging in patients with brain metastases. This practice guideline will define procedure standards for the application of PET imaging in patients with brain metastases in routine practice and clinical trials and will help to harmonize data acquisition and interpretation across centers.

本联合实践指南/程序标准由欧洲核医学协会(EANM)、核医学和分子成像学会(SNMMI)、欧洲神经肿瘤协会(EANO)和神经肿瘤反应评估工作组(PET/RANO)的PET工作组共同制定。脑转移瘤是最常见的中枢神经系统恶性肿瘤。放射标记氨基酸的PET成像在较小程度上[18F]FDG在评估脑转移中具有相当的重要性,特别是对于复发转移和治疗相关变化的鉴别诊断,这仍然是传统MRI的局限性。本指南的目的是帮助核医学医生推荐、执行、解释和报告脑转移患者的脑PET成像结果。本实践指南将定义常规实践和临床试验中PET成像在脑转移患者中的应用程序标准,并将有助于协调各中心的数据采集和解释。
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引用次数: 0
[18F]F-FAPI-42 PET dynamic imaging characteristics and multiparametric quantification of lung cancer: an exploratory study using uEXPLORER PET/CT [18F]F-FAPI-42 PET动态成像特征及肺癌多参数定量的探索性研究
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-06 DOI: 10.1007/s00259-024-07064-3
Lijuan Wang, Xingzhu Pan, Shimin Ye, Yanchao Huang, Meng Wang, Li Chen, Kemin Zhou, Yanjiang Han, Hubing Wu

Purpose

To explore the dynamic and parametric characteristics of [18F]F-FAPI-42 PET/CT in lung cancers.

Methods

Nineteen participants with newly diagnosed lung cancer underwent 60-min dynamic [18F]F-FAPI-42 PET/CT. Time-activity curves (TAC) were generated for tumors and normal organs, with kinetic parameters (K1, K2, K3, K4, Ki) calculated. A new parameter, the K ratio (K1 + K3)/(K2 + K4), was introduced to measure net uptake efficiency.

Results

In primary tumor (PT), [18F]F-FAPI-42 uptake showed a gradual increase followed by a plateau, contrasting with organs like the thyroid and pancreas, which showed rapid uptake and continuous washout. Compared to non-small cell lung cancer (NSCLC), small cell lung cancer (SCLC) lesions reached the plateau earlier (11 min vs. 14 min) but had a lower uptake. During the plateau phase, [18F]F-FAPI-42 demonstrated slight washout in SCLC, whereas its uptake increased slightly in NSCLC. Lymph node and distant metastases exhibited similar TAC profiles to primary tumors. Kinetic modeling revealed that an irreversible two-compartment model (irre-2TCM) best represented the pharmacokinetics of [18F]F-FAPI-42 in lung cancer, whereas re-2TCM was better suited for the pancreas and thyroid. Lower K1, K2, K3 and K4 were observed in PT compared to those in the pancreas and thyroid (P < 0.05), however, the K ratio in PT was found to be 2–3 times higher. SCLC had lower Ki and SUVmean than NSCLC (P < 0.05). Kinetic parameter differences were also observed between PT and metastatic lesions. Larger metastatic lymph nodes exhibited higher K1, Ki, and K ratio than smaller ones.

Conclusion

Lung cancers exhibit distinct [18F]F-FAPI-42 dynamic and kinetic characteristics compared to the thyroid gland and pancreas. Differences were also observed between SCLC and NSCLC, primary and metastatic lesions, as well as larger versus smaller lesions. These findings provide valuable insights into the in vivo pharmacokinetics of [18F]F-FAPI-42, potentially improving the diagnosis of lung cancer.

Trial registration

ChiCTR2100045757. Registered April 24, 2021 retrospectively registered, http//www.chictr.org.cn.

