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GLUT1 as a generic biomarker enables near-infrared fluorescence molecular imaging guided precise intraoperative tumor detection in breast cancer 作为通用生物标记物,GLUT1 可实现近红外荧光分子成像引导的乳腺癌术中肿瘤精确检测
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-21 DOI: 10.1007/s00259-025-07095-4
Si-Qi Qiu, Xiao-Feng He, Xiao-Long Liang, Guang-Yuan Shi, Meng-Long Zhao, Fan Li, Zhi-Yong Wu, Jie Tian, Tian-Tian Zhai, Yang Du

Purpose

Precise tumor excision is important but challenging in breast-conserving surgery (BCS). Tumor-specific fluorescence imaging may be used for intraoperative tumor detection and, therefore, to guide precise tumor excision. The aims of this study are to develop a glucose transporter 1 (GLUT1)-targeted near-infrared fluorescence tracer and evaluate its accuracy for breast cancer detection using fresh surgical breast specimens.

Methods

Bioinformatic analysis was performed to compare GLUT1 expression between breast cancer and normal breast tissues. A GLUT1-targeted fluorescence imaging tracer WZB117-CY7.5 was developed. In combination with fluorescence imaging (FMI), its binding specificity to GLUT1 was examined in in vitro breast cancer cell experiments, in vivo 4T1 breast tumor-bearing mouse models, and 60 freshly resected human breast tumor tissues. The diagnostic accuracy of WZB117-CY7.5, was evaluated in fresh specimens derived from 60 patients diagnosed with breast cancer.

Results

GLUT1 expression is higher in breast cancer tissues compared with normal tissues. WZB117-CY7.5 specifically bound to breast cancer cells in in vitro cell experiments and accumulated in tumor areas in a 4T1 tumor-bearing mice after intravenous injection by FMI. Moreover, WZB117-CY7.5 specifically bound to freshly resected human breast cancer and demonstrated excellent diagnostic performance in discriminating breast cancer, irrespective of cancer subtype, from normal breast tissue on fresh surgically resected breast tissues.

Conclusions

WZB117-CY7.5 showed high accuracy in intraoperative breast cancer detection, irrespective of the cancer subtype. This highlights its potential for clinical applications as a generic tracer for fluorescence image-guided surgery (FIGS) in BCS and fluorescence image-guided pathology for tissue sampling.

目的在保乳手术中,肿瘤的精确切除是重要的,但也是一个挑战。肿瘤特异性荧光成像可用于术中肿瘤检测,从而指导精确的肿瘤切除。本研究的目的是开发一种葡萄糖转运蛋白1 (GLUT1)靶向的近红外荧光示踪剂,并评估其在使用新鲜乳房手术标本检测乳腺癌中的准确性。方法采用生物信息学方法比较GLUT1在乳腺癌组织和正常乳腺组织中的表达。研制了glut1靶向荧光成像示踪剂WZB117-CY7.5。结合荧光成像(FMI)技术,在体外乳腺癌细胞实验、体内4T1乳腺荷瘤小鼠模型和60例刚切除的人乳腺肿瘤组织中检测其对GLUT1的结合特异性。在60例乳腺癌患者的新鲜标本中评估WZB117-CY7.5的诊断准确性。结果glut1在乳腺癌组织中的表达高于正常组织。体外细胞实验中,WZB117-CY7.5与乳腺癌细胞特异性结合,经FMI静脉注射后在4T1荷瘤小鼠肿瘤区域积累。此外,WZB117-CY7.5与新鲜切除的人乳腺癌特异性结合,在手术切除的新鲜乳腺组织中对正常乳腺组织和不同癌症亚型的乳腺癌具有良好的诊断效果。结论swzb117 - cy7.5在手术中对不同癌症亚型的乳腺癌检测具有较高的准确率。这突出了它作为一种通用示踪剂在BCS中荧光图像引导手术(FIGS)和荧光图像引导病理组织采样的临床应用潜力。
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引用次数: 0
[68Ga]Ga‑FAPI PET/CT in the evaluation of Langerhans cell histiocytosis: comparison with [18F]FDG PET/CT [68Ga]Ga-FAPI PET/CT 在评估朗格汉斯细胞组织细胞增生症中的应用:与[18F]FDG PET/CT 的比较
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-21 DOI: 10.1007/s00259-025-07097-2
Wenjie Zhang, Yu Wu, Linlin Guo, Xin Li, Guohua Shen

Purpose

We aimed to explore the value of [68Ga]Ga‑FAPI PET/CT for the evaluation of Langerhans cell histiocytosis (LCH) in comparison with [18F]FDG PET/CT.

Methods

Thirty-two patients pathologically diagnosed with LCH were enrolled in this study. [68Ga]Ga‑FAPI and [18F]FDG PET/CT were performed within 1 week to identify disease extent and status. The detectability and intensity of the involved organs were compared between these two tracers.

Results

Thirty patients had active disease while two had non-active disease. In patients with active disease, the most commonly involved organ was bone (27/30), and [68Ga]Ga-FAPI PET/CT detected more osseous lesions (106/106) than [18F]FDG PET/CT (52/106). [68Ga]Ga-FAPI also identified liver, skin, and salivary gland involvement, which were often missed by [18F]FDG. Although both tracers detected thymus and pituitary gland involvement, [68Ga]Ga-FAPI demonstrated higher image contrast and more diagnostic confidence. Lymph node involvement, however, was not visualized by [68Ga]Ga-FAPI. Due to the superior sensitivity of [68Ga]Ga-FAPI, approximately 30% (10/30) of patients experienced reclassification in disease status or subtype. Furthermore, [68Ga]Ga‑FAPI appeared to be advantageous in response assessment.

Conclusion

[68Ga]Ga-FAPI PET/CT outperforms [18F]FDG PET/CT in detecting osseous and extra-nodal lesions in LCH, providing a valuable tool for precise disease evaluation and treatment planning.

