Results of a clinical receiver operating characteristic study
comparing filtered backprojection and maximum likelihood estimator
images in FDG PET studies
Abstract:
The results of a receiver operator characteristic (ROC) study
comparing maximum likelihood estimator (MLE) reconstructions of human
FDG PET brain scan data to filtered backprojection reconstructions of
the same data are reported. The purpose of the study was to determine
whether MLE reconstructions would result in higher detectability of
small focal lesions introduced artificially into otherwise normal scan
data. One physician assisted in defining the location and intensity of
the lesions and five physicians read the final images. Data from 90
datasets were used for the study. Of those, 42 were left in their
original 'normal' condition and 48 were modified by added lesions. All
datasets were reconstructed by the two methods and submitted to the five
physicians for evaluation. The results show an increase in the area
under the ROC curve from approximately 0.65 for filtered backprojection
to approximately 0.71 for the maximum likelihood reconstructions for
four of the five observers with good statistical significance