目的探讨[18F]F-FAPI-42 PET/CT在肺癌诊断中的动态及参数特征。方法19例新诊断肺癌患者行60分钟动态[18F]F-FAPI-42 PET/CT检查。生成肿瘤和正常器官的时间-活性曲线(TAC),计算动力学参数(K1、K2、K3、K4、Ki)。引入了一个新的参数(K1 + K3)/(K2 + K4)来衡量净吸收效率。结果在原发肿瘤(PT)中,[18F]F-FAPI-42的摄取呈逐渐增加后的平台期,而甲状腺、胰腺等器官则呈快速摄取并持续消退。与非小细胞肺癌(NSCLC)相比,小细胞肺癌(SCLC)病变到达平台期较早(11分钟比14分钟),但摄取较低。在平台期,[18F]F-FAPI-42在SCLC中表现出轻微的下降,而在NSCLC中其摄取略有增加。淋巴结和远处转移表现出与原发肿瘤相似的TAC特征。动力学模型显示,不可逆双室模型(re-2TCM)最能代表[18F]F-FAPI-42在肺癌中的药代动力学,而re-2TCM更适合于胰腺和甲状腺。与胰腺和甲状腺相比,PT中K1、K2、K3和K4较低(P < 0.05),而PT中的K比值则高出2-3倍。SCLC的Ki和SUVmean低于NSCLC (P < 0.05)。动力学参数的差异也观察到PT和转移性病变。较大的转移淋巴结的K1、Ki和K比值高于较小的转移淋巴结。结论肺癌与甲状腺、胰腺相比,具有不同的[18F]F-FAPI-42动态和动力学特征。SCLC和NSCLC、原发和转移性病变、大性病变和小性病变之间也存在差异。这些发现为研究[18F]F-FAPI-42的体内药代动力学提供了有价值的见解,有可能改善肺癌的诊断。registrationChiCTR2100045757审判。注册于2021年4月24日,已追溯注册,http//www.chictr.org.cn。
{"title":"[18F]F-FAPI-42 PET dynamic imaging characteristics and multiparametric quantification of lung cancer: an exploratory study using uEXPLORER PET/CT","authors":"Lijuan Wang, Xingzhu Pan, Shimin Ye, Yanchao Huang, Meng Wang, Li Chen, Kemin Zhou, Yanjiang Han, Hubing Wu","doi":"10.1007/s00259-024-07064-3","DOIUrl":"https://doi.org/10.1007/s00259-024-07064-3","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>To explore the dynamic and parametric characteristics of [<sup>18</sup>F]F-FAPI-42 PET/CT in lung cancers.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>Nineteen participants with newly diagnosed lung cancer underwent 60-min dynamic [<sup>18</sup>F]F-FAPI-42 PET/CT. Time-activity curves (TAC) were generated for tumors and normal organs, with kinetic parameters (<i>K</i><sub>1</sub>, <i>K</i><sub>2</sub>, <i>K</i><sub>3</sub>, <i>K</i><sub>4</sub>, <i>K</i><sub>i</sub>) calculated. A new parameter, the <i>K</i> ratio (<i>K</i><sub>1</sub> + <i>K</i><sub>3</sub>)/(<i>K</i><sub>2</sub> + <i>K</i><sub>4</sub>), was introduced to measure net uptake efficiency.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>In primary tumor (PT), [<sup>18</sup>F]F-FAPI-42 uptake showed a gradual increase followed by a plateau, contrasting with organs like the thyroid and pancreas, which showed rapid uptake and continuous washout. Compared to non-small cell lung cancer (NSCLC), small cell lung cancer (SCLC) lesions reached the plateau earlier (11 min vs. 14 min) but had a lower uptake. During the plateau phase, [<sup>18</sup>F]F-FAPI-42 demonstrated slight washout in SCLC, whereas its uptake increased slightly in NSCLC. Lymph node and distant metastases exhibited similar TAC profiles to primary tumors. Kinetic modeling revealed that an irreversible two-compartment model (irre-2TCM) best represented the pharmacokinetics of [<sup>18</sup>F]F-FAPI-42 in lung cancer, whereas re-2TCM was better suited for the pancreas and thyroid. Lower <i>K</i><sub>1</sub>, <i>K</i><sub>2</sub>, <i>K</i><sub>3</sub> and <i>K</i><sub>4</sub> were observed in PT compared to those in the pancreas and thyroid (<i>P</i> &lt; 0.05), however, the <i>K</i> ratio in PT was found to be 2–3 times higher. SCLC had lower <i>K</i><sub><i>i</i></sub> and SUVmean than NSCLC (<i>P</i> &lt; 0.05). Kinetic parameter differences were also observed between PT and metastatic lesions. Larger metastatic lymph nodes exhibited higher <i>K</i><sub><i>1</i></sub>, <i>K</i><sub><i>i</i></sub>, and <i>K</i> ratio than smaller ones.