目的探讨[68Ga]Ga‑FAPI PET/CT与[18F]FDG PET/CT对朗格汉斯细胞组织细胞增生症(LCH)的评价价值。方法选取32例经病理诊断为LCH的患者。在1周内进行[68Ga]Ga‑FAPI和[18F]FDG PET/CT检查以确定疾病程度和状态。比较两种示踪剂对受累器官的检出率和强度。结果活动性疾病30例,非活动性疾病2例。在活动性疾病患者中,最常受累的器官是骨骼(27/30),[68Ga]Ga-FAPI PET/CT检出的骨骼病变(106/106)多于[18F]FDG PET/CT(52/106)。[68Ga]Ga-FAPI还发现了肝脏、皮肤和唾液腺受累,而这些通常被[18F]FDG遗漏。虽然这两种示踪剂都能检测到胸腺和垂体受损伤,但[68Ga]Ga-FAPI显示出更高的图像对比度和更高的诊断可信度。然而,通过[68Ga]Ga-FAPI无法观察淋巴结累及情况。由于[68Ga]Ga-FAPI的优越敏感性,大约30%(10/30)的患者经历了疾病状态或亚型的重新分类。此外,[68Ga]Ga‑FAPI在反应评估中似乎是有利的。结论[68Ga]Ga-FAPI PET/CT在LCH骨性和结外病变的检测上优于[18F]FDG PET/CT,为精确的疾病评估和治疗计划提供了有价值的工具。
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引用次数: 0
Association of objective subtle cognitive difficulties with amyloid-β and tau deposition compared to subjective cognitive decline 与主观认知衰退相比,客观微妙的认知困难与淀粉样蛋白β和tau沉积的关系
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-21 DOI: 10.1007/s00259-025-07080-x
Xiaoxie Mao, Anqi Li, Ying Wang, Yan Wang, Shuhua Ren, Kun He, Yihui Guan, Qi Huang, Qihao Guo, Zijing Li, Tengfei Guo, Fang Xie

Purpose

This study evaluated the differences in amyloid-β (Aβ), tau deposition, and longitudinal tau deposition between subjective cognitive decline (SCD) and objective subtle cognitive difficulties (Obj-SCD).

Methods

Participants from the Alzheimer’s Disease Neuroimaging Initiative (ADNI) cohort (n = 234) and the Huashan cohort (n = 267) included individuals with Obj-SCD, SCD, subjective memory concern (SMC), and healthy controls (HC). General linear models (GLM) were used to compare baseline and longitudinal differences in Aβ and tau among the groups, and to examine the associations between these biomarkers.

Results

Obj-SCD participants had significantly higher Aβ and tau levels compared to HC, with increased annual accumulation of Aβ and tau, especially in Braak stages III-IV. In contrast, SCD/SMC participants did not show significant differences from HC in annual Aβ and tau changes. Baseline Aβ PET correlated with annual tau PET changes in Obj-SCD (Braak III-VI) and SCD/SMC (all Braak stages), and baseline Aβ levels strongly predicted early memory decline in both Obj-SCD and SCD/SMC groups.

Conclusion

This study indicates that Obj-SCD is more strongly associated with Aβ and tau biomarkers, with Aβ contributing to the progression of tau pathology and memory decline. Further research should include more longitudinal data to more robustly validate these findings and clarify the temporal relationship between Aβ and tau in preclinical Alzheimer’s disease.

目的评价主观认知衰退(SCD)和客观细微认知困难(Obj-SCD)在淀粉样蛋白-β (Aβ)、tau沉积和纵向tau沉积方面的差异。方法来自阿尔茨海默病神经影像学倡议(ADNI)队列(n = 234)和华山队列(n = 267)的参与者包括Obj-SCD、SCD、主观记忆问题(SMC)和健康对照(HC)。使用一般线性模型(GLM)比较各组之间Aβ和tau的基线和纵向差异,并检查这些生物标志物之间的关联。结果与HC相比,sobj - scd参与者的Aβ和tau水平显著升高,Aβ和tau的年累积量增加,特别是在Braak III-IV期。相比之下,SCD/SMC参与者在每年Aβ和tau变化方面与HC没有显着差异。基线Aβ PET与Obj-SCD (Braak III-VI期)和SCD/SMC(所有Braak期)的年度tau PET变化相关,基线Aβ水平强烈预测Obj-SCD和SCD/SMC组的早期记忆衰退。结论Obj-SCD与Aβ和tau生物标志物相关性更强,Aβ参与tau病理进展和记忆衰退。进一步的研究应该包括更多的纵向数据,以更有力地验证这些发现,并澄清临床前阿尔茨海默病中Aβ和tau之间的时间关系。
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引用次数: 0
Assessment of viable tumours by [68Ga]Ga-FAPI-04 PET/CT after local regional treatment in patients with hepatocellular carcinoma 肝细胞癌局部治疗后[68Ga]Ga-FAPI-04 PET/CT评估肿瘤存活情况
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-20 DOI: 10.1007/s00259-024-07062-5
Dongling Zhu, Shuang Song, Sijuan Zou, Dong Kuang, Dongdong Wang, Xiangde Min, Zhaoyan Feng, Yuankai Zhu, Zhaoting Cheng, Siyuan Cheng, Jianyuan Zhou, Ruping Pan, Haojun Chen, Xiaohua Zhu

Purpose

To investigate the efficacy of [68Ga]Ga-FAPI-04 PET/CT for assessing viable tumours (VTs) after local regional treatment (LRT) in hepatocellular carcinoma (HCC) patients. The related imaging features of HCC after LRT are preliminarily discussed.

Methods

A cohort of 37 LRT patients with HCC (encompassing 51 lesions) was retrospectively included from a prospective parent study (ChiCTR2000039099), and sequential PET/CT using [18F]FDG and [68Ga]Ga-FAPI-04 was performed. The diagnostic accuracies of [68Ga]Ga-FAPI-04 and [18F]FDG PET/CT and multiphasic CT/MRI for detecting VTs after LRT were calculated and analysed. Pathological examination was considered the gold standard for VT diagnosis, and clinical follow-up was used as the reference standard. The SUVmax and tumour-to-background ratio (TBR) derived from [18F]FDG and [68Ga]Ga-FAPI-04 PET/CT were calculated and compared. Moreover, the SUVmax, target-to-normal liver ratio (TNR) of VT, tumour necrosis (TN), benign rim (BR), and normal liver (NL) from different imaging modalities after LRT for HCC were compared.

