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PET: An Overview

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Pharmacology. Data Analysis. Tracer Modeling. Binding ... Pharmacology. Most drugs are organic and thus can be labeled with Carbon-11. Brain Chemistry ... – PowerPoint PPT presentation

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Title: PET: An Overview


1
PET An Overview
  • Psychiatric Neuroimaging Program
  • Vanderbilt University
  • Didactic Session
  • 7/24/07
  • James Wantuck

2
PET Outline
  • Basic Science
  • Particle Physics
  • Sources of error
  • Experimental Design
  • Our methods
  • Overview
  • Setoperone
  • Types of inquiry
  • Chemistry
  • Metabolism
  • Pharmacology
  • Data Analysis
  • Tracer Modeling
  • Binding Potential Map/ Compartmental Analysis
  • Reference Tissue Method
  • Format Wars
  • Preproccesing
  • Cluster Analysis
  • Region of Interest Analysis
  • MNI to Talairach

3
Positron Emission Tomography
  • Coincidence
  • Background Radiation
  • Radiotracer Technique
  • Pos Ele Gamma Ray
  • Image from http//dels.nas.edu/ilar_n/ilarjournal
    /42_3/4203_Positron.shtml

4
Sources of Noise 1
  • Problem - Radioactive Decay as a Poisson
    Distribution and spatial separation
  • Solution - Collect More Counts, limit on spatial
    resolution

Image from http//wlap.physics.lsa.umich.edu/umic
h/phys/satmorn/2003/20030322/real/sld011.htm
5
Sources of Noise 2
  • Problem Photon Attenuation with Distance and
    Density
  • Solution - Distance Density accounted for

Images from http//imd-www.es.hokudai.ac.jp/gnis
hi/scatt.html
6
Sources of Noise 3
  • Problem -Photon Scatter
  • Solution - Measure Photon E, but overlap persists

Image from http//www.petnm.unimelb.edu.au/pet/det
ail/nucphysics.html
7
Sources of Noise 4
  • Problem - Spatial Resolution - FWHM
  • Solution - Incorporate Structural Info

8
Types of measurements with PET
  • Neuronal Metabolism
  • rCGM or rCBF
  • Oxygen-15 labeled water, or fluorine-18 labeled
    fluorodeoxyglucose
  • Pharmacology
  • Most drugs are organic and thus can be labeled
    with Carbon-11
  • Brain Chemistry
  • Neurotransmitter synthesis, receptors,
    transporters, and release (sensitive down to
    10-12M!)

Kaufman, M.J. Brain Imaging in Substance Abuse.
New Jersey Human Press Inc., 2001
9
Serotonin Overview
  • 5-HTTLPR is promoter region of SERT gene
  • SS causes less SERT, LaLa causes more SERT
  • ? in serotonin in synapse should alter
    postsynaptic receptor, 5-HT2A

http//www.humanillnesses.com/images/hdc_0000_0001
_0_img0054.jpg
10
Setoperone v. Serotonin
  • (18F)-Setoperone is an agonist at the 5-HT2A
    receptor with Ka 1nM

Seeman P Receptor Tables Drug Dissociation
Constants for Neuroreceptors and Transporters,
vol 2. Toronto, SZ Research, 1993
11
Tracer Modeling
  • The basis for most Pet studies numerical value
  • Time activity curves ? Parametric Images 3
    methods
  • Kinetic non linear least squares
  • Graphical linear
  • Equilibrium no change over time

