TY - GEN
T1 - Comparison of Partial Volume Correction Techniques for Lesions Near High Activity Regions
AU - Akerele, Mercy
AU - Wadhwa, Palak
AU - Vandenberghe, Stefaan
AU - Tsoumpas, Charalampos
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2018/11/12
Y1 - 2018/11/12
N2 - Partial volume effect (PVE) is a major factor affecting PET quantification as it leads to miscalculation of uptake in lesions, thereby resulting in inaccurate diagnosis and staging. Many techniques are being used to correct for PVE but there is still need for better and more accurate results. This study aims at investigating the extent of, and correcting spill-over effect from high activity regions to the surrounding lesions. A hot region (bladder) was simulated using the XCAT2 digital phantom and different activities were allocated to sim- ulate uptake increase during a typical FDG PET examination. Spherical lesions with diameter 10 mm and fixed activity were placed at variable distances from the hot region to investigate spill-over effect as a function of activity and distance from the hot region. Validation was done using a NEMA physical phantom consisting of a hot bottle surrounded by lower activity spheres. Analytical simulations were carried out using Software for Tomographic Image Reconstruction (STIR) package and all reconstructions were done using Ordered Subset Expectation Maximization (OSEM), incorporating all corrections within the reconstruction. The reconstructed images were corrected for PVE using three techniques: incorporating point spread function (PSF) in the reconstruction (PVC PSF), Geometric Transfer Matrix technique (PVC-GTM) and a recently proposed reconstruction- based background correction technique (PVC-BC). Region of Interest (ROI) analysis was carried out using standardized uptake values (SUV), mean and bias as figures of merit. The simulation study revealed a significant spill-over effect from the hot region to the surroundings (which is nearly independent of scatter effect), thereby causing uptake overestimation in lesions within 15 mm around the hot region. The variation in lesion uptake is 43.3% without correction, 42.4% with PVCPSF, 7.7% with PVC-GTM (mean value) and 1.5% with PVC-BC. This effect was further aggravated with the use of post-filter, as the hot region activity spreads further to the surroundings, thereby increasing uptake and impairing lesion visibility. This was in agreement with the phantom experiment, as the estimated activity around the hot bottle was as much as 20 times higher than the original activity with No-PVC, 15 times with PVCPSF, but only 3 times with PVC-BC. This effect reduces however as we move further away from the hot region, and as iteration increases. We can therefore conclude that the proposed background correction technique was efficient in obtaining a stable lesion uptake and reduced bias, thereby improving lesion quantification and visibility. However, there is need to further validate the performance of the proposed technique using real data.
AB - Partial volume effect (PVE) is a major factor affecting PET quantification as it leads to miscalculation of uptake in lesions, thereby resulting in inaccurate diagnosis and staging. Many techniques are being used to correct for PVE but there is still need for better and more accurate results. This study aims at investigating the extent of, and correcting spill-over effect from high activity regions to the surrounding lesions. A hot region (bladder) was simulated using the XCAT2 digital phantom and different activities were allocated to sim- ulate uptake increase during a typical FDG PET examination. Spherical lesions with diameter 10 mm and fixed activity were placed at variable distances from the hot region to investigate spill-over effect as a function of activity and distance from the hot region. Validation was done using a NEMA physical phantom consisting of a hot bottle surrounded by lower activity spheres. Analytical simulations were carried out using Software for Tomographic Image Reconstruction (STIR) package and all reconstructions were done using Ordered Subset Expectation Maximization (OSEM), incorporating all corrections within the reconstruction. The reconstructed images were corrected for PVE using three techniques: incorporating point spread function (PSF) in the reconstruction (PVC PSF), Geometric Transfer Matrix technique (PVC-GTM) and a recently proposed reconstruction- based background correction technique (PVC-BC). Region of Interest (ROI) analysis was carried out using standardized uptake values (SUV), mean and bias as figures of merit. The simulation study revealed a significant spill-over effect from the hot region to the surroundings (which is nearly independent of scatter effect), thereby causing uptake overestimation in lesions within 15 mm around the hot region. The variation in lesion uptake is 43.3% without correction, 42.4% with PVCPSF, 7.7% with PVC-GTM (mean value) and 1.5% with PVC-BC. This effect was further aggravated with the use of post-filter, as the hot region activity spreads further to the surroundings, thereby increasing uptake and impairing lesion visibility. This was in agreement with the phantom experiment, as the estimated activity around the hot bottle was as much as 20 times higher than the original activity with No-PVC, 15 times with PVCPSF, but only 3 times with PVC-BC. This effect reduces however as we move further away from the hot region, and as iteration increases. We can therefore conclude that the proposed background correction technique was efficient in obtaining a stable lesion uptake and reduced bias, thereby improving lesion quantification and visibility. However, there is need to further validate the performance of the proposed technique using real data.
UR - http://www.scopus.com/inward/record.url?scp=85058442772&partnerID=8YFLogxK
U2 - 10.1109/NSSMIC.2017.8532638
DO - 10.1109/NSSMIC.2017.8532638
M3 - Conference contribution
AN - SCOPUS:85058442772
T3 - 2017 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2017 - Conference Proceedings
BT - 2017 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2017 - Conference Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2017 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2017
Y2 - 21 October 2017 through 28 October 2017
ER -