Results

Both the sensitivity (96.0% [24/25] vs. 36.0% [9/25], p < 0.001) and accuracy (94.1%, [48/51] vs. 68.6% [35/51], p = 0.004) of [68Ga]Ga-FAPI-04 PET/CT for detecting VTs after LRT were greater than those of [18F]FDG PET/CT, whereas their specificities were comparable (92.3% [24/26] vs. 100% [26/26]). Notably, [68Ga]Ga-FAPI-04 PET/CT had a greater SUVmax (9.80 vs. 3.60) and TBR (9.93 vs. 1.57) than [18F]FDG PET/CT in VT patients (all p < 0.001). Furthermore, VT had a greater SUVmax and TNR than did TN, BR, and NL on [68Ga]Ga-FAPI-04 PET/CT (all p < 0.001) and exhibited morphologic nodular, mass-like, or irregular tracer uptake. Although no significant differences were observed for VT detection (all p > 0.05), [68Ga]Ga-FAPI-04 PET/CT and multiphasic CT/MRI complemented each other in some cases.

Conclusion

[68Ga]Ga-FAPI-04 PET/CT not only presented higher sensitivity and accuracy than [18F]FDG PET/CT for diagnosing VTs after LRT for HCC but also showed comparable diagnostic accuracy and complementary roles with multiphasic CT/MRI. Overall, [68Ga]Ga-FAPI-04 PET/CT may play an essential role in surveillance after LRT for HCC.

Trial registration

Chinese Clinical Trial Registry ChiCTR2000039099. Registered 17 October 2020.

目的探讨[68Ga]Ga-FAPI-04 PET/CT在肝细胞癌(HCC)局部治疗(LRT)后存活肿瘤(VTs)评估中的作用。初步探讨肝细胞癌LRT后的相关影像学特征。方法回顾性纳入前瞻性父研究(ChiCTR2000039099)的37例肝细胞癌LRT患者(包括51个病变),并使用[18F]FDG和[68Ga]Ga-FAPI-04进行序列PET/CT检查。计算分析[68Ga]Ga-FAPI-04和[18F]FDG PET/CT和多相CT/MRI对LRT后VTs的诊断准确率。病理检查被认为是VT诊断的金标准,临床随访作为参考标准。计算并比较[18F]FDG和[68Ga]Ga-FAPI-04 PET/CT的SUVmax和肿瘤与背景比(TBR)。此外,我们还比较了肝细胞癌LRT后不同成像方式下VT、肿瘤坏死(TN)、良性边缘(BR)和正常肝脏(NL)的SUVmax、靶-正常肝比(TNR)。结果[68Ga]Ga-FAPI-04 PET/CT检测LRT后VTs的灵敏度(96.0%[24/25]对36.0% [9/25],p < 0.001)和准确性(94.1%,[48/51]对68.6% [35/51],p = 0.004)均高于[18F]FDG PET/CT,特异性相当(92.3%[24/26]对100%[26/26])。值得注意的是,与[18F]FDG PET/CT相比,[68Ga]Ga-FAPI-04 PET/CT在VT患者中的SUVmax (9.80 vs. 3.60)和TBR (9.93 vs. 1.57)更高(均p <; 0.001)。此外,在[68Ga]Ga-FAPI-04 PET/CT上,VT比TN、BR和NL具有更高的SUVmax和TNR(均p <; 0.001),并表现出形态上的结节状、肿块样或不规则示踪剂摄取。虽然在VT检测上没有观察到显著差异(均p >; 0.05),但[68Ga]Ga-FAPI-04 PET/CT与多相CT/MRI在某些病例中是互补的。结论[68Ga]Ga-FAPI-04 PET/CT诊断肝细胞癌LRT后VTs的敏感性和准确性均高于[18F]FDG PET/CT,且与多相CT/MRI的诊断准确性相当,具有互补作用。总之,[68Ga]Ga-FAPI-04 PET/CT可能在肝细胞癌LRT后的监测中发挥重要作用。中国临床试验注册中心ChiCTR2000039099。注册于2020年10月17日
{"title":"Assessment of viable tumours by [68Ga]Ga-FAPI-04 PET/CT after local regional treatment in patients with hepatocellular carcinoma","authors":"Dongling Zhu, Shuang Song, Sijuan Zou, Dong Kuang, Dongdong Wang, Xiangde Min, Zhaoyan Feng, Yuankai Zhu, Zhaoting Cheng, Siyuan Cheng, Jianyuan Zhou, Ruping Pan, Haojun Chen, Xiaohua Zhu","doi":"10.1007/s00259-024-07062-5","DOIUrl":"https://doi.org/10.1007/s00259-024-07062-5","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>To investigate the efficacy of [<sup>68</sup>Ga]Ga-FAPI-04 PET/CT for assessing viable tumours (VTs) after local regional treatment (LRT) in hepatocellular carcinoma (HCC) patients. The related imaging features of HCC after LRT are preliminarily discussed.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>A cohort of 37 LRT patients with HCC (encompassing 51 lesions) was retrospectively included from a prospective parent study (ChiCTR2000039099), and sequential PET/CT using [<sup>18</sup>F]FDG and [<sup>68</sup>Ga]Ga-FAPI-04 was performed. The diagnostic accuracies of [<sup>68</sup>Ga]Ga-FAPI-04 and [<sup>18</sup>F]FDG PET/CT and multiphasic CT/MRI for detecting VTs after LRT were calculated and analysed. Pathological examination was considered the gold standard for VT diagnosis, and clinical follow-up was used as the reference standard. The SUVmax and tumour-to-background ratio (TBR) derived from [<sup>18</sup>F]FDG and [<sup>68</sup>Ga]Ga-FAPI-04 PET/CT were calculated and compared. Moreover, the SUVmax, target-to-normal liver ratio (TNR) of VT, tumour necrosis (TN), benign rim (BR), and normal liver (NL) from different imaging modalities after LRT for HCC were compared.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>Both the sensitivity (96.0% [24/25] vs. 36.0% [9/25], <i>p</i> &lt; 0.001) and accuracy (94.1%, [48/51] vs. 68.6% [35/51], <i>p</i> = 0.004) of [<sup>68</sup>Ga]Ga-FAPI-04 PET/CT for detecting VTs after LRT were greater than those of [<sup>18</sup>F]FDG PET/CT, whereas their specificities were comparable (92.3% [24/26] vs. 100% [26/26]). Notably, [<sup>68</sup>Ga]Ga-FAPI-04 PET/CT had a greater SUVmax (9.80 vs. 3.60) and TBR (9.93 vs. 1.57) than [<sup>18</sup>F]FDG PET/CT in VT patients (all <i>p</i> &lt; 0.001). Furthermore, VT had a greater SUVmax and TNR than did TN, BR, and NL on [<sup>68</sup>Ga]Ga-FAPI-04 PET/CT (all <i>p</i> &lt; 0.001) and exhibited morphologic nodular, mass-like, or irregular tracer uptake. Although no significant differences were observed for VT detection (all <i>p</i> &gt; 0.05), [<sup>68</sup>Ga]Ga-FAPI-04 PET/CT and multiphasic CT/MRI complemented each other in some cases.</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>[<sup>68</sup>Ga]Ga-FAPI-04 PET/CT not only presented higher sensitivity and accuracy than [<sup>18</sup>F]FDG PET/CT for diagnosing VTs after LRT for HCC but also showed comparable diagnostic accuracy and complementary roles with multiphasic CT/MRI. Overall, [<sup>68</sup>Ga]Ga-FAPI-04 PET/CT may play an essential role in surveillance after LRT for HCC.</p><h3 data-test=\"abstract-sub-heading\">Trial registration</h3><p>Chinese Clinical Trial Registry ChiCTR2000039099. Registered 17 October 2020.</p>","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"101 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2025-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142989885","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
Influence of diabetes mellitus on metabolic networks in lung cancer patients: an analysis using dynamic total-body PET/CT imaging 糖尿病对肺癌患者代谢网络的影响:动态全身PET/CT成像分析
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-20 DOI: 10.1007/s00259-025-07081-w
Lubing Sun, Yaping Wu, Tao Sun, Panlong Li, Junting Liang, Xuan Yu, Junpeng Yang, Nan Meng, Meiyun Wang, Chuanliang Chen