Kaufman, M.J. Brain Imaging in Substance Abuse.
New Jersey Human Press Inc., 2001
12
Compartmental Analysis
Reference Tissue Method - A variant of the
equilibrium method - Uses a region that is
devoid of the object of interest
Cp Plasma Cr Reference Cf Free Cb
Bound
A A Lammertsma, C J Bench, S P Hume, S Osman,
K Gunn, D J Brooks and R S J Frackowiak. 1995.
Comparison of Methods for Analysis of Clinical
11CRaclopride Studies. Journal of Cerebral
Blood Flow Metabolism (1996) 16, 4252
13
The Math
Parametric Map of BP BP Bmax/Kd k3/k4
Cp Metabolite-corrected plasma concentration
(kBq ml-1) Cr Concentration in reference
tissue (kBq ml-1) Cf Concentration of free
(i.e. not specifically bound) ligand (kBq ml-1)
Cb Concentration of specifically bound ligand
(kBq ml-1) K1 Rate constant for transfer from
plasma to free compartment (ml ml-1 min-1) k2
Rate constant for transfer from free to plasma
compartment (min-1) k3 Rate constant for
transfer from free to bound compartment (min-1)
k4 Rate constant for transfer from bound to
free compartment (min-1) K1' Rate constant for
transfer from plasma to reference compartment (ml
ml-1 min-1) k2' Rate constant for transfer
from reference to plasma compartment (min-1)
A A Lammertsma, C J Bench, S P Hume, S Osman,
K Gunn, D J Brooks and R S J Frackowiak. 1995.
Comparison of Methods for Analysis of Clinical
11CRaclopride Studies. Journal of Cerebral
Blood Flow Metabolism (1996) 16, 4252
14
Obtaining Binding Potential
  • Measure binding in Rref and binding in ROI, and
    subtract out Rref to get BP in ROI.

A A Lammertsma, C J Bench, S P Hume, S Osman,
K Gunn, D J Brooks and R S J Frackowiak. 1995.
Comparison of Methods for Analysis of Clinical
11CRaclopride Studies. Journal of Cerebral
Blood Flow Metabolism (1996) 16, 4252
15
Reference Tissue Method
  • Advantages
  • No arterial cannulation
  • Independent of plasma curve and hence the tracer
    , so there is no error in measurement of
    metabolites
  • Disadvantages
  • Reference tissue must be assumed to be void of
    object of interest and to be modeled by only one
    compartment

A A Lammertsma, C J Bench, S P Hume, S Osman,
K Gunn, D J Brooks and R S J Frackowiak. 1995.
Comparison of Methods for Analysis of Clinical
11CRaclopride Studies. Journal of Cerebral
Blood Flow Metabolism (1996) 16, 4252
16
Drawing Reference Regions
17
Drawing Reference Regions
  • Draw in the cerebellum about 10 levels
  • Avoid edges, spurious activation, midline
  • Encompass equal gray and white

18
Preprocessing
  • Data must be converted into format that SPM can
    read. Use MRIcro
  • Convert from raw data format into NIFTI files by
    using your known image dimensions, voxel size,
    and orientation information
  • Our data is 256x256x170 voxels, 1mmx1mmx1mm voxel
    size, and 2byte/pixel volume

19
Preprocessing Normalization and Smoothing
  • Normalize the data to MNI (ICBM-152) space using
    the T1.nii SPM template
  • Do the structural, then BP image
  • Then smooth the data using 8mm Gaussian kernel

20
ROI Analysis
  • Using a completely automated parametric approach
    within SPM

21
ROI Analysis
  • Cluster Analysis
  • SPM utilizes t-test to look for difference
    between groups in all voxels
  • Subjects grouped by genetics (SS or LL)
  • No regard to structure or function
  • Once difference found, we must determine
    structures involved

22
ROI Analysis
  • Brodmanns Areas ROI approach
  • MarsBar SPM add-on looks for statistical
    difference in ROIs, inputed by user
  • Allows some structural significance to be
    ascertained

23
MNI to Talairach?
  • Uses the ICBM2TAL method described by Lancaster
    et al.
  • 4x4 Affine Transform
  • MTT Algorithm for conversion embedded into
    GingerALE, a program developed by brainmap.org

Lancaster et al. 2007. Bias between MNI and
Talaraich coordinates analyzed using the ICBM-152
brain template. Human Brain Mapping.
24
The End
  • Thank you for listening. Please enjoy this
    animation of 5-HT pathways

http//www.brainchannels.com/evolution/evolutionme
dia/serotonin.gif
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