%0 Conference Paper %1 10338368 %A Pommranz, C. %A Elmoujarkach, E. %A Cabello, J. %A Lan, W. %A Rafecas, M. %A Mannheim, J. %A Santangelo, A. %A Fougère, C. La %A Pichler, B. %A Schmidt, F. %B 2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD) %D 2023 %K RafecasMagdalena elmoujarkachezzat imt ki-inspire myown %P 1-1 %R 10.1109/NSSMICRTSD49126.2023.10338368 %T Development and Initial Validation of Two Simulation Workflows Using GATE for a Total-Body PET/CT Scanner %X Monte Carlo simulation studies potentially support understanding and characterizing new total-body PET/CT scanners such as the Biograph Vision Quadra (Siemens Healthineers), which enable a broad field of novel applications. This work aims to develop and validate two simulation workflows using the Geant4 Application for Emission Tomography (GATE). Workflow 1 is designed to model the response of the Biograph Vision Quadra as closely as possible by using a custom readout and digitizer modeling tool with an integrated coincidence sorter. Further, the same image reconstruction is performed as for real scan data with the e7 tools (Siemens Healthineers). Workflow 2 is developed for increased flexibility based on open-source software and the Customizable and Advanced Software for Tomographic Reconstruction (CASToR) code for image reconstruction. Phantom simulation studies were performed to validate the workflows against measurement data. Using the normalization matrix of the real scanner with an adapted calibration factor, Workflow 1 demonstrated an excellent quantification accuracy with differences of less than 1% for three different phantoms. Image quality analysis using an IEC phantom simulation with 60 s scan time showed good agreements of contrast recovery coefficients and lung residual error with experimental data. The anthropomorphic XCAT phantom was used for patient-like simulations. The successful NEMA-NU validation of the simulation workflows will enable the investigation of scenarios which practically cannot be tested on patients. Further, the generation of training and validation data sets including simulation ground truth data for machine learning algorithms will be enabled.

@inproceedings{10338368, abstract = {Monte Carlo simulation studies potentially support understanding and characterizing new total-body PET/CT scanners such as the Biograph Vision Quadra (Siemens Healthineers), which enable a broad field of novel applications. This work aims to develop and validate two simulation workflows using the Geant4 Application for Emission Tomography (GATE). Workflow 1 is designed to model the response of the Biograph Vision Quadra as closely as possible by using a custom readout and digitizer modeling tool with an integrated coincidence sorter. Further, the same image reconstruction is performed as for real scan data with the e7 tools (Siemens Healthineers). Workflow 2 is developed for increased flexibility based on open-source software and the Customizable and Advanced Software for Tomographic Reconstruction (CASToR) code for image reconstruction. Phantom simulation studies were performed to validate the workflows against measurement data. Using the normalization matrix of the real scanner with an adapted calibration factor, Workflow 1 demonstrated an excellent quantification accuracy with differences of less than 1% for three different phantoms. Image quality analysis using an IEC phantom simulation with 60 s scan time showed good agreements of contrast recovery coefficients and lung residual error with experimental data. The anthropomorphic XCAT phantom was used for patient-like simulations. The successful NEMA-NU validation of the simulation workflows will enable the investigation of scenarios which practically cannot be tested on patients. Further, the generation of training and validation data sets including simulation ground truth data for machine learning algorithms will be enabled.}, added-at = {2023-12-18T10:55:02.000+0100}, author = {Pommranz, C. and Elmoujarkach, E. and Cabello, J. and Lan, W. and Rafecas, M. and Mannheim, J. and Santangelo, A. and Fougère, C. La and Pichler, B. and Schmidt, F.}, biburl = {https://www.bibsonomy.org/bibtex/2d4738746934b7c593df83a5993b7b936/imt_bibsonomy}, booktitle = {2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD)}, doi = {10.1109/NSSMICRTSD49126.2023.10338368}, interhash = {1b7ac4cf569d4ce6aebdf89214413925}, intrahash = {d4738746934b7c593df83a5993b7b936}, issn = {2577-0829}, keywords = {RafecasMagdalena elmoujarkachezzat imt ki-inspire myown}, month = nov, pages = {1-1}, timestamp = {2023-12-21T10:48:25.000+0100}, title = {Development and Initial Validation of Two Simulation Workflows Using GATE for a Total-Body PET/CT Scanner}, year = 2023 }