Introduction

The intricate interplay between organs can give rise to a multitude of physiological conditions. Disruptions such as inflammation or tissue damage can precipitate the development of chronic diseases such as tumors or diabetes mellitus (DM). While both lung cancer and DM are the consequences of disruptions in homeostasis, the relationship between them is intricate. This study sought to investigate the potential influence of DM on lung cancer by employing total-body dynamic PET imaging.

Methods

The present study proposes a framework for metabolic network analysis using total-body dynamic PET imaging of 20 lung cancer patients with DM (DM group) and 20 lung cancer patients without DM (Non-DM group), with the residuals of a third-order polynomial fit serving as an indicator of Pearson correlation.

Results

The framework successfully captured the deviation of the DM group from the Non-DM group at both the edge and organ levels. At the edge level, there was a significant difference in the lesion- left ventricle (LV) between the DM and Non-DM groups (P < 0.05). Furthermore, we discovered a positive correlation between the absolute value of Z-score (ZCC) of lesion - LV and the duration of DM (R = 0.680, P < 0.001). At the organ level, there was a significant difference in the kidney, brain, and abdominal fat between the DM and Non-DM groups (P < 0.05).

Conclusion

This study demonstrated the feasibility of constructing metabolic networks to uncover complex alterations in lung cancer patients with DM. The findings contribute to understanding the systemic effects of DM on lung cancer metabolism and highlight the importance of personalized metabolic network analysis to comprehend the implications of concurrent diseases.

器官之间错综复杂的相互作用可以引起多种生理状况。炎症或组织损伤等破坏可促使肿瘤或糖尿病(DM)等慢性疾病的发展。虽然肺癌和糖尿病都是体内平衡被破坏的结果,但它们之间的关系是复杂的。本研究通过全身动态PET显像探讨糖尿病对肺癌的潜在影响。方法采用20例合并糖尿病的肺癌患者(DM组)和20例未合并糖尿病的肺癌患者(非DM组)的全身动态PET成像,构建代谢网络分析框架,并采用三阶多项式拟合残差作为Pearson相关指标。结果该框架成功捕获了DM组与非DM组在边缘和器官水平上的偏差。边缘水平上,DM组与非DM组病变左心室(LV)差异有统计学意义(P < 0.05)。此外,我们发现病变- LV的Z-score (ZCC)绝对值与DM持续时间呈正相关(R = 0.680, P < 0.001)。在器官水平上,DM组与非DM组肾、脑、腹部脂肪差异有统计学意义(P < 0.05)。结论构建代谢网络揭示肺癌糖尿病患者复杂变化的可行性,有助于了解糖尿病对肺癌代谢的系统性影响,并强调个性化代谢网络分析对理解并发疾病的意义的重要性。
{"title":"Influence of diabetes mellitus on metabolic networks in lung cancer patients: an analysis using dynamic total-body PET/CT imaging","authors":"Lubing Sun, Yaping Wu, Tao Sun, Panlong Li, Junting Liang, Xuan Yu, Junpeng Yang, Nan Meng, Meiyun Wang, Chuanliang Chen","doi":"10.1007/s00259-025-07081-w","DOIUrl":"https://doi.org/10.1007/s00259-025-07081-w","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Introduction</h3><p>The intricate interplay between organs can give rise to a multitude of physiological conditions. Disruptions such as inflammation or tissue damage can precipitate the development of chronic diseases such as tumors or diabetes mellitus (DM). While both lung cancer and DM are the consequences of disruptions in homeostasis, the relationship between them is intricate. This study sought to investigate the potential influence of DM on lung cancer by employing total-body dynamic PET imaging.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>The present study proposes a framework for metabolic network analysis using total-body dynamic PET imaging of 20 lung cancer patients with DM (DM group) and 20 lung cancer patients without DM (Non-DM group), with the residuals of a third-order polynomial fit serving as an indicator of Pearson correlation.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>The framework successfully captured the deviation of the DM group from the Non-DM group at both the edge and organ levels. At the edge level, there was a significant difference in the lesion- left ventricle (LV) between the DM and Non-DM groups (<i>P</i> &lt; 0.05). Furthermore, we discovered a positive correlation between the absolute value of Z-score (ZCC) of lesion - LV and the duration of DM (<i>R</i> = 0.680, <i>P</i> &lt; 0.001). At the organ level, there was a significant difference in the kidney, brain, and abdominal fat between the DM and Non-DM groups (<i>P</i> &lt; 0.05).</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>This study demonstrated the feasibility of constructing metabolic networks to uncover complex alterations in lung cancer patients with DM. The findings contribute to understanding the systemic effects of DM on lung cancer metabolism and highlight the importance of personalized metabolic network analysis to comprehend the implications of concurrent diseases.</p>","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"50 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2025-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142989831","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
An 211At-labeled alpha-melanocyte stimulating hormone peptide analog for targeted alpha therapy of metastatic melanoma 一种211at标记的α -黑色素细胞刺激激素肽类似物,用于转移性黑色素瘤的靶向α治疗
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-20 DOI: 10.1007/s00259-024-07056-3
Hiroyuki Suzuki, Saki Yamashita, Shoko Tanaka, Kento Kannaka, Ichiro Sasaki, Yasuhiro Ohshima, Shigeki Watanabe, Kazuhiro Ooe, Tadashi Watabe, Noriko S. Ishioka, Hiroshi Tanaka, Tomoya Uehara

