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Phase I study of [68Ga]Ga-HX01 for targeting integrin αvβ3 and CD13 in healthy and malignancy subjects.
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-29 DOI: 10.1007/s00259-024-07002-3
Xiao Zhang, Hanyi Fang, Biao Yang, Chunxia Qin, Fan Hu, Weiwei Ruan, Jing Chen, Dexing Zeng, Yongkang Gai, Xiaoli Lan

Purpose: Noninvasive angiogenesis visualization is essential for evaluating tumor proliferation, progression, invasion, and metastasis. This study aimed to translate the heterodimeric PET tracer [68Ga]Ga-HX01, which targets integrin αvβ3 and CD13 in neovascularization, into phase I clinical study.

Methods: This study enrolled 12 healthy volunteers (phase Ia) and 10 patients with malignant tumors (phase Ib). The subjects in phase Ia were divided into low-dose (0.05 mCi/kg) and high-dose (0.1 mCi/kg) groups. For phase Ia subjects, PET/CT images, blood and urine samples were collected to analyze the biodistribution, pharmacokinetics, radiation dosimetry, and safety of [68Ga]Ga-HX01. For phase Ib patients, PET/MR scans were performed at 30 ± 5 and 60 ± 5 min after injection. The safety and preliminary diagnostic value of [68Ga]Ga-HX01 were assessed.

Results: In phase Ia study, [68Ga]Ga-HX01 was distributed and metabolized similarly in two dosage groups as the highest accumulations in kidneys and urine. It possessed quick renal excretion and blood clearance with an elimination half-life (T1/2) of 28.92 ± 3.97 min. The total effective dose was 2.14 × 10- 2 mSv/MBq. In phase Ib study, [68Ga]Ga-HX01 clearly detected the lesions per patient, and found a total of 59 lesions with varying uptake levels. For safety evaluation, no serious adverse events were observed during the examination.

Conclusion: [68Ga]Ga-HX01 has proved to be a translational radiopharmaceutical with reliable security, favorable pharmacokinetics, and the ability to visualize tumors. The preliminary results in malignancy patients warrant further investigation of [68Ga]Ga-HX01 in monitoring antiangiogenic therapy of patients with malignancies.

Clinical trial registration: ClinicalTrials.gov, NCT06416774. Registered 11 May, 2024.

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引用次数: 0
Bacteria-targeted imaging using vancomycin-based positron emission tomography tracers can distinguish infection from sterile inflammation.
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-29 DOI: 10.1007/s00259-024-06997-z
G B Spoelstra, L M Braams, F F A IJpma, M van Oosten, B L Feringa, W Szymanski, P H Elsinga, Jan Maarten van Dijl

Introduction: Bacterial infections pose major challenges in medicine. To guide effective infection treatment, faster and more accurate diagnostic modalities are needed. Bacteria-targeted molecular imaging can meet these needs. The present study was aimed at the in vivo evaluation of two 18F-vancomycin-based PET tracers, for detection of deep-seated Gram-positive bacterial infections. These tracers were bench-marked against the current standard of care, [18F]FDG.

Methods: The potential of [18F]BODIPY-FL-vancomycin and [18F]PQ-VE1-vancomycin ([4+2]photocycloadduct of 9,10-phenanthrenequinone-vancomycin and [18F]fluorinated vinyl ether) to distinguish bacterial infections from sterile inflammation was evaluated in a murine myositis model. Tracer specificity was assessed by infecting mice either with the Gram-positive bacterium Staphylococcus aureus (n = 12) or the Gram-negative bacterium Escherichia coli (n = 12). The contralateral leg was injected with Cytodex beads to induce sterile inflammation, or with phosphate-buffered saline for control. In parallel, mice were imaged with [18F]FDG (n = 12). Dynamic positron emission tomography (PET) measurements, biodistribution analyses, and immunohistopathology were performed to determine tracer distribution and bacterial burden.

Results: Both 18F-vancomycin-PET tracers accumulated at sites of infection, but not at sites of sterile inflammation, in contrast to [18F]FDG. The tracers exhibited distinct biodistribution profiles, with [18F]BODIPY-FL-vancomycin being cleared more rapidly. Both 18F-vancomycin-PET tracers displayed significant target to non-target ratios of 2.95 for [18F]BODIPY-FL-vancomycin and 1.48 for [18F]PQ-VE1-vancomycin.