</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>Lung cancers exhibit distinct [<sup>18</sup>F]F-FAPI-42 dynamic and kinetic characteristics compared to the thyroid gland and pancreas. Differences were also observed between SCLC and NSCLC, primary and metastatic lesions, as well as larger versus smaller lesions. These findings provide valuable insights into the in vivo pharmacokinetics of [<sup>18</sup>F]F-FAPI-42, potentially improving the diagnosis of lung cancer.</p><h3 data-test=\"abstract-sub-heading\">Trial registration</h3><p>ChiCTR2100045757. Registered April 24, 2021 retrospectively registered, http//www.chictr.org.cn.</p>","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"6 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2025-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142929706","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
Nuclear cardiology a solid pillar in the new chronic coronary syndromes ESC guidelines 核心脏病学是新的慢性冠状动脉综合征ESC指南的坚实支柱
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-06 DOI: 10.1007/s00259-024-07055-4
Magdalena M. Dobrolinska, Riemer H.J.A. Slart, Marc R. Dweck, Ronny R. Buechel, Paola Anna Erba
{"title":"Nuclear cardiology a solid pillar in the new chronic coronary syndromes ESC guidelines","authors":"Magdalena M. Dobrolinska, Riemer H.J.A. Slart, Marc R. Dweck, Ronny R. Buechel, Paola Anna Erba","doi":"10.1007/s00259-024-07055-4","DOIUrl":"https://doi.org/10.1007/s00259-024-07055-4","url":null,"abstract":"","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"5 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2025-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142929326","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
FAPI PET for monitoring of rheumatological treatment in multifocal peritoneal nodular fibrosis: a case study FAPI PET用于监测多灶性腹膜结节性纤维化的风湿病治疗:一个案例研究
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-06 DOI: 10.1007/s00259-024-07052-7
Lena M. Unterrainer, Stephan T. Ledderose, Sophie C. Kunte, Johannes Toms, Clemens C. Cyran, Adrien Holzgreve, Marcus Unterrainer, Hendrik Schulze-Koops
{"title":"FAPI PET for monitoring of rheumatological treatment in multifocal peritoneal nodular fibrosis: a case study","authors":"Lena M. Unterrainer, Stephan T. Ledderose, Sophie C. Kunte, Johannes Toms, Clemens C. Cyran, Adrien Holzgreve, Marcus Unterrainer, Hendrik Schulze-Koops","doi":"10.1007/s00259-024-07052-7","DOIUrl":"https://doi.org/10.1007/s00259-024-07052-7","url":null,"abstract":"","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"14 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2025-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142929327","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
Mapping the knowledge landscape of the PET/MR domain: a multidimensional bibliometric analysis 绘制PET/MR领域的知识版图:多维文献计量学分析
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-04 DOI: 10.1007/s00259-024-07043-8
Xiaofei Hu, Jianding Peng, Min Huang, Lin Huang, Qing Wang, Dingde Huang, Mei Tian