Purpose

Patients who develop metastatic melanoma have a very poor prognosis, and new treatments are needed to improve the response rates. Melanocortin-1 receptor (MC1R) is a promising target for radionuclide therapy of metastatic melanoma, and alpha-melanocyte stimulating hormone (α-MSH) peptide analogs show high affinities to MC1Rs. Because targeted alpha therapy (TAT) can be a desirable treatment for metastatic melanoma, this study aimed to develop an 211At-labeled α-MSH peptide analog for TAT of metastatic melanoma.

Methods

We designed an α-MSH analog labeled with 211At using a neopentyl glycol scaffold via a hydrophilic linker. Preliminary studies using 125I-labeled α-MSH analogs were performed to identify suitable hydrophilic linkers. Then, [211At]NpG-GGN4c was prepared using a procedure similar to that of the 125I-labeled counterpart, [125I]NpG-GGN4b. The biodistribution profile of [211At]NpG-GGN4c in B16F10 tumor-bearing mice was compared with that of [125I]NpG-GGN4b. B16F10 tumor-bearing mice were treated with a single dose of vehicle or [211At]NpG-GGN4c (1 or 0.4 MBq).

Results

The D-Glu-D-Arg linker was identified as the optimal hydrophilic linker because of its high affinity for MC1R and good biodistribution profile, especially with low accumulation in the liver and intestine. [211At]NpG-GGN4c showed tumor accumulation comparable to that of [125I]NpG-GGN4b and maintained the tumor radioactivity retention from 1 to 3 h postinjection. [211At]NpG-GGN4c exhibited a dose-dependent inhibitory effect on B16F10 xenograft growth without apparent body weight loss.

Conclusion

[211At]NpG-GGN4c showed dose-dependent efficacy against B16F10 xenografts, suggesting that [211At]NpG-GGN4c is a promising TAT agent for treating metastatic melanoma.

目的转移性黑色素瘤患者预后不良,需要新的治疗方法来提高反应率。黑色素皮质素-1受体(Melanocortin-1 receptor, MC1R)是放射性核素治疗转移性黑色素瘤的一个有希望的靶点,α-促黑素细胞激素(α-MSH)肽类似物与MC1R具有高亲和力。由于靶向α治疗(TAT)可能是转移性黑色素瘤的理想治疗方法,本研究旨在开发一种211at标记的α-MSH肽类似物,用于转移性黑色素瘤的TAT治疗。方法采用新戊二醇支架,通过亲水性连接剂,设计了211At标记的α-MSH类似物。用125i标记的α-MSH类似物进行了初步研究,以确定合适的亲水性连接物。然后,使用与125I标记的对应物[125I]NpG-GGN4b类似的程序制备[2111at]NpG-GGN4c。比较[2111at]NpG-GGN4c与[125I]NpG-GGN4b在B16F10荷瘤小鼠体内的生物分布情况。B16F10荷瘤小鼠分别用1或0.4 MBq的[2111at]NpG-GGN4c单剂量处理。结果D-Glu-D-Arg连接体对MC1R具有高亲和力和良好的生物分布特征,特别是在肝脏和肠道中蓄积少,被确定为最理想的亲水性连接体。[2111at]NpG-GGN4c显示出与[125I]NpG-GGN4b相当的肿瘤积聚,并在注射后1至3小时保持肿瘤放射性保留。[2111at]NpG-GGN4c对B16F10异种移植物生长表现出剂量依赖的抑制作用,但没有明显的体重减轻。结论[2111at]NpG-GGN4c对B16F10异种移植物具有剂量依赖性,提示[2111at]NpG-GGN4c是一种治疗转移性黑色素瘤的有前景的TAT药物。
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引用次数: 0
Cross-modality PET image synthesis for Parkinson’s Disease diagnosis: a leap from [18F]FDG to [11C]CFT 跨模态PET图像合成用于帕金森病诊断:从[18F]FDG到[11C]CFT的飞跃
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-20 DOI: 10.1007/s00259-025-07096-3
Zhenrong Shen, Jing Wang, Haolin Huang, Jiaying Lu, Jingjie Ge, Honglin Xiong, Ping Wu, Zizhao Ju, Huamei Lin, Yuhua Zhu, Yunhao Yang, Fengtao Liu, Yihui Guan, Kaicong Sun, Jian Wang, Qian Wang, Chuantao Zuo

Purpose

Dopamine transporter [11C]CFT PET is highly effective for diagnosing Parkinson’s Disease (PD), whereas it is not widely available in most hospitals. To develop a deep learning framework to synthesize [11C]CFT PET images from real [18F]FDG PET images and leverage their cross-modal correlation to distinguish PD from normal control (NC).

