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

被引:7
作者
Ahangari, Sahar [1 ]
Andersen, Flemming Littrup [1 ,2 ]
Hansen, Naja Liv [1 ]
Nottrup, Trine Jakobi [3 ]
Berthelsen, Anne Kiil [3 ]
Kallehauge, Jesper Folsted [4 ]
Vogelius, Ivan Richter [3 ]
Kjaer, Andreas [1 ,5 ]
Hansen, Adam Espe [1 ,2 ,6 ]
Fischer, Barbara Malene [1 ,2 ]
机构
[1] Univ Copenhagen, Rigshosp, Dept Clin Physiol Nucl Med & PET, Copenhagen, Denmark
[2] Univ Copenhagen, Dept Clin Med, Copenhagen, Denmark
[3] Univ Copenhagen, Rigshosp, Dept Oncol, Sect Radiotherapy, Copenhagen, Denmark
[4] Aarhus Univ Hosp, Danish Ctr Particle Therapy, Aarhus, Denmark
[5] Univ Copenhagen, Dept Biomed Sci, Cluster Mol Imaging, Copenhagen, Denmark
[6] Univ Copenhagen, Rigshosp, Dept Diagnost Radiol, Copenhagen, Denmark
来源
EUROPEAN JOURNAL OF HYBRID IMAGING | 2022年 / 6卷 / 01期
基金
欧盟地平线“2020”;
关键词
Multi-parametric imaging; PET; MRI; Tumor heterogeneity; Radiotherapy; Cervical cancer; DWI; RGD; APPARENT DIFFUSION-COEFFICIENT; WEIGHTED MRI; VOLUME; HETEROGENEITY; CHEMORADIOTHERAPY; BRACHYTHERAPY; RADIOTHERAPY; DELINEATION; PET;
D O I
10.1186/s41824-022-00129-2
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
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-68-NODAGA-E[c(RGDyK)](2)-PET/MRI for radiation treatment planning after diagnostic F-18-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(60), K-trans, v(e), and k(ep)) 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.
引用
收藏
页数:16
相关论文
共 51 条
[1]   Toward PET/MRI as one-stop shop for radiotherapy planning in cervical cancer patients [J].
Ahangari, Sahar ;
Hansen, Naja Liv ;
Olin, Anders Beck ;
Nottrup, Trine Jakobi ;
Ryssel, Heidi ;
Berthelsen, Anne Kiil ;
Lofgren, Johan ;
Loft, Annika ;
Vogelius, Ivan Richter ;
Schnack, Tine ;
Jakoby, Bjoern ;
Kjaer, Andreas ;
Andersen, Flemming Littrup ;
Fischer, Barbara Malene ;
Hansen, Adam Espe .
ACTA ONCOLOGICA, 2021, 60 (08) :1045-1053
[2]   How rapid advances in imaging are defining the future of precision radiation oncology [J].
Beaton, Laura ;
Bandula, Steve ;
Gaze, Mark N. ;
Sharma, Ricky A. .
BRITISH JOURNAL OF CANCER, 2019, 120 (08) :779-790
[3]   18F-FDG PET/CT in locally advanced cervical cancer: A review [J].
Caresia-Aroztegui, A. P. ;
Delgado-Bolton, R. C. ;
Alvarez-Ruiz, S. ;
Del Puig Cozar-Santiago, M. ;
Orcajo-Rincon, J. ;
de Arcocha-Torres, M. ;
Garcia-Velloso, M. J. .
REVISTA ESPANOLA DE MEDICINA NUCLEAR E IMAGEN MOLECULAR, 2019, 38 (01) :59-68
[4]   RGD-Based Strategies To Target Alpha(v) Beta(3) Integrin in Cancer Therapy and Diagnosis [J].
Danhier, Fabienne ;
Le Breton, Aude ;
Preat, Veronique .
MOLECULAR PHARMACEUTICS, 2012, 9 (11) :2961-2973
[5]   Impact of hybrid PET/MR technology on multiparametric imaging and treatment response assessment of cervix cancer [J].
Daniel, Michaela ;
Andrzejewski, Piotr ;
Sturdza, Alina ;
Majercakova, Katarina ;
Baltzer, Pascal ;
Pinker, Katja ;
Wadsak, Wolfgang ;
Mitterhauser, Markus ;
Poetter, Richard ;
Georg, Petra ;
Helbich, Thomas ;
Georg, Dietmar .
RADIOTHERAPY AND ONCOLOGY, 2017, 125 (03) :420-425
[6]   The value of advanced MRI techniques in the assessment of cervical cancer: a review [J].
Dappa, Evelyn ;
Elger, Tania ;
Hasenburg, Annette ;
Dueber, Christoph ;
Battista, Marco J. ;
Hoetker, Andreas M. .
INSIGHTS INTO IMAGING, 2017, 8 (05) :471-481
[7]   Assessment of tumor heterogeneity: An emerging imaging tool for clinical practice? [J].
Davnall F. ;
Yip C.S.P. ;
Ljungqvist G. ;
Selmi M. ;
Ng F. ;
Sanghera B. ;
Ganeshan B. ;
Miles K.A. ;
Cook G.J. ;
Goh V. .
Insights into Imaging, 2012, 3 (6) :573-589
[8]   A Population-Based Gaussian Mixture Model Incorporating 18F-FDG PET and Diffusion-Weighted MRI Quantifies Tumor Tissue Classes [J].
Divine, Mathew R. ;
Katiyar, Prateek ;
Kohlhofer, Ursula ;
Quintanilla-Martinez, Leticia ;
Pichler, Bernd J. ;
Disselhorst, Jonathan A. .
JOURNAL OF NUCLEAR MEDICINE, 2016, 57 (03) :473-479
[9]   Conventional 3D conformal radiotherapy and volumetric modulated arc therapy for cervical cancer: Comparison of clinical results with special consideration of the influence of patient- and treatment-related parameters [J].
Droge, Leif Hendrik ;
von Sivers, Franziska-Felicitas ;
Schirmer, Markus Anton ;
Wolff, Hendrik Andreas .
STRAHLENTHERAPIE UND ONKOLOGIE, 2021, 197 (06) :520-527
[10]   Head and neck tumors angiogenesis imaging with 68Ga-NODAGA-RGD in comparison to 18F-FDG PET/CT: a pilot study [J].
Durante, Steve ;
Dunet, Vincent ;
Gorostidi, Francois ;
Mitsakis, Periklis ;
Schaefer, Niklaus ;
Delage, Judith ;
Prior, John O. .
EJNMMI RESEARCH, 2020, 10 (01)