Effect of reconstruction and filtering on kinetic parameter estimation bias and reliability for dynamic SPECT: A simulation study

被引:8
作者
Wen, LF [1 ]
Eberl, S
Wong, KP
Feng, DG
Bai, J
机构
[1] Tsinghua Univ, Dept Biomed Engn, Beijing 100084, Peoples R China
[2] Univ Sydney, Sch Informat & Technol, Sydney, NSW 2006, Australia
[3] Royal Prince Alfred Hosp, Dept PET & Nucl Med, Sydney, NSW 2050, Australia
[4] Hong Kong Polytech Univ, Dept Elect & Informat Engn, Ctr Multimedia Signal Proc, Hong Kong, Hong Kong, Peoples R China
[5] Tsinghua Univ, Dept Biomed Engn, Beijing 100084, Peoples R China
基金
中国国家自然科学基金; 澳大利亚研究理事会;
关键词
filtering; image reconstruction; Monte Carlo methods; quantitative analysis; single photon emission computed tomography;
D O I
10.1109/TNS.2005.843622
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Dynamic SPECT has the potential to provide absolute physiological parameter estimates. However, the low sensitivity of SPECT typically results in very noisy dynamic SPECT data. Filtering can reduce the noise, but at the expense of degrading the already poor resolution further. The effect of reconstruction parameters, post-reconstruction filtering and resolution recovery on kinetic parameter estimation bias and reliability was systematically investigated. Dynamic projection data were generated using Monte Carlo (MC) simulations of a mathematical brain phantom at 10 different levels of Poisson noise. The projection data were reconstructed with OSEM with varying numbers of iterations and subsets and were filtered with three-dimensional (3-D) Gaussian filters with varying FWHM. Bias and reliability of the main parameters of interest (K-1, V-d, and binding potential) for thalamus, cerebellum, and frontal cortex were estimated for the three-compartment model fits to the tissue time-activity curves derived from the reconstructed data. Reliability (standard deviation) of parameter estimates was obtained with the Bootstrap MC technique, which showed good agreement with conventional MC in a subset of data sets, but required only a small fraction of conventional MC computation time. Post-reconstruction filtering increased bias, without improving the reliability of parameter estimates and, hence, no post-reconstruction filtering is recommended. For reconstructions without resolution recovery, an effective number of 40 iterations overall provided the best tradeoff between bias and reliability for the range of noise levels studied. Resolution recovery achieved a modest reduction in bias.
引用
收藏
页码:69 / 78
页数:10
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