DocumentCode :
54120
Title :
Patlak Image Estimation From Dual Time-Point List-Mode PET Data
Author :
Wentao Zhu ; Quanzheng Li ; Bing Bai ; Conti, Peter S. ; Leahy, Richard M.
Author_Institution :
Signal & Image Process. Inst., Univ. of Southern California, Los Angeles, CA, USA
Volume :
33
Issue :
4
fYear :
2014
fDate :
Apr-14
Firstpage :
913
Lastpage :
924
Abstract :
We investigate using dual time-point PET data to perform Patlak modeling. This approach can be used for whole body dynamic PET studies in which we compute voxel-wise estimates of Patlak parameters using two frames of data for each bed position. Our approach directly uses list-mode arrival times for each event to estimate the Patlak parametric image. We use a penalized likelihood method in which the penalty function uses spatially variant weighting to ensure a count independent local impulse response. We evaluate performance of the method in comparison to fractional changes in SUV values (%DSUV) between the two frames using Cramer Rao analysis and Monte Carlo simulation. Receiver operating characteristic (ROC) curves are used to compare performance in differentiating tumors relative to background based on the dynamic data sets. Using area under the ROC curve as a performance metric, we show superior performance of Patlak relative to %DSUV over a range of dynamic data sets and parameters. These results suggest that Patlak analysis may be appropriate for analysis of dual time-point whole body PET data and could lead to superior detection of tumors relative to %DSUV metrics.
Keywords :
Monte Carlo methods; medical image processing; positron emission tomography; tumours; Cramer Rao analysis; DSUV metrics; Monte Carlo simulation; Patlak image estimation; Patlak modeling; Patlak parametric image; ROC curve; dual time-point list-mode PET data; dual time-point whole body PET data; penalized likelihood method; receiver operating characteristic curves; tumor detection; voxel-wise estimates; Approximation methods; Computational modeling; Data models; Estimation; Image reconstruction; Image resolution; Positron emission tomography; Dual time-point; Patlak; dynamic positron emission tomography (PET); lesion detection; standardized uptake value (SUV); whole body;
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/TMI.2014.2298868
Filename :
6705690
Link To Document :
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