Conclusion: Vancomycin-based PET is a potentially attractive approach to distinguish Gram-positive bacterial infections from sterile inflammation.

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引用次数: 0
The true negative [⁶⁸Ga]Ga-Trivehexin PET/CT in Solid Pseudopapillary Neoplasm of pancreas, mimicking pancreatic adenocarcinoma in [¹⁸F]FDG and [⁶⁸Ga]Ga-FAPI scans.
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-29 DOI: 10.1007/s00259-024-06972-8
Fuad Novruzov, Elnur Mehdi, Narmin Aliyeva, Parvin Orucova, Jakub Simecek, Jamil Aliyev
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引用次数: 0
Considerations for SUV measurement in PSMA PET/CT reporting: a call for standardisation and best practices. PSMA PET/CT 报告中 SUV 测量的注意事项:呼吁标准化和最佳实践。
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-28 DOI: 10.1007/s00259-024-06996-0
Bart de Keizer, Arthur J A T Braat, Marnix G E H Lam, Rob van Rooij
{"title":"Considerations for SUV measurement in PSMA PET/CT reporting: a call for standardisation and best practices.","authors":"Bart de Keizer, Arthur J A T Braat, Marnix G E H Lam, Rob van Rooij","doi":"10.1007/s00259-024-06996-0","DOIUrl":"https://doi.org/10.1007/s00259-024-06996-0","url":null,"abstract":"","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":" ","pages":""},"PeriodicalIF":8.6,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142738932","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
Comparison of [18F]FAPI-42 and [18F]FDG PET/CT in the evaluation of systemic vasculitis 比较[18F]FAPI-42和[18F]FDG PET/CT在系统性血管炎评估中的应用
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-27 DOI: 10.1007/s00259-024-06986-2
Kaixiang Zhong, Haiming Chen, Peng Hou, Linling Cheng, Wenliang Guo, Youcai Li, Jie Lv, Miao Ke, Xiaofeng Wu, Yongxia Lei, Chunli Liu, Cheng Hong, Xinlu Wang

Purpose

The role of fibroblast activation protein (FAP)-targeted imaging in systemic vasculitis is currently unclear. We aimed to evaluate the clinical value of fluorine-18-labeled FAP inhibitor 42 ([18F]FAPI-42) in patients with systemic vasculitis and to compare with [18F]fluorodeoxyglucose (FDG) imaging.

Methods

Patients with systemic vasculitis who underwent dual-tracer PET/CT([18F]FDG and [18F]FAPI) imaging from September 2020 to March 2022 were retrospectively analyzed. Positive lesions are defined as vascular/extravascular lesions with increased tracer uptake above surrounding background, which cannot be attributed to the physiologic biodistribution of the radiotracer. The vascular/extravascular lesion detection rate and semiquantitative values (SUVmax, TBRblood and TBRliver) of [18F]FAPI and [18F]FDG were compared, and the correlation between the extent and range of tracer uptake and levels of inflammatory markers was investigated.

Results

Thirty patients (13 males and 17 females; mean age, 52.5 ± 17.2 years) with systemic vasculitis were included (17 large vessel vasculitis, 10 anti-neutrophil cytoplasmic antibody-associated vasculitis, 2 Behcet’s disease and 1 polyarteritis nodosa). [18F]FDG PET/CT had positive findings in 93.3% (28/30) of patients, while [18F]FAPI PET/CT had positive findings in all patients (100%, P = 0.500). Compared with [18F]FDG PET/CT, [18F]FAPI PET/CT detected more lesions (161/168 vs. 145/168, P = 0.005), and more extensive vascular involvement in 60% (18/30) of patients. Although SUVmax did not differ significantly between [18F]FAPI and [18F]FDG (median, 5.94 vs. 5.46, P = 0.517), [18F]FAPI had higher TBRliver (median, 9.59 vs. 3.15, P < 0.001) and TBRblood (median, 5.45 vs. 4.20, P = 0.006). The total number of positive lesions in FAPI PET/CT show a moderate correlation with erythrocyte sedimentation rate (rs =0.478, P = 0.008) and C-reactive protein (rs =0.486, P = 0.006). After treatment, follow-up FAPI PET/CT of 6 patients showed decreased SUVmax, TBR and number of detected lesions, paralleling the clinical remission.

