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多参数PET/MRI用于增强宫颈癌患者的肿瘤特征描述。

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

作者信息

Ahangari Sahar, Littrup Andersen Flemming, Liv Hansen Naja, Jakobi Nøttrup Trine, Berthelsen Anne Kiil, Folsted Kallehauge Jesper, Richter Vogelius Ivan, Kjaer Andreas, Espe Hansen Adam, Fischer Barbara Malene

机构信息

Department of Clinical Physiology, Nuclear Medicine and PET, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark.

Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark.

出版信息

Eur J Hybrid Imaging. 2022 Apr 5;6(1):7. doi: 10.1186/s41824-022-00129-2.

Abstract

AIM

The concept of personalized medicine has brought increased awareness to the importance of inter- and intra-tumor heterogeneity for cancer treatment. The aim of this study was to explore simultaneous multi-parametric PET/MRI prior to chemoradiotherapy for cervical cancer for characterization of tumors and tumor heterogeneity.

METHODS

Ten patients with histologically proven primary cervical cancer were examined with multi-parametric Ga-NODAGA-E[c(RGDyK)]-PET/MRI for radiation treatment planning after diagnostic F-FDG-PET/CT. Standardized uptake values (SUV) of RGD and FDG, diffusion weighted MRI and the derived apparent diffusion coefficient (ADC), and pharmacokinetic maps obtained from dynamic contrast-enhanced MRI with the Tofts model (iAUC, K, v, and k) were included in the analysis. The spatial relation between functional imaging parameters in tumors was examined by a correlation analysis and joint histograms at the voxel level. The ability of multi-parametric imaging to identify tumor tissue classes was explored using an unsupervised 3D Gaussian mixture model-based cluster analysis.

RESULTS

Functional MRI and PET of cervical cancers appeared heterogeneous both between patients and spatially within the tumors, and the relations between parameters varied strongly within the patient cohort. The strongest spatial correlation was observed between FDG uptake and ADC (median r =  - 0.7). There was moderate voxel-wise correlation between RGD and FDG uptake, and weak correlations between all other modalities. Distinct relations between the ADC and RGD uptake as well as the ADC and FDG uptake were apparent in joint histograms. A cluster analysis using the combination of ADC, FDG and RGD uptake suggested tissue classes which could potentially relate to tumor sub-volumes.

CONCLUSION

A multi-parametric PET/MRI examination of patients with cervical cancer integrated with treatment planning and including estimation of angiogenesis and glucose metabolism as well as MRI diffusion and perfusion parameters is feasible. A combined analysis of functional imaging parameters indicates a potential of multi-parametric PET/MRI to contribute to a better characterization of tumor heterogeneity than the modalities alone. However, the study is based on small patient numbers and further studies are needed prior to the future design of individually adapted treatment approaches based on multi-parametric functional imaging.

摘要

目的

个性化医疗的概念使人们更加意识到肿瘤间和肿瘤内异质性在癌症治疗中的重要性。本研究的目的是在宫颈癌放化疗前探索同步多参数PET/MRI,以表征肿瘤及肿瘤异质性。

方法

10例经组织学证实的原发性宫颈癌患者在诊断性F-FDG-PET/CT后接受多参数Ga-NODAGA-E[c(RGDyK)]-PET/MRI检查,用于放射治疗计划。分析包括RGD和FDG的标准化摄取值(SUV)、扩散加权MRI及导出的表观扩散系数(ADC),以及用Tofts模型(iAUC、K、v和k)从动态对比增强MRI获得的药代动力学图谱。通过相关性分析和体素水平的联合直方图检查肿瘤内功能成像参数之间的空间关系。使用基于无监督3D高斯混合模型的聚类分析探索多参数成像识别肿瘤组织类别的能力。

结果

宫颈癌的功能MRI和PET在患者之间以及肿瘤内空间上均表现出异质性,且参数之间的关系在患者队列中差异很大。FDG摄取与ADC之间观察到最强的空间相关性(中位数r = -0.7)。RGD与FDG摄取之间存在中等程度的体素相关性,而所有其他模态之间的相关性较弱。ADC与RGD摄取以及ADC与FDG摄取之间的明显关系在联合直方图中可见。使用ADC、FDG和RGD摄取的组合进行的聚类分析表明了可能与肿瘤子体积相关的组织类别。

结论

对宫颈癌患者进行多参数PET/MRI检查,并结合治疗计划,包括评估血管生成和葡萄糖代谢以及MRI扩散和灌注参数是可行的。功能成像参数的联合分析表明,多参数PET/MRI比单独的模态有潜力更好地表征肿瘤异质性。然而,本研究基于少量患者,在未来基于多参数功能成像设计个体化适应性治疗方法之前,还需要进一步研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7d04/8980118/31bafe9b1ec6/41824_2022_129_Fig1_HTML.jpg

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