Methods

We developed a deep learning framework to synthesize [11C]CFT PET images from real [18F]FDG PET images, and leveraged their cross-modal correlation to distinguish PD from NC. A total of 604 participants (274 with PD and 330 with NC) who underwent [11C]CFT and [18F]FDG PET scans were included. The quality of the synthetic [11C]CFT PET images was evaluated through quantitative comparison with the ground-truth images and radiologist visual assessment. The evaluations of PD diagnosis performance were conducted using biomarker-based quantitative analyses (using striatal binding ratios from synthetic [11C]CFT PET images) and the proposed PD classifier (incorporating both real [18F]FDG and synthetic [11C]CFT PET images).

Results

Visualization result shows that the synthetic [11C]CFT PET images resemble the real ones with no significant differences visible in the error maps. Quantitative evaluation demonstrated that synthetic [11C]CFT PET images exhibited a high peak signal-to-noise ratio (PSNR: 25.0–28.0) and structural similarity (SSIM: 0.87–0.96) across different unilateral striatal subregions. The radiologists achieved a diagnostic accuracy of 91.9% (± 2.02%) based on synthetic [11C]CFT PET images, while biomarker-based quantitative analysis of the posterior putamen yielded an AUC of 0.912 (95% CI, 0.889–0.936), and the proposed PD Classifier achieved an AUC of 0.937 (95% CI, 0.916–0.957).

Conclusion

By bridging the gap between [18F]FDG and [11C]CFT, our deep learning framework can significantly enhance PD diagnosis without the need for [11C]CFT tracers, thereby expanding the reach of advanced diagnostic tools to clinical settings where [11C]CFT PET imaging is inaccessible.

目的多巴胺转运蛋白[11C]CFT PET对帕金森病(PD)的诊断非常有效,但在大多数医院尚未广泛应用。开发一个深度学习框架,从真实的[18F]FDG PET图像合成[11C]CFT PET图像,并利用它们的跨模态相关性来区分PD和正常对照(NC)。方法我们开发了一个深度学习框架,从真实的[18F]FDG PET图像合成[11C]CFT PET图像,并利用它们的跨模态相关性来区分PD和NC。共有604名参与者(274名PD患者和330名NC患者)接受了[11C]CFT和[18F]FDG PET扫描。通过与真实图像和放射科医生视觉评估的定量比较,评价合成[11C]CFT PET图像的质量。使用基于生物标志物的定量分析(使用合成[11C]CFT PET图像的纹状体结合比率)和所提出的PD分类器(包括真实[18F]FDG和合成[11C]CFT PET图像)对PD诊断性能进行评估。结果可视化结果显示,合成[11C]CFT PET图像与真实图像相似,误差图无明显差异。定量评价表明,合成[11C]CFT PET图像在不同单侧纹状体亚区表现出较高的峰值信噪比(PSNR: 25.0 ~ 28.0)和结构相似性(SSIM: 0.87 ~ 0.96)。放射科医生基于合成[11C]CFT PET图像的诊断准确率为91.9%(±2.02%),而基于生物标志物的后壳核定量分析的AUC为0.912 (95% CI, 0.889-0.936),所提出的PD分类器的AUC为0.937 (95% CI, 0.916-0.957)。结论通过缩小[18F]FDG和[11C]CFT之间的差距,我们的深度学习框架可以在不需要[11C]CFT示踪剂的情况下显著提高PD诊断,从而将先进的诊断工具扩展到无法获得[11C]CFT PET成像的临床环境中。
{"title":"Cross-modality PET image synthesis for Parkinson’s Disease diagnosis: a leap from [18F]FDG to [11C]CFT","authors":"Zhenrong Shen, Jing Wang, Haolin Huang, Jiaying Lu, Jingjie Ge, Honglin Xiong, Ping Wu, Zizhao Ju, Huamei Lin, Yuhua Zhu, Yunhao Yang, Fengtao Liu, Yihui Guan, Kaicong Sun, Jian Wang, Qian Wang, Chuantao Zuo","doi":"10.1007/s00259-025-07096-3","DOIUrl":"https://doi.org/10.1007/s00259-025-07096-3","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>Dopamine transporter [<sup>11</sup>C]CFT PET is highly effective for diagnosing Parkinson’s Disease (PD), whereas it is not widely available in most hospitals. To develop a deep learning framework to synthesize [<sup>11</sup>C]CFT PET images from real [<sup>18</sup>F]FDG PET images and leverage their cross-modal correlation to distinguish PD from normal control (NC).</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>We developed a deep learning framework to synthesize [<sup>11</sup>C]CFT PET images from real [<sup>18</sup>F]FDG PET images, and leveraged their cross-modal correlation to distinguish PD from NC. A total of 604 participants (274 with PD and 330 with NC) who underwent [<sup>11</sup>C]CFT and [<sup>18</sup>F]FDG PET scans were included. The quality of the synthetic [<sup>11</sup>C]CFT PET images was evaluated through quantitative comparison with the ground-truth images and radiologist visual assessment. The evaluations of PD diagnosis performance were conducted using biomarker-based quantitative analyses (using striatal binding ratios from synthetic [<sup>11</sup>C]CFT PET images) and the proposed PD classifier (incorporating both real [<sup>18</sup>F]FDG and synthetic [<sup>11</sup>C]CFT PET images).</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>Visualization result shows that the synthetic [<sup>11</sup>C]CFT PET images resemble the real ones with no significant differences visible in the error maps. Quantitative evaluation demonstrated that synthetic [<sup>11</sup>C]CFT PET images exhibited a high peak signal-to-noise ratio (PSNR: 25.0–28.0) and structural similarity (SSIM: 0.87–0.96) across different unilateral striatal subregions. The radiologists achieved a diagnostic accuracy of 91.9% (± 2.02%) based on synthetic [<sup>11</sup>C]CFT PET images, while biomarker-based quantitative analysis of the posterior putamen yielded an AUC of 0.912 (95% CI, 0.889–0.936), and the proposed PD Classifier achieved an AUC of 0.937 (95% CI, 0.916–0.957).</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>By bridging the gap between [<sup>18</sup>F]FDG and [<sup>11</sup>C]CFT, our deep learning framework can significantly enhance PD diagnosis without the need for [<sup>11</sup>C]CFT tracers, thereby expanding the reach of advanced diagnostic tools to clinical settings where [<sup>11</sup>C]CFT PET imaging is inaccessible.</p>","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"65 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2025-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142989830","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
Moganshan international consensus on further strengthening global scientific collaboration in the field of molecular imaging. 莫干山国际就进一步加强分子成像领域的全球科学合作达成共识。
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-18 DOI: 10.1007/s00259-024-07040-x
Mei Tian,Zhifang Chai,Lin Chen,Arturo Chiti,Cahid A Civelek,Keigo Endo,Ulaner Gary,Li Jin,Charles Manning,Koji Murakami,Heinrich Schelbert,Markus Schwaiger,Nagara Tamaki,Weihong Tan,Yasuyoshi Watanabe,Mijin Yun,Hong Zhang
{"title":"Moganshan international consensus on further strengthening global scientific collaboration in the field of molecular imaging.","authors":"Mei Tian,Zhifang Chai,Lin Chen,Arturo Chiti,Cahid A Civelek,Keigo Endo,Ulaner Gary,Li Jin,Charles Manning,Koji Murakami,Heinrich Schelbert,Markus Schwaiger,Nagara Tamaki,Weihong Tan,Yasuyoshi Watanabe,Mijin Yun,Hong Zhang","doi":"10.1007/s00259-024-07040-x","DOIUrl":"https://doi.org/10.1007/s00259-024-07040-x","url":null,"abstract":"","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"26 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2025-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142989715","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
First real-world clinical experience with [177Lu]Lu-PSMA-I&T in patients with metastatic castration-resistant prostate cancer beyond VISION and TheraP criteria [177Lu]Lu-PSMA-I&T在超过VISION和TheraP标准的转移性去势抵抗性前列腺癌患者中的首次真实临床经验
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-18 DOI: 10.1007/s00259-025-07082-9
Sui wai Ling, Quido de Lussanet de la Sablonière, Michael Ananta, Erik de Blois, Stijn L. W. Koolen, Roosmarijn C. Drexhage, Johannes Hofland, Debbie G. J. Robbrecht, Astrid A M van der Veldt, Frederik A Verburg, Tessa Brabander

