Table 2.
List of original emission methods evaluated on clinical PET data
Study | Method | Validation data† (Tracer) | Region | Reported error (%) | |
---|---|---|---|---|---|
Proposed method | Vendor method | ||||
Siegel et al. [122]* | Segmentation of body contour from sinogram data | ~ 300 (2-[18F]FDG, [18F]DOPA, [15O]H2O and [13N]Ammonia) | Whole body | < 8.9% (Brain 2-[18F]FDG), ± 10% (renal flow ([13N]Ammonia) | N/A |
Chang et al. [145] | Segmentation of body organs from NAC PET images | 14 (2-[18F]FDG) | Thorax | 6 ± 7 (lung lesions), 3 ± 6 (bone lesions) ▪ | N/A |
Mehranian et al. [142, 304] | MLAA with prior MR spatial and CT statistical information using Gaussian mixture model (MLAA-GMM) | 5 (2-[18F]FDG) | Whole body |
−11.6 ± 6.0 (cerebrum), −3.5 ± 6.6 (lung), −12.6 ± 8.6 (bone) |
Dixon: −18.5 ± 11.3, Dixon: −5.4 ± 12.0, Dixon: −19.8 ± 8.4 |
Mehranian et al. [137] | MLAA-GMM including lung segmentation from CT images | 17 (2-[18F]FDG and 2 with [18F]Choline) | Whole body |
−0.8 ± 6.3 (lung), −5.7 ± 3.2 (myocardium), −2.0 ± 2.1 (bone) |
Dixon: −5.2 ± 7.1, Dixon: −9.5 ± 4.3, Dixon: −14.1 ± 2.5 |
Benoit et al. [143] | MLAA using UTE and T1 images as anatomical prior information for updating the attenuation map | 204 (2-[18F]FDG) | Brain | −1.5 ± 3.5 | Dixon: −11.8 ± 4.5, UTE: −6.5 ± 2.0 |
Mehranian et al. [133] | MLAA with spatial constrains from MR images using penalty functions during image reconstruction for updating μ values (P-MLAA+) and both μ-map and activity distribution (P-MLAA++) | 8 (2-[18F]FDG) | Brain | −3.0 ± 3.5 (P-MLAA+), −4.2 ± 3.6 (P-MLAA++)□ | Dixon: −13.5 ± 3.1 |
The regional mean relative error along with the standard deviation (where available) in radiotracer uptake across subjects is reported unless otherwise specified. The corresponding error for the vendor provided method is quoted where available. CT was used for reconstruction of the reference images unless otherwise specified
†Number of patients on which the method is evaluated
*transmission data used for reconstructing the reference PET images, ▪relative difference in SUVmax is reported, □ voxel-wise error is reported