Monte Carlo Simulation

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Presentation transcript:

Monte Carlo Simulation For Nuclear Imaging - GATE : Geant4 Applications for Tomographic Emissions Sébastien Jan 07/11/2018

Monte Carlo Simulation for Nuclear Imaging Outline How to define a Monte Carlo simulation ? GATE : A platform for Monte Carlo Simulation Pre-clinical imaging applications Clinical imaging applications 07/11/2018

Monte Carlo Simulation for Nuclear Imaging Outline How to define a Monte Carlo simulation ? GATE : A platform for Monte Carlo Simulation Pre-clinical imaging applications Clinical imaging applications 07/11/2018

Quantification & Reconstruction Example : Monte Carlo Simulation for PET Isotope production 18F – 11C – 15O … Image treatments Radio-Pharmaceutics synthesis MC Simulation Injection Quantification & Reconstruction Acquisition 07/11/2018

  detection : coincidence detection Electronic collimation Which physics for the simulation ? Physical processes  + decay Multi-scattering & multi- ionisation for e+ in the tissue  Annihilation : e+e -      interactions : compton, rayleigh, photoelec.   detection : coincidence detection Electronic collimation  511 keV  511 keV Ring detector Block Detection and signal acquisition PMT Crystal matrix (BGO , LSO ...)  position reconstruction PMT for light collection ‘Anger’ & Barycentre calculation  511 keV 07/11/2018

Modelling the activity distribution Organ and structure descriptions Human brain Human body Rat brain Rodents For each organ or structure : Material (μ(E)) Isotope (T1/2) and activity concentration (Bq/ml(t)) 07/11/2018

Monte Carlo Simulation for Nuclear Imaging Outline How to define a Monte Carlo simulation ? GATE : A platform for Monte Carlo Simulation Pre-clinical imaging applications Clinical imaging applications 07/11/2018

PET/SPECT developments GATE : Geant4 Application for Tomographic Emission OpenGATE international collaboration 23 laboratories ~ 60 scientists Technical coordinator : Sébastien JAN - CEA Spokesperson : Irène Buvat - INSERM GATE software First developments : 2002 General simulation platform for emission tomography First public release: 3 mai 2004 Today : more than 900 users – 10 releases – version 3.1.1 Geant4 GATE PET/SPECT developments  General configuration Isotope & Source Selection  Activity Acquisition parameters - energy resolution - Detector & Source Movements - Time parameters - Detector modelling Physical processes Geometry and materials  System selection : SPECT or PET  detector description - Block geometry Crystal dimension Active medium (LSO-BGO-LuYAP……) Phantom description 07/11/2018

GATE today: practical features • Can be freely downloaded, including the source codes • On-line documentation • Help about the use of GATE can be obtained through the gate-user mailing list • Many commercial tomographs and prototypes have already been modeled and models have been validated • Developed as a collaborative effort (23 labs worldwide) • 2 public releases each year • An official publication: Jan S, et al. GATE: a simulation toolkit for PET and SPECT. Phys Med Biol 49: 4543-4561, 2004. • Website: http://www.opengatecollaboration.org • GATE workshops at the IEEE Medical Imaging Conferences (2003, 2004, 2005, 2006) • GATE training sessions – 1 / year 07/11/2018

GATE : detector and scanner geometry Geometry description by script A complete tomograph A scanner module A block detector # R E P E A T MODULE /gate/module/repeaters/insert ring /gate/module/ring/setRepeatNumber 8 # R E P E A T BLOCK /gate/block/repeaters/insert cubicArray /gate/block/cubicArray/setRepeatNumberX 1 /gate/block/cubicArray/setRepeatNumberY 8 /gate/block/cubicArray/setRepeatNumberZ 12 /gate/block/cubicArray/setRepeatVector 0.0 1.6 2.0 cm # BLOCK /gate/module/daughters/name block /gate/module/daughters/insert box # C R Y S T A L /gate/block/daughters/name crystal /gate/block/daughters/insert box /gate/crystal/placement/setTranslation 0.0 0.0 0.0 cm /gate/crystal/geometry/setXLength 3.0 cm /gate/crystal/geometry/setYLength 3.0 mm /gate/crystal/geometry/setZLength 3.8 mm /gate/crystal/setMaterial Air /gate/crystal/vis/setVisible 0 # R E P E A T C R Y S T A L /gate/crystal/repeaters/insert cubicArray /gate/crystal/cubicArray/setRepeatNumberX 1 /gate/crystal/cubicArray/setRepeatNumberY 5 /gate/crystal/cubicArray/setRepeatNumberZ 5 /gate/crystal/cubicArray/setRepeatVector 0.0 3.2 4.0 mm 07/11/2018

GATE : phantom geometry Geometrical description Voxelized description 07/11/2018

GATE : Time and Movement Phantom and detector movements Rotation of PET scanner 0s 20s 40s 60s Rotation of SPECT scanner Source translation Scanner rotation 07/11/2018

