Vladislav Toronov, Ph. D. Using Physics to Image Brain Function.
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Transcript of Vladislav Toronov, Ph. D. Using Physics to Image Brain Function.
Functional MRI: lack of physiological specificity
Principles of Near Infrared Spectro-Imaging
NIR study of the physiological basis of fMRI signal
NIR imaging of brain function
outline
Quantities used in MRI
Longitudinal relaxation time T1
Transverse relaxation time T2 (T2*)
Proton density
Can MRI be used for metabolic measurements?
Answer: it is very difficult to do because T1 and T2 can depend on many parameters
Example:
Changes in the blood content during functional activity
Oxygen Transport to Tissue
Oxygen is transported in hemoglobin molecules of red blood cells:
Deoxy-hemoglobin HHb
Oxy-hemoglobin: HbO2
Metabolic measurement: Can MRI be used to
measure [HHb] and [HbO2]?
Quantitative physiological model of the BOLD signal:
R. Buxton, 1998
q=[HHb]/[HHb]0 v=[tHb]/[tHb]0
where
v21 qS
Conclusion: MRI does not allow simple separation of oxygenation effects from blood volume effects
Boltzmann Transport Equation
Where - radiance [W cm-2 steradian-1]L t
S t
a
s
( , , )
( , , )
r
r
- scattering coefficient [cm-1]
- absorption coefficient [cm-1]
- source term [W cm-3 steradian-1 s-1]
),ˆ,(ˆ)ˆ,ˆ(),ˆ,(
),ˆ,()(ˆ),ˆ,(),ˆ,(
v
1
trSdftrL
trLtrLt
trL
s
sa
Diffusion Approximation
20
1, ,a
Dr r t q r t
c t c
Photon Density
SourceAbsorption
Diffusion coefficient (scattering)
Diffusion Equation:
a s s ' ( cos )1
Absolute measurements withfrequency-domain spectroscopy
a: absorption coefficients’: reduced scattering
coefficient
: angular modulation frequency
v : speed of light in tissue S: phase slopeSac: ln(r2ac) slope
multi-distance method
0 10 20 30 40
-9
-8
-7
-6
-5
-4
-3
-2
-1
AC
r (mm)
0
10
20
30
40
50
60
70
80
pha
se (
)
AC*r2
phase
S
SacLog
Frequency-domain solution for Semi-infinite medium
Method of quantitative FD measurements: Multi-distance
Flexible pad
Detector fiber bundle
Source fibers
Direct light block
Estimation of physiological parameters
22][][ 2 HHbHbO HHbHbOa
],[][][ 2 HHbHbOtHB
(%),100][][
][
2
2
HHbHbO
HbOOx
NIRSI
Beer’s law:
Total HB ~CBV
Oxygenation
source fibers
pmt a
RF electronics
multiplexing circuit
laser driver 1
pmt b
laser diodes
laser driver 2
detector bundles
Near-infrared tissue oximeter
NIRSI Instrumentation
Advantages of NIRSI
Non-invasive
Fast (~ 1 ms)
Highly specific (spectroscopy)
Relatively inexpensive (~$100 K)
Can be easily combined with MRI
Study of the physiology of the BOLD effect
BOLD= Blood Oxygen Level Dependent
NIRSI in Functional Magnetic Resonance Imaging
Activation paradigmActivation paradigm
Sti
mul
atio
n
Rel
axat
ion
Motor activation
Вlock Design - 10s/17s
Study of the BOLD effect
Time
“Balloon” Model
in
outin
fE
tv
tqf
E
tEf
dt
dq
)(
)()(1
0q- normalized Deoxy Hb
v- normalized Total Hb
=V0/F0 – mean transit time
Oxygen Extraction Fraction
Modeling
“Balloon” Model
infin
outin
outin
EfE
ffdt
dv
tv
tqf
E
tEf
dt
dq
/10
0
)1(1
1
)(
)()(1
q- normalized Deoxy Hb
v- normalized Total Hb
Oxygen Extraction Fraction
Modeling
Functional Changes in Cerebral Blood Flow from Balloon Model
0 5 10 15 20 25 3098
100
102
104
106
108
110f in,fout(%)
Time (s)
finfout
Stimulation
Modeling
Why oxygenation increases?