Conclusion

[18F]FAPI PET/CT imaging is a promising imaging modality for the diagnosis and therapeutic monitoring of systemic vasculitis.

目的目前尚不清楚成纤维细胞活化蛋白(FAP)靶向成像在系统性血管炎中的作用。我们旨在评估氟-18标记的FAP抑制剂42([18F]FAPI-42)在系统性血管炎患者中的临床价值,并与[18F]氟脱氧葡萄糖(FDG)成像进行比较。方法回顾性分析2020年9月至2022年3月期间接受双示踪剂PET/CT([18F]FDG和[18F]FAPI)成像的系统性血管炎患者。阳性病变定义为示踪剂摄取量高于周围背景的血管/血管外病变,这不能归因于放射性示踪剂的生理性生物分布。比较了[18F]FAPI和[18F]FDG的血管/血管外病变检出率和半定量值(SUVmax、TBRblood和TBRliver),并研究了示踪剂摄取的程度和范围与炎症标志物水平之间的相关性。结果纳入了 30 位全身性血管炎患者(13 位男性,17 位女性;平均年龄为 52.5 ± 17.2 岁)(17 位大血管炎患者,10 位抗中性粒细胞胞浆抗体相关性血管炎患者,2 位白塞氏病患者,1 位结节性多动脉炎患者)。93.3% 的患者(28/30)的[18F]FDG PET/CT 检查结果呈阳性,而所有患者(100%,P = 0.500)的[18F]FAPI PET/CT 检查结果均呈阳性。与[18F]FDG PET/CT 相比,[18F]FAPI PET/CT 发现的病灶更多(161/168 对 145/168,P = 0.005),60%(18/30)的患者血管受累范围更广。虽然[18F]FAPI和[18F]FDG的SUVmax没有显著差异(中位数,5.94 vs. 5.46,P = 0.517),但[18F]FAPI的TBRliver(中位数,9.59 vs. 3.15,P <0.001)和TBRblood(中位数,5.45 vs. 4.20,P = 0.006)更高。FAPI PET/CT 阳性病灶总数与红细胞沉降率(rs =0.478,P =0.008)和 C 反应蛋白(rs =0.486,P =0.006)呈中度相关。结论[18F]FAPI PET/CT 成像是诊断和治疗监测系统性血管炎的一种很有前途的成像方式。
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引用次数: 0
Incorporating label uncertainty during the training of convolutional neural networks improves performance for the discrimination between certain and inconclusive cases in dopamine transporter SPECT 在卷积神经网络的训练过程中纳入标签的不确定性可提高多巴胺转运体 SPECT 中确定与不确定病例的区分性能
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-27 DOI: 10.1007/s00259-024-06988-0
Aleksej Kucerenko, Thomas Buddenkotte, Ivayla Apostolova, Susanne Klutmann, Christian Ledig, Ralph Buchert

Purpose

Deep convolutional neural networks (CNN) hold promise for assisting the interpretation of dopamine transporter (DAT)-SPECT. For improved communication of uncertainty to the user it is crucial to reliably discriminate certain from inconclusive cases that might be misclassified by strict application of a predefined decision threshold on the CNN output. This study tested two methods to incorporate existing label uncertainty during the training to improve the utility of the CNN sigmoid output for this task.

Methods

Three datasets were used retrospectively: a “development” dataset (n = 1740) for CNN training, validation and testing, two independent out-of-distribution datasets (n = 640, 645) for testing only. In the development dataset, binary classification based on visual inspection was performed carefully by three well-trained readers. A ResNet-18 architecture was trained for binary classification of DAT-SPECT using either a randomly selected vote (“random vote training”, RVT), the proportion of “reduced” votes ( “average vote training”, AVT) or the majority vote (MVT) across the three readers as reference standard. Balanced accuracy was computed separately for “inconclusive” sigmoid outputs (within a predefined interval around the 0.5 decision threshold) and for “certain” (non-inconclusive) sigmoid outputs.

Results

The proportion of “inconclusive” test cases that had to be accepted to achieve a given balanced accuracy in the “certain” test case was lower with RVT and AVT than with MVT in all datasets (e.g., 1.9% and 1.2% versus 2.8% for 98% balanced accuracy in “certain” test cases from the development dataset). In addition, RVT and AVT resulted in slightly higher balanced accuracy in all test cases independent of their certainty (97.3% and 97.5% versus 97.0% in the development dataset).