GATE : Time and Movement Modelling the “Time Activity Curve” for each organ Descourt et al, IEEE MIC Conf Rec 2006 Modelling of time of flight for PET devices Timing resolution No TOF 3 ns TOF 700 ps 500 ps 300 ps Groiselle et al, IEEE MIC Conf Rec 2004 07/11/2018

GATE : Detector response Modelling the detector response of the system Using « Digitizer » modules Digi’s Hits Energy response Electronics Threshold DAQ Dead Time Coincidence Sorting - Reproduce count rate curves HRRT - Guez et al GE Advance - Schmidtlein et al 07/11/2018

Simulations of the optical transport Other GATE features useful for helping in detector design Most PET/SPECT detectors based on scintillator coupled to light detector Can be used to investigate influence of detector geometry and surface finish on Energy resolution Spatial resolution … 07/11/2018

20 keV 32 keV CT Scanner simulation PIXSCAN developments 5º source Morel et al. – CPPM Marseille 10 cm source Detector :100 x 100 pixels, 130 m CdTe Top view 5º 32 keV 20 keV 07/11/2018

Simulations for dosimetry applications Dose calculations in (with a specific output included in GATE) : - Small animal imaging: microCT and FDG microPET - External beam electron radiotherapy Ocular or Prostate Brachytherapy L.Maigne et al. – LPC Clermont Visvikis et al. NIM A 2006 07/11/2018

Clustering & pseudo-parallel computing Execution of the code on a distributed architecture Tools include in the last GATE release De Beenhouwer et al, IEEE MIC Conf Rec 2006 Gate_v3.1.1 Files to check the random seeds Macro to split the acquisition time Script to launch the batch Splitting acquisition time Ex: 1 mCi injected dose 10’ acquisition time 10 CPU’s & 1’ by CPU Pseudo-parallel approach Nodes & CPU’s Merging output files Speed-up factor ~ number of jobs 07/11/2018

Monte Carlo Simulation for Nuclear Imaging Outline How to define a Monte Carlo simulation ? GATE : A platform for Monte Carlo Simulation Pre-clinical imaging applications Clinical imaging applications 07/11/2018

Objectives for biologic applications Small Animal PET Imaging Neurology Oncology - Rat brain imaging - Whole body imaging for rat and mouse Receptor imaging - [11C]Raclopride & [18F]LDOPA…. - [18F]FDG Metabolic imaging Monte Carlo Simulations for what ?...... Data corrections optimisation (Partial Volume, scatter correction…) Reconstruction optimisation A tool for quantitative analysis Rat brain studies: [11C]Raclopride Main goal: Simulation of realistic exams … [18F]FDG… Whole Body studies, Rat & Mouse : [18F]FDG 07/11/2018

MicroPET® FOCUS simulation with GATE Validation results : Jan & al. “Monte Carlo Simulation of the microPET FOCUS system for small Rodents imaging applications” IEEE MIC Conference Proceedings, 1653-1657, Puerto Rico, October 2005 Spatial resolution Counting rate 07/11/2018

Metabolic PET imaging: Simulation of [18F]FDG exam Real exam Simulation Coronal Sagital Transaxial Simulation FDG scan simulation microPET FOCUS 220 system Injected dose: 200 μCi Start acquisition: 45 min. after injection Acquisition time: 15’ Thesis of Susana Branco 07/11/2018

Monte Carlo Simulation for Nuclear Imaging Outline How to define a Monte Carlo simulation ? GATE : A platform for Monte Carlo Simulation Pre-clinical imaging applications Clinical imaging applications 07/11/2018

Brain an whole body simulations for clinical applications General objective with GATE - Simulation of realistic exams - Generation of realistic Monte Carlo Data Base Receptor imaging Oncology Metabolic imaging Optimisations with GATE: Acquisition protocol (injected dose, acquisition time, threshold…dedicated for each patient) Algorithms for data corrections and reconstructions Quantitative analysis Dosimetry studies 07/11/2018

ECAT EXACT HR+ scanner Validation results : Jan & al. “Monte Carlo Simulation for the ECAT EXACT HR+ System Using GATE” IEEE TNS, Vol. 52, NO. 3, June 2005 07/11/2018

Real acquisition against simulation: [18F]FluoroDOPA protocol Evaluation of the striatal uptake constant (Kc) values with a Patlak analysis For clinical and simulation data sets, we used average time frame images to define regions of interest (ROIs) on the caudate, putamen (specific regions) and occipital lobe (reference region) in contiguous planes where these structures could be visualised. Time activity curves (TACs) were extracted from these ROIs. From these curves, the Fluoro-L-DOPA Kc values were determined for the caudate and putamen nuclei using the Patlak analysis – Ref. (5) Real exam (Frame 0 to 8) GATE simulation (Frame 0 to 8) 07/11/2018

To know more about GATE… http://www.opengatecollaboration.org 07/11/2018