Purpose

To report real-world clinical experience with [177Lu]Lu-PSMA-I&T targeted radionuclide therapy (TRT) in patients with metastatic castration-resistant prostate cancer (mCRPC) in a single tertiary referral university hospital.

Methods

Patients with mCRPC who were treated with [177Lu]Lu-PSMA-I&T TRT as standard of care between February 2022 and August 2023 were included in this retrospective study. Patients were treated with a maximum of six cycles with a fixed activity of 7.4 GBq/100µg [177Lu]Lu-PSMA-I&T per cycle.

Results

50 patients with mCRPC were included, of them 84% had prior therapy with two lines of taxane-based chemotherapy treated and at least one line of androgen receptor signaling inhibitor. A total of 126 cycles with a median of 2 cycles (IQR 1–6) [ 177Lu]Lu-PSMA-I&T were administered per patient. PSA declines of ≥ 50% and ≥ 70% were achieved in 16% and 10% of the patients, respectively. Radiological response was achieved in 11% of the patients. In total, 68 treatment-related Adverse Events (TRAEs) were observed, mainly grade 1–2 in 88% of cases. Grade 3/4 TRAEs were observed in 12% of cases. No grade 3 or higher xerostomia was reported. Median progression-free survival was 7.7 months (95% CI 4.0-11.3) and median overall survival was 8.1 months (95% CI 5.0-11.3).

Conclusion

In heavily pretreated patients with mCRPC, treatment of [177Lu]Lu-PSMA-I&T TRT is well tolerated and safe, but real-world efficacy of [177Lu]Lu-PSMA appears lower compared to data from recent phase-3 clinical trials using a different radioligand [177Lu]Lu-PSMA-617. Further studies may show whether patients with mCRPC benefit more from [177Lu]Lu-PSMA when initiated at an earlier stage of treatment.

