• 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