TY - GEN
T1 - Radial k-space acquisition improves robustness of MR-based attenuation maps for MR/PET quantification in an animal imaging study of the abdomen
AU - Bini, Jason
AU - Robson, Philip
AU - Calcagno, Claudia
AU - Millon, Antoine
AU - Lobatto, Mark
AU - Fayad, Zahi A.
PY - 2012
Y1 - 2012
N2 - One of the most important steps in positron emission tomography (PET) is the correction of photon attenuation for accurate quantitative PET. Currently, FDA approved clinical MR/PET systems employ segmentation of conventional, low resolution, gradient echo (GRE) based, T1-weighted MR images to generate maps for MR-based attenuation correction (MRAC). However, these acquisitions are optimized for imaging human subjects and exhibit artifacts when used in preclinical MR/PET studies. Pronounced breathing artifacts in animal models used for preclinical imaging, impede accurate segmentation for generation of attenuation maps, impacting quantitative measurements of reconstructed PET images. We propose a radial k-space acquisition sequence designed to redistribute coherent breathing artifacts that result from Cartesian k-space trajectories into incoherent pseudo-noise spread across the image domain. PET data from five rabbits was reconstructed using the system standard MR-derived attenuation map with segmentation errors, due to breathing artifacts in the Cartesian acquisition (cartMR map), the manually segmented MR-derived attenuation map (msegMR map) and the radially acquired MR sequence used to generate an attenuation map from the system standard segmentation algorithm (radMR map). The resulting attenuation corrected PET data sets (PET cartMRmap, PETmsegMRmap, and PETradMRmap) were then qualitatively and quantitatively evaluated. Voxel-by-voxel comparison of PET values for all five rabbits showed excellent correlation between PET msegMRmap and PETradMRmap SUV values (R=0.999, p<0.0001). Bland-Altman plots showed that the mean of the difference of SUVs between PETmsegMRmap and PETradMRmap voxels for all five rabbits was 0.53% (0.004±0.014SD). Region-of-interest-based comparison showed that PETradMRmap and PETmsegMRmap methods differ in SUVmean by -0.7% to 0.9% and SUVmax by -1.2% to 2.7%. Employing a radial k-space MR acquisition during preclinical MR/PET protocols facilitates highly accurate segmentation and PET quantification, without the need for subjective user input and is therefore, better suited for use in preclinical MR/PET protocols than the existing MR Cartesian acquisition.
AB - One of the most important steps in positron emission tomography (PET) is the correction of photon attenuation for accurate quantitative PET. Currently, FDA approved clinical MR/PET systems employ segmentation of conventional, low resolution, gradient echo (GRE) based, T1-weighted MR images to generate maps for MR-based attenuation correction (MRAC). However, these acquisitions are optimized for imaging human subjects and exhibit artifacts when used in preclinical MR/PET studies. Pronounced breathing artifacts in animal models used for preclinical imaging, impede accurate segmentation for generation of attenuation maps, impacting quantitative measurements of reconstructed PET images. We propose a radial k-space acquisition sequence designed to redistribute coherent breathing artifacts that result from Cartesian k-space trajectories into incoherent pseudo-noise spread across the image domain. PET data from five rabbits was reconstructed using the system standard MR-derived attenuation map with segmentation errors, due to breathing artifacts in the Cartesian acquisition (cartMR map), the manually segmented MR-derived attenuation map (msegMR map) and the radially acquired MR sequence used to generate an attenuation map from the system standard segmentation algorithm (radMR map). The resulting attenuation corrected PET data sets (PET cartMRmap, PETmsegMRmap, and PETradMRmap) were then qualitatively and quantitatively evaluated. Voxel-by-voxel comparison of PET values for all five rabbits showed excellent correlation between PET msegMRmap and PETradMRmap SUV values (R=0.999, p<0.0001). Bland-Altman plots showed that the mean of the difference of SUVs between PETmsegMRmap and PETradMRmap voxels for all five rabbits was 0.53% (0.004±0.014SD). Region-of-interest-based comparison showed that PETradMRmap and PETmsegMRmap methods differ in SUVmean by -0.7% to 0.9% and SUVmax by -1.2% to 2.7%. Employing a radial k-space MR acquisition during preclinical MR/PET protocols facilitates highly accurate segmentation and PET quantification, without the need for subjective user input and is therefore, better suited for use in preclinical MR/PET protocols than the existing MR Cartesian acquisition.
KW - attenuation correction
KW - attenuation map
KW - magnetic resonance imaging
KW - molecular imaging
KW - positron emission tomography
KW - radial acquisition
UR - http://www.scopus.com/inward/record.url?scp=84875522674&partnerID=8YFLogxK
U2 - 10.1109/SPMB.2012.6469451
DO - 10.1109/SPMB.2012.6469451
M3 - Conference contribution
AN - SCOPUS:84875522674
SN - 9781467356664
T3 - 2012 IEEE Signal Processing in Medicine and Biology Symposium, SPMB 2012
BT - 2012 IEEE Signal Processing in Medicine and Biology Symposium, SPMB 2012
T2 - 2012 IEEE Signal Processing in Medicine and Biology Symposium, SPMB 2012
Y2 - 1 December 2012 through 1 December 2012
ER -