Conclusion

Making between-readers-discrepancy known to CNN during the training improves the utility of their sigmoid output to discriminate certain from inconclusive cases that might be misclassified by the CNN when the predefined decision threshold is strictly applied. This does not compromise on overall accuracy.

目的 深度卷积神经网络(CNN)有望帮助解释多巴胺转运体(DAT)-SPECT。为了更好地向用户传达不确定性,关键是要可靠地区分确定和不确定病例,如果对 CNN 输出严格应用预定义的决策阈值,就可能会对这些病例进行错误分类。本研究测试了两种在训练过程中纳入现有标签不确定性的方法,以提高 CNN sigmoid 输出在此任务中的实用性。方法回顾性地使用了三个数据集:一个用于 CNN 训练、验证和测试的 "开发 "数据集(n = 1740),两个仅用于测试的独立分布外数据集(n = 640、645)。在开发数据集中,由三名训练有素的读者根据目测仔细进行二元分类。使用随机选票("随机选票训练",RVT)、"减少 "选票的比例("平均选票训练",AVT)或三位读者的多数选票(MVT)作为参考标准,训练 ResNet-18 架构对 DAT-SPECT 进行二元分类。结果在所有数据集中,为了在 "确定 "测试用例中达到给定的平衡准确率,RVT 和 AVT 所接受的 "不确定 "测试用例比例低于 MVT(例如,RVT 为 1.9%,AVT 为 1.2%,而 MVT 为 1.5%)、例如,在开发数据集的 "特定 "测试用例中,如果要达到 98% 的均衡准确率,RVT 和 AVT 的准确率分别为 1.9% 和 1.2%,而 MVT 为 2.8%)。此外,RVT 和 AVT 在所有测试用例中的平衡准确率略高于其确定性(在开发数据集中分别为 97.3% 和 97.5% 对 97.0%)。这不会影响整体准确性。
{"title":"Incorporating label uncertainty during the training of convolutional neural networks improves performance for the discrimination between certain and inconclusive cases in dopamine transporter SPECT","authors":"Aleksej Kucerenko, Thomas Buddenkotte, Ivayla Apostolova, Susanne Klutmann, Christian Ledig, Ralph Buchert","doi":"10.1007/s00259-024-06988-0","DOIUrl":"https://doi.org/10.1007/s00259-024-06988-0","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>Deep convolutional neural networks (CNN) hold promise for assisting the interpretation of dopamine transporter (DAT)-SPECT. For improved communication of uncertainty to the user it is crucial to reliably discriminate certain from inconclusive cases that might be misclassified by strict application of a predefined decision threshold on the CNN output. This study tested two methods to incorporate existing label uncertainty during the training to improve the utility of the CNN sigmoid output for this task.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>Three datasets were used retrospectively: a “development” dataset (<i>n</i> = 1740) for CNN training, validation and testing, two independent out-of-distribution datasets (<i>n</i> = 640, 645) for testing only. In the development dataset, binary classification based on visual inspection was performed carefully by three well-trained readers. A ResNet-18 architecture was trained for binary classification of DAT-SPECT using either a randomly selected vote (“random vote training”, RVT), the proportion of “reduced” votes ( “average vote training”, AVT) or the majority vote (MVT) across the three readers as reference standard. Balanced accuracy was computed separately for “inconclusive” sigmoid outputs (within a predefined interval around the 0.5 decision threshold) and for “certain” (non-inconclusive) sigmoid outputs.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>The proportion of “inconclusive” test cases that had to be accepted to achieve a given balanced accuracy in the “certain” test case was lower with RVT and AVT than with MVT in all datasets (e.g., 1.9% and 1.2% versus 2.8% for 98% balanced accuracy in “certain” test cases from the development dataset). In addition, RVT and AVT resulted in slightly higher balanced accuracy in all test cases independent of their certainty (97.3% and 97.5% versus 97.0% in the development dataset).</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>Making between-readers-discrepancy known to CNN during the training improves the utility of their sigmoid output to discriminate certain from inconclusive cases that might be misclassified by the CNN when the predefined decision threshold is strictly applied. This does not compromise on overall accuracy.</p>","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"182 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2024-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142718609","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
