ABSTRACT
Attenuation correction (AC) in PET/MRI is difficult as there is no clear relationship between MR signal and 511 keV attenuation coefficients (µ) as there is with CT. One approach is to register a pre-defined atlas of µ to the PET/MRI for AC. However, the design of the atlas may strongly influence the quantitative accuracy of the AC. Here we compare 3 different atlas design approaches and evaluate their performance in an oncology patient population. The 3 strategies were: use of BMI-dependent atlases; use of gender-dependent atlases, and use of a gender- and sex-independent atlas. Seventeen patients were imaged with FDG PET/CT and subsequently scanned with 3T MRI. MR and PET/CT images were coregistered, CT scans converted to µ-maps, and the resulting MRI/µ-map paired data were used to construct 6 atlases: averaged male and female atlases, averaged BMI-specific atlases (obese >30, overweight 25-29.9, Normal 18.5-24.9), and a single atlas comprised of all patients averaged together. The atlases were then used for PET AC for patients not included in the construction of the atlas in a leave-one-out manner. Resulting PET images were compared to each other and to the gold-standard CT-based PET reconstructions across all voxels and tissue-specific regions (soft-tissue, bone, lung). Sex-specific atlases yielded best results (average relative percent error over the 3 VOIs = 0.4509) & BMI-based atlases yielded highest average relative percent error at 0.9340. In all cases, highest errors were in the VOIs located in the livers.
ABSTRACT
Attenuation correction (AC) is a critical step in the reconstruction of quantitatively accurate positron emission tomography (PET) and single photon emission computed tomography (SPECT) images. Several groups have proposed magnetic resonance (MR)-based AC algorithms for application in hybrid PET/MR systems. However, none of these approaches have been tested on SPECT data. Since SPECT/MR systems are under active development, it is important to ascertain whether MR-based AC algorithms validated for PET can be applied to SPECT. To investigate this issue, two imaging experiments were performed: one with an anthropomorphic chest phantom and one with two groups of canines. Both groups of canines were imaged from neck to abdomen, one with PET/CT and MR (n = 4) and the other with SPECT/CT and MR (n = 4), while the phantom was imaged with all modalities. The quality of the nuclear medicine reconstructions using MR-based attenuation maps was compared between PET and SPECT on global and local scales. In addition, the sensitivity of these reconstructions to variations in the attenuation map was ascertained. On both scales, it was found that the SPECT reconstructions were of higher fidelity than the PET reconstructions. Further, they were less sensitive to changes to the MR-based attenuation map. Thus, MR-based AC algorithms that have been designed for PET/MR can be expected to demonstrate improved performance when used for SPECT/MR.
