Simulation-based Evaluation of OSEM Reconstruction Bias on low activity PET Data for the HRRT scanner

被引:3
|
作者
Dusch, Elodie [1 ]
Comtat, Claude [1 ]
Trebossen, Regine [1 ]
机构
[1] CEA, Serv Hosp Frederic Joliot, F-91406 Orsay, France
关键词
DOPAMINE TRANSPORTER; BINDING; BRAIN;
D O I
10.1109/NSSMIC.2009.5401956
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
The ECAT High-Resolution Research Tomograph is a dedicated human brain positron emission tomography scanner. Due to gaps between its detector heads, 3D Ordinary Poisson OSEM algorithm is the reconstruction algorithm used in practice. For very low count statistics, it has been shown by several HRRT users groups that this algorithm converges to a biased solution. Unbiased quantification of low-activity regions is essential to measure accurately receptor-ligand kinetic parameters in brain receptor studies with reference tissue models. Using our simulation tool, we propose here to evaluate potential bias due to low-count statistics introduced by 3D OPOSEM on binding potential (BPND). We also compare OP-OS NEG-ML, a scaled gradient ascent algorithm with an accelerate rate of convergence for low activity values. For simulated [C-11]-(PEI)-I-2 dynamic data (1 hour acquisition, frame durations ranging from 1 to 5 minutes), we observe that 3D OP-OSEM and OP-OS NEC-ML converge to the same activity for the specific region, and also to the same BPND. We show using simulated cylinder phantom that the observed bias for this specific protocol is mainly due to the partial volume effect. This does not prevent the existence of a low count statistics bias with OP-OSEM for other protocols.
引用
收藏
页码:2770 / 2773
页数:4
相关论文
共 50 条
  • [31] Tracing the prescription journey: a qualitative evaluation of an interprofessional simulation-based learning activity
    Cooke C.
    Gormley G.J.
    Haughey S.
    Barry J.
    [J]. Advances in Simulation, 2 (1)
  • [32] Simulation-based Evaluation of Iterative Reconstructions in Dynamic [18F] MPPF PET studies
    Tomei, Sandrine
    Reilhac, Anthonin
    Buvat, Irene
    Michel, Christian
    Gimenez, Gerard
    Costes, Nicolas
    [J]. 2006 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOL 1-6, 2006, : 3355 - 3360
  • [33] Simulation-based evaluation framework for deep learning unsupervised anomaly detection on brain FDG PET
    Hassanaly, Ravi
    Bottani, Simona
    Sauty, Benoit
    Colliot, Olivier
    Burgos, Ninon
    [J]. MEDICAL IMAGING 2023, 2023, 12464
  • [34] Bias evaluation and reduction in 3D OP-OSEM reconstruction in dynamic equilibrium PET studies with 11C-labeled for binding potential analysis
    Brambilla, Claudia Regio
    Scheins, Jurgen
    Issa, Ahlam
    Tellmann, Lutz
    Herzog, Hans
    Kops, Elena Rota
    Shah, N. Jon
    Neuner, Irene
    Lerche, Christoph W.
    [J]. PLOS ONE, 2021, 16 (01):
  • [35] Experimental Evaluation and Image Reconstruction Based Optimization of the Spatially Variant PSF on the Ingenuity TF PET/MR Scanner
    Kotasidis, Fotis A.
    Heinzer, Susanne
    Zaidi, Habib
    [J]. 2012 IEEE NUCLEAR SCIENCE SYMPOSIUM AND MEDICAL IMAGING CONFERENCE RECORD (NSS/MIC), 2012, : 2921 - 2924
  • [36] Quantitative Defect Characterization Using Simulation-Based Evaluation of Ultrasonic RF-Data.
    Spies, Martin
    Rieder, Hans
    [J]. MATERIALS TESTING, 2009, 51 (10) : 717 - 722
  • [37] Simulation-based Evaluation of the Reliability of Bayesian Hierarchical Models for sc-RNAseq Data
    Li, Sijia
    Lopez-Garcia, Martin
    Cutillo, Luisa
    [J]. 20TH INT CONF ON UBIQUITOUS COMP AND COMMUNICAT (IUCC) / 20TH INT CONF ON COMP AND INFORMATION TECHNOLOGY (CIT) / 4TH INT CONF ON DATA SCIENCE AND COMPUTATIONAL INTELLIGENCE (DSCI) / 11TH INT CONF ON SMART COMPUTING, NETWORKING, AND SERV (SMARTCNS), 2021, : 345 - 352
  • [38] Simulation-Based Evaluation of Methods for Handling Nonwear Time in Accelerometer Studies of Physical Activity
    Kapphahn, Kristopher I.
    Banda, Jorge A.
    Haydel, K. Farish
    Robinson, Thomas N.
    Desai, Manisha
    [J]. JOURNAL FOR THE MEASUREMENT OF PHYSICAL BEHAVIOUR, 2022, 5 (03) : 132 - 144
  • [39] Simulation-based study of current gain peaks h 21 at low gate bias in AlGaN/GaN HEMTs *
    Kaushik, Pragyey Kumar
    Awasthi, Shivansh
    Kumar, Nitish
    Goyal, Umakant
    Mishra, Meena
    Gupta, Ankur
    Basu, Ananjan
    [J]. ENGINEERING RESEARCH EXPRESS, 2022, 4 (02):
  • [40] Simulation of pseudo-clinical conditions and image quality evaluation of PET scanner based on pixelated CdTe detector
    Mikhaylova, Ekaterina
    Canadas, Mario
    De Lorenzo, Gianluca
    Chmeissani, Mokhtar
    Arce, Pedro
    Arino, Gerard
    Cabruja, Enric
    Calderon, Yonatan
    Kolstein, Machiel
    Gabriel Macias-Montero, Jose
    Martinez, Ricardo
    Ozsahin, Ilker
    Puigdengoles, Carles
    Uzun, Dilber
    [J]. 2011 IEEE NUCLEAR SCIENCE SYMPOSIUM AND MEDICAL IMAGING CONFERENCE (NSS/MIC), 2011, : 2716 - 2722