The increase in cerebral blood oxygenation during functional activation is mostly due to an increase in the rCBF velocity, and occurs without a significant swelling of the blood vessels.
Modeling
Washout Effect
Outcomes
The time course of the BOLD fMRI signal corresponds to the changes in the deoxy-hemoglobin concentration
BOLD fMRI provides no information about the functional changes in the blood volume
This information can be obtained using NIRSI
detectors
light sources5
67
123
4 3 cmB A 8
Locations of the sources and detectors of light on the human
head
Brain mapping
Motor Cortex
Backprojection Scheme
detectors
light sources(758 and 830 nm)
Brain mapping
3&4 3 3 3 3 2&3 2 2 2 2 2 2 1&2 1 1 1 1 1&8
3&4 3 3 3 2&3 2 2 2 2 2 2 2 2 1&2 1 1 1 1&8
4 4 3 3 2&3 2 2 2 2&2 2&2 2 2 2 1&2 1 1 8 8
4 4 43&4
2&3 2 2 2&6 2&6 2&6 2&6 2 2 1&2 1&8 8 8 8
4 4 44&5
5&6 6 6 6&2 2&6 2&6 6&2 6 6 6&7 7&8 8 8 8
4 4 5 5 5&6 6 6 6 6&6 6&6 6 6 6 6&7 7 7 8 8
4&5 5 5 5 5&6 6 6 6 6 6 6 6 6 6&7 7 7 7 7&8
4&5 5 5 5 5 5&6 6 6 6 6 6 6 6&7 7 7 7 7 1&8
C34=.75*S3+.25*S413
6
7
8
2
4AB
5
C34=.5*S3 + .5*S4
A small change in absorption
S D
an
nna
sd
sd LU
U
sdU
Ln –the mean time photon spends in voxel n relative to the total travel time
Solve an equation:
Underdetermined Problem
Number of measurements<< number of voxels
3D imaging
n
nna
sd
sd LU
U
Monte Carlo Simulation
Structural MR imageis segmented infour tissue types:
• Scalp• Skull• CSF• Brain
10,000,000 “photons”
Source Detector3D imaging
Image Reconstruction
Solution: Simultaneous Iterative Reconstruction Technique
Y=Ax
3D imaging
n
nna
sd
sd LU
U
Underdetermined Problem
Placement of the optical probe on the head inside the “birdcage” head coil of the MRI scanner
To/from the NIR spectrometer
Optical fibersOptical probe
Birdcage head coil
B0
Magnetic bore of the MRI scanner
Time course of hemodynamic changes in the activated region
0 10 20 30 40 50 60-1
-0.5
0
0.5
1
1.5
2x 10
-4
Time (sec)
Ave
rage
hem
o ch
ange
s (m
M)
Average changes in [HbR] and [HbO] at 2 Hz
[HbO]
[HbR]Vis. Stim.
Results of the group statistical analysis of variance
BOLD -[Hb] [HbO2] 3D imaging
Using AFNI medicalImage processingsoftware
Outcomes
In combination with structural MRI,NIRSI can be used for non-invasive 3D imaging of physiological processes in the human brain
A two-wavelength NIR imaging provides independent spatially-resolved measurements of changes in oxy- and deoxyhemoglobin concentrations.
General Conclusion and Perspective
Alone or in combination with other imaging techniques, NIRSI can be used as a quantitative metabolic imaging tool in a variety of biomedical applications: Neuronal activity ~10 ms temporal resolution Neonatology ~Baby’s head has low size and
absorption Mammography ~ Non-ionizing, specific
Small animals ~ Neuroimaging, fast assessment in cancer
research