Letter to the Editor: EANM position paper on challenges and opportunities of full-ring 360° CZT bone imaging: it's time to let go of planar whole-body bone imaging. 致编辑的信:关于全环 360° CZT 骨成像的挑战与机遇的 EANM 立场文件:是时候放弃平面全身骨成像了。
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-26 DOI: 10.1007/s00259-024-06984-4
Paulo Schiavom Duarte
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引用次数: 0
Correction To: Coronary artery calcium measurement on attenuation correction computed tomography using artificial intelligence: correlation with coronary flow capacity and prognosis. Correction To:利用人工智能在衰减校正计算机断层扫描上测量冠状动脉钙:与冠状动脉血流容量和预后的相关性。
IF 8.6 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-26 DOI: 10.1007/s00259-024-06982-6
Sang-Geon Cho, Jong Eun Lee, Kyung Hoon Cho, Ki-Seong Park, Jahae Kim, Jang Bae Moon, Kang Bin Kim, Ju Han Kim, Ho-Chun Song
{"title":"Correction To: Coronary artery calcium measurement on attenuation correction computed tomography using artificial intelligence: correlation with coronary flow capacity and prognosis.","authors":"Sang-Geon Cho, Jong Eun Lee, Kyung Hoon Cho, Ki-Seong Park, Jahae Kim, Jang Bae Moon, Kang Bin Kim, Ju Han Kim, Ho-Chun Song","doi":"10.1007/s00259-024-06982-6","DOIUrl":"https://doi.org/10.1007/s00259-024-06982-6","url":null,"abstract":"","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":" ","pages":""},"PeriodicalIF":8.6,"publicationDate":"2024-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142715706","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
Flip-flop phenomenon on dual SSTR PET and amino acid PET in a case of recurrent meningioma with malignant transformation 一例复发性脑膜瘤伴恶性转化病例的 SSTR PET 和氨基酸 PET 双显像翻转现象
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-26 DOI: 10.1007/s00259-024-06998-y
Adrien Holzgreve, Patrick N. Harter, Robert Forbrig, Stefanie Quach, Niklas Thon, Christian Schichor, Joerg-Christian Tonn, Maximilian Niyazi, Matthias Brendel, Louisa von Baumgarten, Nathalie L. Albert
{"title":"Flip-flop phenomenon on dual SSTR PET and amino acid PET in a case of recurrent meningioma with malignant transformation","authors":"Adrien Holzgreve, Patrick N. Harter, Robert Forbrig, Stefanie Quach, Niklas Thon, Christian Schichor, Joerg-Christian Tonn, Maximilian Niyazi, Matthias Brendel, Louisa von Baumgarten, Nathalie L. Albert","doi":"10.1007/s00259-024-06998-y","DOIUrl":"https://doi.org/10.1007/s00259-024-06998-y","url":null,"abstract":"","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"44 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2024-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142713091","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
Unveiling the biological side of PET-derived biomarkers: a simulation-based approach applied to PDAC assessment 揭示正电子发射计算机断层扫描生物标记物的生物学特性:一种应用于 PDAC 评估的模拟方法
IF 9.1 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-11-26 DOI: 10.1007/s00259-024-06958-6
Lara Cavinato, Jimin Hong, Martin Wartenberg, Stefan Reinhard, Robert Seifert, Paolo Zunino, Andrea Manzoni, Francesca Ieva, Arturo Chiti, Axel Rominger, Kuangyu Shi