目的报道[177Lu] lu - psm - i &;T靶向放射性核素治疗(TRT)在转移性去势抵抗性前列腺癌(mCRPC)患者中的实际临床经验。方法在2022年2月至2023年8月期间接受[177Lu]Lu-PSMA-I&;T TRT作为标准治疗的mCRPC患者纳入本回顾性研究。患者最多接受6个周期的治疗,每个周期的固定活性为7.4 GBq/100µg [177Lu]Lu-PSMA-I&;T。结果纳入50例mCRPC患者,其中84%既往接受过两种紫杉烷类化疗和至少一种雄激素受体信号抑制剂的治疗。每位患者共接受126个周期,中位数为2个周期(IQR 1-6) [177Lu]Lu-PSMA-I&;T治疗。分别有16%和10%的患者PSA下降≥50%和≥70%。11%的患者有放射反应。总共观察到68例治疗相关不良事件(TRAEs), 88%的病例主要为1-2级。12%的病例出现3/4级trae。未见3级以上口干症的报道。中位无进展生存期为7.7个月(95% CI 4.0-11.3),中位总生存期为8.1个月(95% CI 5.0-11.3)。结论在重度预处理的mCRPC患者中,[177Lu]Lu-PSMA- i &;T TRT治疗具有良好的耐受性和安全性,但与最近使用不同放射配体[177Lu]Lu-PSMA-617的3期临床试验数据相比,[177Lu]Lu-PSMA的实际疗效似乎较低。进一步的研究可能表明,在早期治疗阶段,mCRPC患者是否从Lu-PSMA中获益更多。
{"title":"First real-world clinical experience with [177Lu]Lu-PSMA-I&T in patients with metastatic castration-resistant prostate cancer beyond VISION and TheraP criteria","authors":"Sui wai Ling, Quido de Lussanet de la Sablonière, Michael Ananta, Erik de Blois, Stijn L. W. Koolen, Roosmarijn C. Drexhage, Johannes Hofland, Debbie G. J. Robbrecht, Astrid A M van der Veldt, Frederik A Verburg, Tessa Brabander","doi":"10.1007/s00259-025-07082-9","DOIUrl":"https://doi.org/10.1007/s00259-025-07082-9","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>To report real-world clinical experience with [<sup>177</sup>Lu]Lu-PSMA-I&amp;T targeted radionuclide therapy (TRT) in patients with metastatic castration-resistant prostate cancer (mCRPC) in a single tertiary referral university hospital.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>Patients with mCRPC who were treated with [<sup>177</sup>Lu]Lu-PSMA-I&amp;T TRT as standard of care between February 2022 and August 2023 were included in this retrospective study. Patients were treated with a maximum of six cycles with a fixed activity of 7.4 GBq/100µg [<sup>177</sup>Lu]Lu-PSMA-I&amp;T per cycle.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>50 patients with mCRPC were included, of them 84% had prior therapy with two lines of taxane-based chemotherapy treated and at least one line of androgen receptor signaling inhibitor. A total of 126 cycles with a median of 2 cycles (IQR 1–6) [ <sup>177</sup>Lu]Lu-PSMA-I&amp;T were administered per patient. PSA declines of ≥ 50% and ≥ 70% were achieved in 16% and 10% of the patients, respectively. Radiological response was achieved in 11% of the patients. In total, 68 treatment-related Adverse Events (TRAEs) were observed, mainly grade 1–2 in 88% of cases. Grade 3/4 TRAEs were observed in 12% of cases. No grade 3 or higher xerostomia was reported. Median progression-free survival was 7.7 months (95% CI 4.0-11.3) and median overall survival was 8.1 months (95% CI 5.0-11.3).</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>In heavily pretreated patients with mCRPC, treatment of [<sup>177</sup>Lu]Lu-PSMA-I&amp;T TRT is well tolerated and safe, but real-world efficacy of [<sup>177</sup>Lu]Lu-PSMA appears lower compared to data from recent phase-3 clinical trials using a different radioligand [<sup>177</sup>Lu]Lu-PSMA-617. Further studies may show whether patients with mCRPC benefit more from [<sup>177</sup>Lu]Lu-PSMA when initiated at an earlier stage of treatment.</p>","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"191 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2025-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142988891","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
Clinical impact of an explainable machine learning with amino acid PET imaging: application to the diagnosis of aggressive glioma 可解释的机器学习与氨基酸PET成像的临床影响:在侵袭性胶质瘤诊断中的应用
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-17 DOI: 10.1007/s00259-024-07053-6
Shamimeh Ahrari, Timothée Zaragori, Adeline Zinsz, Gabriela Hossu, Julien Oster, Bastien Allard, Laure Al Mansour, Darejan Bessac, Sami Boumedine, Caroline Bund, Nicolas De Leiris, Anthime Flaus, Eric Guedj, Aurélie Kas, Nathalie Keromnes, Kevin Kiraz, Fiene Marie Kuijper, Valentine Maitre, Solène Querellou, Guilhem Stien, Olivier Humbert, Laetitia Imbert, Antoine Verger

Purpose

Radiomics-based machine learning (ML) models of amino acid positron emission tomography (PET) images have shown efficiency in glioma prediction tasks. However, their clinical impact on physician interpretation remains limited. This study investigated whether an explainable radiomics model modifies nuclear physicians’ assessment of glioma aggressiveness at diagnosis.

Methods

Patients underwent dynamic 6-[18F]fluoro-L-DOPA PET acquisition. With a 75%/25% split for training (n = 63) and test sets (n = 22), an ensemble ML model was trained using radiomics features extracted from static/dynamic parametric PET images to classify lesion aggressiveness. Three explainable ML methods—Local Interpretable Model-agnostic Explanations (LIME), Anchor, and SHapley Additive exPlanations (SHAP)—generated patient-specific explanations. Eighteen physicians from eight institutions evaluated the test samples. During the first phase, physicians analyzed the 22 cases exclusively through magnetic resonance and static/dynamic PET images, acquired within a maximum interval of 30 days. In the second phase, the same physicians reevaluated the same cases (n = 22), using all available data, including the radiomics model predictions and explanations.

Results

Eighty-five patients (54[39–62] years old, 41 women) were selected. In the second phase, physicians demonstrated a significant improvement in diagnostic accuracy compared to the first phase (0.775 [0.750–0.802] vs. 0.717 [0.694–0.737], p = 0.007). The explainable radiomics model augmented physician agreement, with a 22.72% increase in Fleiss’s kappa, and significantly enhanced physician confidence (p < 0.001). Among all physicians, Anchor and SHAP showed efficacy in 75% and 72% of cases, respectively, outperforming LIME (p ≤ 0.001).

Conclusions

Our results highlight the potential of an explainable radiomics model using amino acid PET scans as a diagnostic support to assist physicians in identifying glioma aggressiveness.

基于放射组学的氨基酸正电子发射断层扫描(PET)图像的机器学习(ML)模型在胶质瘤预测任务中显示出效率。然而,它们对医生解释的临床影响仍然有限。这项研究调查了一个可解释的放射组学模型是否改变了核医生在诊断时对胶质瘤侵袭性的评估。方法对患者进行动态6-[18F]氟-左旋多巴PET采集。训练集(n = 63)和测试集(n = 22)的分割率为75%/25%,使用从静态/动态参数PET图像中提取的放射组学特征训练集成ML模型,对病变侵袭性进行分类。三种可解释的ML方法——局部可解释模型不可知论解释(LIME)、锚点解释(Anchor)和SHapley加性解释(SHAP)——生成针对患者的解释。来自8个机构的18名医生对测试样本进行了评估。在第一阶段,医生通过磁共振和静态/动态PET图像分析了22例病例,这些图像在30天内获得。在第二阶段,相同的医生重新评估相同的病例(n = 22),使用所有可用的数据,包括放射组学模型的预测和解释。结果入选患者85例,年龄54[39-62],女性41例。在第二阶段,与第一阶段相比,医生表现出诊断准确性的显著提高(0.775[0.750-0.802]对0.717 [0.694-0.737],p = 0.007)。可解释的放射组学模型增强了医生的一致性,Fleiss kappa增加了22.72%,并显著增强了医生的信心(p < 0.001)。在所有医生中,Anchor和SHAP分别在75%和72%的病例中显示疗效,优于LIME (p≤0.001)。结论:我们的研究结果强调了一种可解释的放射组学模型的潜力,该模型使用氨基酸PET扫描作为诊断支持,帮助医生识别胶质瘤的侵袭性。
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引用次数: 0
期刊
European Journal of Nuclear Medicine and Molecular Imaging
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