Abstract
Attenuation correction (AC) of cerebral PET data acquired in hybrid MR/PET scanners is still a challenge. To overcome this problem we previously proposed a correction method by obtaining template-based attenuation maps (AM) using MR and ECAT EXACT HR+ transmission scans. In the present study we investigated (a) the basic difference between template-based and CT-based AC methods and (b) their influence on reconstructed PET images. The data of 11 subjects undergoing 18FDG imaging in the Siemens 3T MR-BrainPET scanner were used. Additionally, from all participants a CT scan of the whole head was acquired at the same day. These CT images were transformed to CT-based AMs. They were filtered by a 3D Gaussian kernel with 3 mm (BrainPET resolution) filter width, which was considered as reference. Comparisons between both AMs (CT-based and template-based) were performed by estimating the Dice coefficients D and calculating the numbers of true positive, true negative and false negative voxels. The BrainPET emission data were reconstructed with both AMs (AMCT3mm and AMTemplate). All reconstructed PET images were scaled to standardized uptake values (SUVs) and normalized to the MNI brain for using the AAL-VOI Atlas analysis. Correlation plots with regression equation, coefficients of determination R2 and relative differences (RD) between AMCT3mm and the AMTemplate were derived. The fraction of the overall true positive voxels averaged over the 11 subjects was 80.4 ± 7.5% for AMTemplate compared to AMCT3mm (Dbone = 0.63 ± 0.08; Dsoft-tissue = 0.85 ± 0.08; Dair = 0.79 ± 0.04). A misclassification of bone as soft tissue and vice versa was evident in the comparison. The correlation plot of all VOIs considered (1,276 values) showed a mean R2 of 0.964 and a slope of 1.02. A mean RD of 1.33 ± 0.95% (min = -0.12%, max = 2.85%) was found. The template-based AC method proposed by our group shows considerable differences in comparison to the higher resolution CT-based AM with respect to the Dice coefficients, in particular in the classification of bone and soft tissue. However, this has no major influence on the reconstructed 18FDG PET data.
Original language | English |
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Pages (from-to) | 2115-2121 |
Number of pages | 7 |
Journal | IEEE Transactions on Nuclear Science |
Volume | 62 |
Issue number | 5 |
DOIs | |
Publication status | Published - 1 Oct 2015 |
Externally published | Yes |
Keywords
- Attenuation correction
- brainPET
- CT
- MRI
- PET
- PET/MRI
- template