Title :
Quantification limits of iterative PET reconstruction algorithms and improved estimation of kinetic constants
Author :
Herranz, E. ; Herraiz, J.L. ; Vicente, E. ; España, S. ; Desco, M. ; Vaquero, J.J. ; Udías, J.M.
Author_Institution :
Dipt. Fis. Atomica, Mol. y Nucl., Univ. Complutense de Madrid, Madrid, Spain
Abstract :
Quantification of tracer kinetics is often accomplished from time-activity curves of a region of interest of dynamic PET images. The choice of reconstruction method may affect the time-activity curves and hence the estimated kinetic parameters. Several studies have shown that statistical-iterative methods, due to non-negativity constrains, may exhibit a quantification bias in low activity regions and thus these methods, in spite of the better image quality they provide, are seldom used to estimate kinetic constants. By means of realistic dynamic simulations, we have investigated the quantitative properties of statistical-iterative (OSEM, both 2D and 3D) and FBP reconstruction methods and the accuracy of the kinetic parameters derived from images reconstructed with each algorithm. We focus on the procedure to fit kinetic constants to data. Our results show that, with appropriate measures to account for quantification bias, iterative reconstructions may be suited to derive kinetic constants from dynamic PET acquisitions.
Keywords :
data compression; image coding; image reconstruction; iterative methods; medical image processing; positron emission tomography; statistical analysis; FBP reconstruction methods; OSEM; dynamic PET acquisitions; dynamic PET images; estimated kinetic parameters; image quality; improved estimation; iterative PET reconstruction algorithms; iterative reconstructions; kinetic constants; nonnegativity constrains; quantification limits; realistic dynamic simulations; statistical-iterative methods; time-activity curves; tracer kinetics; Extraterrestrial measurements; Image reconstruction; Image resolution; Kinetic theory; Manganese; Measurement uncertainty;
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2011 IEEE
Conference_Location :
Valencia
Print_ISBN :
978-1-4673-0118-3
DOI :
10.1109/NSSMIC.2011.6152530