Purpose

Radiomics has revolutionized clinical research by enabling objective measurements of imaging-derived biomarkers. However, the true potential of radiomics necessitates a comprehensive understanding of the biological basis of extracted features to serve as a clinical decision support. In this work, we propose an end-to-end framework for the in silico simulation of [18F]FLT PET imaging process in Pancreatic Ductal Adenocarcinoma, accounting for the biological characterization of tissues (including perfusion and fibrosis) on tracer delivery. We thus establish a direct association between radiomics features and the underlying biological properties of tissues.

Methods

We considered 4 immunohistochemically stained Whole Slide Images of pancreatic tissue of one healthy control and three patients with PDAC and/or precursor lesions. From marker-specific images, tissue-depending diffusivity properties were estimated and computational domains were built to simulate the [18F]FLT spatial-temporal uptake exploiting Partial Differential Equations and Finite Elements Method. Consequently, we simulated the imaging process obtaining surrogated PET images for the considered patients, and we performed image-derived features extraction from PET images to be mapped with biological properties via correlation estimation.

Results

The framework captured the phenotypic differences and generated Time Activity Curves reflecting the underlying tissue composition. Image-derived biomarkers were ranked in view of their association with biological characteristics of the tissue, unveiling their molecular correlative. Moreover, we showed that the proposed pipeline could serve as a digital phantom to optimize the image acquisition for lesion detection.

Conclusions

This innovative framework holds the potential to enhance interpretability and reliability of radiomics, fostering the adoption in personalized nuclear medicine and patient care.

目的放射组学通过对成像衍生生物标记物进行客观测量,为临床研究带来了革命性的变化。然而,要发挥放射组学的真正潜力,就必须全面了解所提取特征的生物学基础,以便为临床决策提供支持。在这项工作中,我们提出了一个端到端的框架,用于对胰腺导管腺癌的[18F]FLT PET 成像过程进行硅模拟,并考虑到示踪剂输送过程中组织的生物学特征(包括灌注和纤维化)。因此,我们建立了放射组学特征与组织潜在生物学特性之间的直接联系。方法 我们研究了一个健康对照组和三个 PDAC 和/或前驱病变患者的 4 张免疫组化染色胰腺组织全切片图像。根据标记物特异性图像,我们估算了组织的扩散特性,并利用偏微分方程和有限元法建立了计算域来模拟[18F]FLT的时空摄取。结果该框架捕获了表型差异,并生成了反映潜在组织组成的时间活动曲线。根据图像衍生生物标记物与组织生物特征的关联性对其进行排序,从而揭示其分子相关性。此外,我们还展示了所提出的管道可作为数字模型来优化病变检测的图像采集。结论:这一创新框架有望提高放射组学的可解释性和可靠性,促进个性化核医学和患者护理的采用。
{"title":"Unveiling the biological side of PET-derived biomarkers: a simulation-based approach applied to PDAC assessment","authors":"Lara Cavinato, Jimin Hong, Martin Wartenberg, Stefan Reinhard, Robert Seifert, Paolo Zunino, Andrea Manzoni, Francesca Ieva, Arturo Chiti, Axel Rominger, Kuangyu Shi","doi":"10.1007/s00259-024-06958-6","DOIUrl":"https://doi.org/10.1007/s00259-024-06958-6","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>Radiomics has revolutionized clinical research by enabling objective measurements of imaging-derived biomarkers. However, the true potential of radiomics necessitates a comprehensive understanding of the biological basis of extracted features to serve as a clinical decision support. In this work, we propose an end-to-end framework for the in silico simulation of [<sup>18</sup>F]FLT PET imaging process in Pancreatic Ductal Adenocarcinoma, accounting for the biological characterization of tissues (including perfusion and fibrosis) on tracer delivery. We thus establish a direct association between radiomics features and the underlying biological properties of tissues.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>We considered 4 immunohistochemically stained Whole Slide Images of pancreatic tissue of one healthy control and three patients with PDAC and/or precursor lesions. From marker-specific images, tissue-depending diffusivity properties were estimated and computational domains were built to simulate the [<sup>18</sup>F]FLT spatial-temporal uptake exploiting Partial Differential Equations and Finite Elements Method. Consequently, we simulated the imaging process obtaining surrogated PET images for the considered patients, and we performed image-derived features extraction from PET images to be mapped with biological properties via correlation estimation.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>The framework captured the phenotypic differences and generated Time Activity Curves reflecting the underlying tissue composition. Image-derived biomarkers were ranked in view of their association with biological characteristics of the tissue, unveiling their molecular correlative. Moreover, we showed that the proposed pipeline could serve as a digital phantom to optimize the image acquisition for lesion detection.</p><h3 data-test=\"abstract-sub-heading\">Conclusions</h3><p>This innovative framework holds the potential to enhance interpretability and reliability of radiomics, fostering the adoption in personalized nuclear medicine and patient care.</p>","PeriodicalId":11909,"journal":{"name":"European Journal of Nuclear Medicine and Molecular Imaging","volume":"3 1","pages":""},"PeriodicalIF":9.1,"publicationDate":"2024-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142713078","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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