Objective

This study aims to conduct a bibliometric analysis to explore research trends, collaboration patterns, and emerging themes in the PET/MR field based on published literature from 2010 to 2024.

Methods

A detailed literature search was performed using the Web of Science Core Collection (WoSCC) database with keywords related to PET/MR. A total of 4,349 publications were retrieved and analyzed using various bibliometric tools, including VOSviewer and CiteSpace.

Results

The analysis revealed an initial increase in PET/MR publications, peaking at 495 in 2021, followed by a slight decline. The USA, Germany, and China were the most prolific countries, with the USA demonstrating strong collaborative networks. Key institutions included the Stanford University, Technical University of Munich and University of Duisburg-Essen. Prominent authors were primarily from Germany, with significant contributions from University Hospital Essen. Major journals in the field included the European Journal of Nuclear Medicine, Journal of Nuclear Medicine, and Physics in Medicine and Biology. Emerging research areas focused on oncology, neurological disorders, and cardiovascular diseases, with keywords such as “prostate cancer,” “Alzheimer’s disease,” and “breast cancer” showing high research activity. Recent trends also highlight the growing integration of AI, particularly deep learning, to improve imaging reconstruction and diagnostic accuracy.

Conclusion

The findings emphasize the need for continuous investment, strategic planning, and technological innovations to expand PET/MR’s clinical applications. Future research should focus on optimizing imaging techniques, fostering international collaborations, and integrating emerging technologies like artificial intelligence to enhance PET/MR’s diagnostic and therapeutic potential in precision medicine.

目的基于2010 - 2024年PET/MR领域发表的文献,通过文献计量分析,探讨PET/MR领域的研究趋势、合作模式和新兴主题。方法使用Web of Science Core Collection (WoSCC)数据库,以PET/MR相关关键词进行详细的文献检索。使用各种文献计量工具,包括VOSviewer和CiteSpace,共检索和分析了4,349份出版物。结果分析显示,PET/MR出版物最初有所增加,在2021年达到495篇的峰值,随后略有下降。美国、德国和中国是最多产的国家,其中美国展示了强大的合作网络。重点院校包括斯坦福大学、慕尼黑工业大学和杜伊斯堡-埃森大学。著名作者主要来自德国,埃森大学医院做出了重要贡献。该领域的主要期刊包括《欧洲核医学杂志》、《核医学杂志》和《医学和生物学中的物理学》。以“前列腺癌”、“阿尔茨海默病”、“乳腺癌”等为关键词的新兴研究领域集中在肿瘤、神经系统疾病和心血管疾病等领域,研究活跃度很高。最近的趋势还突出了人工智能的日益融合,特别是深度学习,以提高成像重建和诊断准确性。结论研究结果强调了扩大PET/MR临床应用需要持续的投资、战略规划和技术创新。未来的研究应侧重于优化成像技术,促进国际合作,并整合人工智能等新兴技术,以增强PET/MR在精准医学中的诊断和治疗潜力。
{"title":"Mapping the knowledge landscape of the PET/MR domain: a multidimensional bibliometric analysis","authors":"Xiaofei Hu, Jianding Peng, Min Huang, Lin Huang, Qing Wang, Dingde Huang, Mei Tian","doi":"10.1007/s00259-024-07043-8","DOIUrl":"https://doi.org/10.1007/s00259-024-07043-8","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Objective</h3><p>This study aims to conduct a bibliometric analysis to explore research trends, collaboration patterns, and emerging themes in the PET/MR field based on published literature from 2010 to 2024.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>A detailed literature search was performed using the Web of Science Core Collection (WoSCC) database with keywords related to PET/MR. A total of 4,349 publications were retrieved and analyzed using various bibliometric tools, including VOSviewer and CiteSpace.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>The analysis revealed an initial increase in PET/MR publications, peaking at 495 in 2021, followed by a slight decline. The USA, Germany, and China were the most prolific countries, with the USA demonstrating strong collaborative networks. Key institutions included the Stanford University, Technical University of Munich and University of Duisburg-Essen. Prominent authors were primarily from Germany, with significant contributions from University Hospital Essen. Major journals in the field included the European Journal of Nuclear Medicine, Journal of Nuclear Medicine, and Physics in Medicine and Biology. Emerging research areas focused on oncology, neurological disorders, and cardiovascular diseases, with keywords such as “prostate cancer,” “Alzheimer’s disease,” and “breast cancer” showing high research activity. Recent trends also highlight the growing integration of AI, particularly deep learning, to improve imaging reconstruction and diagnostic accuracy.</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>The findings emphasize the need for continuous investment, strategic planning, and technological innovations to expand PET/MR’s clinical applications. Future research should focus on optimizing imaging techniques, fostering international collaborations, and integrating emerging technologies like artificial intelligence to enhance PET/MR’s diagnostic and therapeutic potential in precision medicine.</p>","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"34 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2025-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142924967","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
期刊
European Journal of Nuclear Medicine and Molecular Imaging
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