Title :
Organ concentration quantification for small animal PET images by registration with a statistical mouse atlas
Author :
Wang, Hongkai ; Stout, David B. ; Chatziioannou, Arion F.
Author_Institution :
David Geffen Sch. of Med., UCLA, Los Angeles, CA, USA
fDate :
Oct. 30 2010-Nov. 6 2010
Abstract :
This study focuses on quantification of probe concentration in major organs of small animal micro-PET images. In order to delineate organ ROIs, a statistical mouse atlas is registered to the micro-PET image. This statistical atlas is trained from 22 organ-labeled micro-CT images using Principle Component Analysis (PCA). By tuning the shape-controlling parameters of the atlas, we are able to adapt the atlas anatomy to fit the individual subject of the micro-PET image. To reduce the spillover effect, voxel confidence values are computed and are used to calculate confidence-weighted mean concentration of each organ. Experiments were performed on both simulated images and in-vivo micro-PET emission images. Results showed that the registration-based yielded comparable accuracy to the quantification based-on ground truth organ regions, and the confidence-weighted averaging obtains more accurate results than direct averaging of organ concentrations.
Keywords :
biological organs; image registration; medical image processing; positron emission tomography; principal component analysis; PCA; confidence-weighted mean concentration; image registration; microCT images; organ concentration quantification; principle component analysis; probe concentration; shape-controlling parameters; small animal PET images; statistical mouse atlas; voxel confidence values; Delta modulation; Image segmentation; Imaging phantoms; Mice; Positron emission tomography; Shape;
Conference_Titel :
Nuclear Science Symposium Conference Record (NSS/MIC), 2010 IEEE
Conference_Location :
Knoxville, TN
Print_ISBN :
978-1-4244-9106-3
DOI :
10.1109/NSSMIC.2010.5874146