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使用体素分析在神经母细胞瘤中通过[F]FDG-PET/MRI测量联合代谢和功能肿瘤体积

Combined Metabolic and Functional Tumor Volumes on [F]FDG-PET/MRI in Neuroblastoma Using Voxel-Wise Analysis.

作者信息

Chaika Maryanna, Männlin Simon, Gassenmaier Sebastian, Tsiflikas Ilias, Dittmann Helmut, Flaadt Tim, Warmann Steven, Gückel Brigitte, Schäfer Jürgen Frank

机构信息

Department of Diagnostic and Interventional Radiology, University Hospital Tuebingen, 72076 Tuebingen, Germany.

Department of Nuclear Medicine and Clinical Molecular Imaging, University Hospital Tuebingen, 72076 Tuebingen, Germany.

出版信息

J Clin Med. 2023 Sep 15;12(18):5976. doi: 10.3390/jcm12185976.


DOI:10.3390/jcm12185976
PMID:37762918
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10531552/
Abstract

PURPOSE: The purpose of our study was to evaluate the association between the [F]FDG standard uptake value (SUV) and the apparent diffusion coefficient (ADC) in neuroblastoma (NB) by voxel-wise analysis. METHODS: From our prospective observational PET/MRI study, a subcohort of patients diagnosed with NB with both baseline imaging and post-chemotherapy imaging was further investigated. After registration and tumor segmentation, metabolic and functional tumor volumes were calculated from the ADC and SUV values using dedicated software allowing for voxel-wise analysis. Under the mean of thresholds, each voxel was assigned to one of three virtual tissue groups: highly vital (v) (low ADC and high SUV), possibly low vital (lv) (high ADC and low SUV), and equivocal (e) with high ADC and high SUV or low ADC and low SUV. Moreover, three clusters were generated from the total tumor volumes using the method of multiple Gaussian distributions. The Pearson's correlation coefficient between the ADC and the SUV was calculated for each group. RESULTS: Out of 43 PET/MRIs in 21 patients with NB, 16 MRIs in 8 patients met the inclusion criteria (PET/MRIs before and after chemotherapy). The proportion of tumor volumes were 26%, 36%, and 38% (v, lv, e) at baseline, 0.03%, 66%, and 34% after treatment in patients with response, and 42%, 25%, and 33% with progressive disease, respectively. In all clusters, the ADC and the SUV correlated negatively. In the cluster that corresponded to highly vital tissue, the ADC and the SUV showed a moderate negative correlation before treatment (R = -0.18; < 0.0001) and the strongest negative correlation after treatment (R = -0.45; < 0.0001). Interestingly, only patients with progression ( = 2) under therapy had a relevant part in this cluster post-treatment. CONCLUSION: Our results indicate that voxel-wise analysis of the ADC and the SUV is feasible and can quantify the different quality of tissue in neuroblastic tumors. Monitoring ADCs as well as SUV levels can quantify tumor dynamics during therapy.

摘要

目的:本研究旨在通过体素分析评估神经母细胞瘤(NB)中[F]氟代脱氧葡萄糖标准摄取值(SUV)与表观扩散系数(ADC)之间的关联。 方法:在我们的前瞻性观察性PET/MRI研究中,对一组诊断为NB且有基线成像和化疗后成像的患者亚组进行了进一步研究。在配准和肿瘤分割后,使用允许体素分析的专用软件根据ADC和SUV值计算代谢和功能肿瘤体积。在阈值均值以下,每个体素被分配到三个虚拟组织组之一:高活性(v)(低ADC和高SUV)、可能低活性(lv)(高ADC和低SUV)以及具有高ADC和高SUV或低ADC和低SUV的模棱两可(e)组。此外,使用多个高斯分布方法从总肿瘤体积中生成三个簇。计算每组中ADC与SUV之间的Pearson相关系数。 结果:在21例NB患者的43次PET/MRI中,8例患者的16次MRI符合纳入标准(化疗前后的PET/MRI)。在有反应的患者中,基线时肿瘤体积的比例分别为26%、36%和38%(v、lv、e),治疗后分别为0.03%、66%和34%,而疾病进展患者分别为42%、25%和33%。在所有簇中,ADC与SUV呈负相关。在对应于高活性组织的簇中,治疗前ADC与SUV呈中度负相关(R = -0.18;<0.0001),治疗后呈最强负相关(R = -0.45;<0.0001)。有趣的是,仅治疗期间进展(=2)的患者在治疗后该簇中有相关部分。 结论:我们的结果表明,对ADC和SUV进行体素分析是可行的,并且可以量化神经母细胞瘤组织的不同质量。监测ADC以及SUV水平可以量化治疗期间的肿瘤动态。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6bcb/10531552/99a94232bcc5/jcm-12-05976-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6bcb/10531552/b2e404f6b74d/jcm-12-05976-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6bcb/10531552/9cc2dcd3890a/jcm-12-05976-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6bcb/10531552/99a94232bcc5/jcm-12-05976-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6bcb/10531552/b2e404f6b74d/jcm-12-05976-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6bcb/10531552/9cc2dcd3890a/jcm-12-05976-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6bcb/10531552/99a94232bcc5/jcm-12-05976-g003.jpg

相似文献

[1]
Combined Metabolic and Functional Tumor Volumes on [F]FDG-PET/MRI in Neuroblastoma Using Voxel-Wise Analysis.

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[10]
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引用本文的文献

[1]
From Phantoms to Patients: Improved Fusion and Voxel-Wise Analysis of Diffusion-Weighted Imaging and FDG-Positron Emission Tomography in Positron Emission Tomography/Magnetic Resonance Imaging for Combined Metabolic-Diffusivity Index (cDMI).

Diagnostics (Basel). 2024-8-16

本文引用的文献

[1]
Evaluation of functional and metabolic tumor volume using voxel-wise analysis in childhood rhabdomyosarcoma.

Pediatr Radiol. 2023-3

[2]
PET/MRI in Pediatric Neuroimaging: Primer for Clinical Practice.

AJNR Am J Neuroradiol. 2022-7

[3]
Whole-tumour apparent diffusion coefficient (ADC) histogram analysis to identify MYCN-amplification in neuroblastomas: preliminary results.

Eur Radiol. 2022-12

[4]
Multi-parametric PET/MRI for enhanced tumor characterization of patients with cervical cancer.

Eur J Hybrid Imaging. 2022-4-5

[5]
Genetic and Histopathological Heterogeneity of Neuroblastoma and Precision Therapeutic Approaches for Extremely Unfavorable Histology Subgroups.

Biomolecules. 2022-1-5

[6]
Value of pretreatment 18F-FDG PET/CT in prognosis and the reflection of tumor burden: a study in pediatric patients with newly diagnosed neuroblastoma.

Int J Med Sci. 2021

[7]
Feasibility and possible value of quantitative semi-automated diffusion weighted imaging volumetry of neuroblastic tumors.

Cancer Imaging. 2020-12-17

[8]
Quantitative DWI predicts event-free survival in children with neuroblastic tumours: preliminary findings from a retrospective cohort study.

Eur Radiol Exp. 2019-1-30

[9]
Prognostic value of metabolic indices and bone marrow uptake pattern on preoperative 18F-FDG PET/CT in pediatric patients with neuroblastoma.

Eur J Nucl Med Mol Imaging. 2017-11-7

[10]
2017 GPOH Guidelines for Diagnosis and Treatment of Patients with Neuroblastic Tumors.

Klin Padiatr. 2017-5

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