DocumentCode :
3531778
Title :
Direct estimation of regional kinetic rate constant distributions from PET sinograms and correction of statistical estimation error distributions
Author :
Polonen, Harri ; Niemi, Jari ; Pekkarinen, Jarkko ; Ruotsalainen, Ulla
Author_Institution :
Dept. of Signal Process., Tampere Univ. of Technol., Tampere, Finland
fYear :
2010
fDate :
Oct. 30 2010-Nov. 6 2010
Firstpage :
2144
Lastpage :
2147
Abstract :
We present a novel method to estimate the variation of kinetic model parameters directly from sinogram time series data. We determine the kinetic parameters independently for each voxel of the target through mmriimim likelihood estimation. The maximum likelihood estimates in the region of interest are collected into histograms. The histograms contain estimation error, which obeys maximum likelihood theory. We determine the error distribution through repeated estimation with a simulated homogeneous target With simulated sinogram time series data we evaluate the method´s performance with the 2K-model and the 3K-model. The results show that after error correction both the mean and the deviation can be obtained with good accuracy from the histograms.
Keywords :
error correction; maximum likelihood estimation; positron emission tomography; time series; 2K-model; 3K-model; PET sinograms; error correction; histograms; kinetic model parameters; maximum likelihood estimation; regional kinetic rate constant distributions; simulated sinogram time series data; statistical estimation error distributions; Histograms; Kinetic theory; Mathematical model; Maximum likelihood estimation; Noise measurement; Pixel; Positron emission tomography; kinetic model; maximum likelihood estimation; tissue heterogeneity;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium Conference Record (NSS/MIC), 2010 IEEE
Conference_Location :
Knoxville, TN
ISSN :
1095-7863
Print_ISBN :
978-1-4244-9106-3
Type :
conf
DOI :
10.1109/NSSMIC.2010.5874159
Filename :
5874159
Link To Document :
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