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)

被引:0
作者
Deininger, Katharina [1 ]
Korf, Patrick [2 ]
Lauber, Leonard [3 ]
Grimm, Robert [2 ]
Strecker, Ralph [2 ]
Steinacker, Jochen [1 ]
Lisson, Catharina S. [4 ]
Muehling, Bernd M. [5 ]
Schmidtke-Schrezenmeier, Gerlinde [6 ]
Rasche, Volker [3 ,7 ]
Speidel, Tobias [3 ,7 ]
Glatting, Gerhard [1 ]
Beer, Meinrad [4 ,7 ,8 ,9 ]
Beer, Ambros J. [1 ,7 ,8 ,9 ]
Thaiss, Wolfgang [1 ,4 ,7 ,8 ,9 ]
机构
[1] Univ Hosp Ulm, Dept Nucl Med, D-89081 Ulm, Germany
[2] Siemens Healthineers AG, D-91052 Erlangen, Germany
[3] Ulm Univ, Med Ctr, Dept Internal Med 2, Expt Cardiovasc Imaging ExCaVI, D-89081 Ulm, Germany
[4] Ulm Univ, Med Ctr, Dept Diagnost & Intervent Radiol, D-89081 Ulm, Germany
[5] Ulm Univ, Med Ctr, Dept Cardiac & Thorac Surg, Sect Thorac & Vasc Surg, D-89081 Ulm, Germany
[6] Ulm Univ, Med Ctr, Dept Internal Med 2, D-89081 Ulm, Germany
[7] Ulm Univ, Ctr Translat Imaging MoMAN, D-89081 Ulm, Germany
[8] I2SOUL Consortium, Surg Oncol Ulm, Albert Einstein Allee 23, D-89081 Ulm, Germany
[9] Ulm Univ, Med Fac, Core Facil PET MR, D-89081 Ulm, Germany
关键词
PET/MRI; registration; DWI; image fusion; magnetic resonance imaging; FDG; STANDARDIZED UPTAKE VALUE; QUANTITATIVE-EVALUATION; ATTENUATION CORRECTION; F-18-FDG PET; PET/MRI; MRI; COEFFICIENT; LESIONS; HYBRID; REGISTRATION;
D O I
10.3390/diagnostics14161787
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Hybrid positron emission tomography/magnetic resonance imaging (PET/MR) opens new possibilities in multimodal multiparametric (m2p) image analyses. But even the simultaneous acquisition of positron emission tomography (PET) and magnetic resonance imaging (MRI) does not guarantee perfect voxel-by-voxel co-registration due to organs and distortions, especially in diffusion-weighted imaging (DWI), which would be, however, crucial to derive biologically meaningful information. Thus, our aim was to optimize fusion and voxel-wise analyses of DWI and standardized uptake values (SUVs) using a novel software for m2p analyses. Using research software, we evaluated the precision of image co-registration and voxel-wise analyses including the rigid and elastic 3D registration of DWI and [18F]-Fluorodeoxyglucose (FDG)-PET from an integrated PET/MR system. We analyzed DWI distortions with a volume-preserving constraint in three different 3D-printed phantom models. A total of 12 PET/MR-DWI clinical datasets (bronchial carcinoma patients) were referenced to the T1 weighted-DIXON sequence. Back mapping of scatterplots and voxel-wise registration was performed and compared to the non-optimized datasets. Fusion was rated using a 5-point Likert scale. Using the 3D-elastic co-registration algorithm, geometric shapes were restored in phantom measurements; the measured ADC values did not change significantly (F = 1.12, p = 0.34). Reader assessment showed a significant improvement in fusion precision for DWI and morphological landmarks in the 3D-registered datasets (4.3 +/- 0.2 vs. 4.6 +/- 0.2, p = 0.009). Most pronounced differences were noted for the chest wall (p = 0.006), tumor (p = 0.007), and skin contour (p = 0.014). Co-registration increased the number of plausible ADC and SUV combinations by 25%. The volume-preserving elastic 3D registration of DWI significantly improved the precision of fusion with anatomical sequences in phantom and clinical datasets. The research software allowed for a voxel-wise analysis and visualization of [18F]FDG-PET/MR data as a "combined diffusivity-metabolic index" (cDMI). The clinical value of the optimized PET/MR biomarker can thus be tested in future PET/MR studies.
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页数:17
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