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OAK RIDGE NATIONAL LABORATORY
U.S. DEPARTMENT OF ENERGY
U.S. DEPARTMENT OF ENERGY
Image Reconstruction of Restraint-Free Image Reconstruction of Restraint-Free Small Animals with Parallel and Multipinhole Small Animals with Parallel and Multipinhole
Collimation: Progress and PlansCollimation: Progress and Plans
Royal Prince Alfred Hospital
Key Personnel for Image ReconstructionKey Personnel for Image Reconstruction
• • Jefferson LabJefferson Lab
- Mark Smith, Tim Tran - Mark Smith, Tim Tran
• • Oak Ridge National LaboratoryOak Ridge National Laboratory
- Shaun Gleason, Jim Goddard- Shaun Gleason, Jim Goddard
• • Royal Prince Alfred HospitalRoyal Prince Alfred Hospital
- Steve Meikle- Steve Meikle
Image Reconstruction Flowchart
LIST-MODE SINGLE PHOTON DATA time-stamp detector head index x, y coordinates of projection pixel gantry rotation angle
LIST-MODE SINGLE PHOTON DATA, SMALL ANIMAL REFERENCE FRAME (SARF) time-stamp x, y, z coordinates of projection pixel in SARF pinhole locations in SARF
HEAD MOTION FILE time-stamp head linear velocity function head angular velocity function
IMAGE RECONSTRUCTION edit data as desired (e.g. if excessive head velocity) list-mode iterative MLEM reconstruction in SARF
TRACKING DATA FILE time-stamp raw data from small animal tracking system
TRANSFORMATION DATA FILE time-stamp coordinate transformation (translation and rotation) from gamma camera reference frame to small animal reference frame
List-Mode Iterative MLEM Image Reconstruction with Animal Motion
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sjn+1=
sjn
ckjmk=1
K∑
m=1
M∑
⋅cki jmi
cki lmisln
l=1
L∑i=1
N∑
predicted countspredicted countsprojection pixel projection pixel kki i , mouse pose , mouse pose mmii
probability for detection in projection pixel probability for detection in projection pixel kkat mouse pose at mouse pose mm of emission from source voxel of emission from source voxel jj
sum over sum over NN detected events detected events
Small Animal Reference FrameSmall Animal Reference Frame(SARF)(SARF)
scintillation arrayscintillation array
multipinhole maskmultipinhole mask• • • • • • • • • •
• • • • • • • • • •
SPECT Acquisition with Animal MotionSPECT Acquisition with Animal MotionTransform Pinhole andTransform Pinhole and
Projection Pixel CoordinatesProjection Pixel CoordinatesTo SARF for ReconstructionTo SARF for Reconstruction
sum over sum over MM mouse poses mouse poses
list-mode iterativelist-mode iterative MLEM update equationMLEM update equation
source voxel source voxel j j
Major ChallengesMajor Challenges
• • Implementation of animal motion into list-mode image reconstructionImplementation of animal motion into list-mode image reconstruction
Two detector strategyTwo detector strategy
• • single or multipinhole collimator: better resolution and sensitivity but with single or multipinhole collimator: better resolution and sensitivity but with image truncation or projection data multiplexingimage truncation or projection data multiplexing
• • parallel hole collimator: sacrifice resolution and sensitivity for full field of viewparallel hole collimator: sacrifice resolution and sensitivity for full field of view
• • Quality control and calibration parametersQuality control and calibration parameters
• • registration between reconstruction, detector, tracking reference framesregistration between reconstruction, detector, tracking reference frames
• • orientation of detector and collimator in SPECT reference frameorientation of detector and collimator in SPECT reference frame
• • calibration phantom development with ORNL (Bequé calibration phantom development with ORNL (Bequé et al.et al. analysis) analysis) - focal length, distance to AOR, mech. offset, electrical shifts, tilt, twist- focal length, distance to AOR, mech. offset, electrical shifts, tilt, twist
• • Computation time Computation time
• • (15 poses/sec ) x (1200 sec)=18,000 poses for 20 min scan(15 poses/sec ) x (1200 sec)=18,000 poses for 20 min scan
• • One- or few-pass list-mode MLEM algorithm (Reader One- or few-pass list-mode MLEM algorithm (Reader et alet al.).)
Side view of the small animal imaging system
tube
detector
multipinhole
mask
3 cm
2 cm
20 cm
7 cm
mouse brain
Single and multipinhole masks
ph1
Multipinhole Collimatorsfor Small Animal SPECT
ph5 ph13a ph13b
Mouse Model
brain and bodyactivity
Simulated Projections
ph1 ph5 ph13a ph13bbrain
3 mCi dose, 30 min acquisition, 120 angles
Multipinhole Image Reconstructions Mouse Model, No Motion, OSEM (10 subsets)
Coronal
Transaxial
ph12 iterations
ph54 iterations
ph13a6 iterations
ph13b6 iterations
SNR vs Contrast, 3.0 mCi
0
4
8
12
16
0.2 0.3 0.4 0.5 0.6 0.7
Contrast
SNR
ph_1
ph_5
ph_13a
ph_13b
Iterations 1-8
SNR and Contrast for the High (H) and Low (L) Activity 2.5 mm diam. Cylinders in Mouse Brain
C=(H-L)/(H+L)SNR=(H-L)/(H+L)
RPAH: micro Deluxe Resolution Phantom
1 pinhole on detector A
1 pinhole on detector A, 2 pinholes on detector B
1 pinhole on detector A, 4 pinholes on detector B
aperture projection image
Simulation of a Moving MouseSimulation of a Moving Mouse
QuickTime™ and a decompressorare needed to see this picture.QuickTime™ and a decompressorare needed to see this picture.
QuickTime™ and a decompressorare needed to see this picture.QuickTime™ and a decompressorare needed to see this picture.
QuickTime™ and a decompressorare needed to see this picture.
Parallel(ideal)
Parallel (detector blur)
Moving Line Source AcquisitionsMoving Line Source Acquisitions
Parallel Pinhole
QuickTime™ and a decompressorare needed to see this picture.QuickTime™ and a decompressorare needed to see this picture.
Next StepsNext Steps
• • Image reconstruction code implementation and testing for simulated Image reconstruction code implementation and testing for simulated moving mouse studiesmoving mouse studies• • use simulated list-mode data with different activity levelsuse simulated list-mode data with different activity levels
• • Acquisition and analysis of QC calibration data for parallel hole and Acquisition and analysis of QC calibration data for parallel hole and pinhole collimationpinhole collimation
• • Incorporation of complete set of QC parameters into reconstruction Incorporation of complete set of QC parameters into reconstruction codecode
• • Image reconstruction of simple geometric phantoms with motionImage reconstruction of simple geometric phantoms with motion• • line source, mouse-sized Schramm phantomline source, mouse-sized Schramm phantom
• • Image reconstruction of miceImage reconstruction of mice• • possibly ex-vivo mice with 3-D motion possibly ex-vivo mice with 3-D motion • • unanesthetized, unrestrained live miceunanesthetized, unrestrained live mice