1D Fourier Transform 2D Plane Waves · 2 * decay 2 € exp−t/T* v ((r )) The overall decay has...
Transcript of 1D Fourier Transform 2D Plane Waves · 2 * decay 2 € exp−t/T* v ((r )) The overall decay has...
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TT Liu, SOMI276A, UCSD Winter 2006
SOMI 276AFMRI in Cognitive Science: Foundations
Winter Quarter 2006MRI:
Images and Artifacts
TT Liu, SOMI276A, UCSD Winter 2006
k-spaceImage space k-space
x
y
kx
ky
Fourier Transform
TT Liu, SOMI276A, UCSD Winter 2006
1D Fourier Transform
KPBS
KIFM
KIOZ
Fourier
Transform
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2D Plane Waves
cos(2πkxx) cos(2πkyy) cos(2πkxx +2πkyy)
1/kx
1/ky€
1kx2 + ky
2
€
e j2π (kxx+kyy ) = cos 2π (kxx + kyy)( ) + j sin 2π (kxx + kyy)( )
TT Liu, SOMI276A, UCSD Winter 2006
Figure 2.5 from Prince and Link
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2D Fourier Transform
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Examples
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Examples
TT Liu, SOMI276A, UCSD Winter 2006
Examples
TT Liu, SOMI276A, UCSD Winter 2006
Examples
TT Liu, SOMI276A, UCSD Winter 2006
Examples
TT Liu, SOMI276A, UCSD Winter 2006
2D Fourier Transform
€
Fourier Transform
G(kx,ky ) = g(x,y)−∞
∞
∫ e− j2π kxx+kyy( )dxdy−∞
∞
∫
Inverse Fourier Transform
g(x,y) = G(kx,ky )−∞
∞
∫ e j 2π kxx+kyy( )dkxdky−∞
∞
∫
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Phasor Diagram
€
Recall that a complex number has the form
z = a + jb = z exp( jθ) = z cosθ + j sinθ( )
where z = a 2 + b2 and θ = tan−1 b /a( )
e− j2πkxx = cos 2πkx x( )− j sin 2πkx x( )
Real
Imaginary
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θ = −2πkx x
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Interpretation
∆x 2∆x-∆x-2∆x 0
€
exp − j2π 18Δx
x
€
exp − j2π 28Δx
x
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exp − j2π 08Δx
x
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Interpretation
Fig 3.12 from Nishimura
kx=0; ky=0 kx=0; ky≠0
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Simplified Drawing of Basic Instrumentation.Body lies on table encompassed by
coils for static field Bo, gradient fields (two of three shown),
and radiofrequency field B1.
MRI System
Image, caption: copyright Nishimura, Fig. 3.15
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Gradient Fields
€
Bz(x,y,z) = B0 +∂Bz
∂xx +
∂Bz
∂yy +
∂Bz
∂zz
= B0 +Gxx +Gyy +Gzzz
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Gz =∂Bz
∂z> 0
€
Gy =∂Bz
∂y> 0
y
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Interpretation
∆Bz(x)=Gxx
Spins Precess atat γB0+ γGxx(faster)
Spins Precess at γB0- γGxx(slower)
x
Spins Precess at γB0
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Phase with time-varying gradient
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Interpretation
∆x 2∆x-∆x-2∆x 0
∆Bz(x)=Gxx
€
exp − j2π 18Δx
x
€
exp − j2π 28Δx
x
€
exp − j2π 08Δx
x
FasterSlower
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K-space trajectoryGx(t)
t
€
kx (t) =γ2π
Gx (τ )dτ0
t∫
t1 t2
kx
ky
€
kx (t1)
€
kx (t2)
TT Liu, SOMI276A, UCSD Winter 2006
K-space trajectoryGx(t)
tt1 t2
ky
€
kx (t1)
€
kx (t2)
Gy(t)
t3 t4kx
€
ky (t4 )
€
ky (t3)
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K-space trajectoryGx(t)
tt1 t2
ky
Gy(t)
kx
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Spin-WarpGx(t)
t1
ky
Gy(t)
kx
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Spin-WarpGx(t)
t1 ky
Gy(t)
kx
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Spin-Warp Pulse Sequence
Gx(t)
ky
kx
Gy(t)
RF
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Sampling in k-space
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Aliasing
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Aliasing
Period =1/kx
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Aliasing
Period =1/kx
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K-space trajectories
kx
ky ky
kx
EPI Spiral
Credit: Larry Frank TT Liu, SOMI276A, UCSD Winter 2006
Echoplanar Imaging
GE Medical Systems 2003
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Ideal WorldGx
ADC
kx
kyky
kx
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+ =1
1
1
-1
1
-1
Image fromEven lines
Image fromOdd lines
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Non-Ideal WorldGx
ADC
kx
kyky
kx
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+ =
Image fromEven lines
Image fromOdd lines
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Nyquist Ghosts
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TT Liu, SOMI276A, UCSD Winter 2006
Field InhomogeneitiesIn the ideal situation, the static magnetic field is totally uniformand the reconstructed object is determined solely by the appliedgradient fields. In reality, the magnet is not perfect and will notbe totally uniform. Part of this can be addressed by additionalcoils called “shim” coils, and the process of making the fieldmore uniform is called “shimming”. In the old days this wasdone manually, but modern magnets can do this automatically.
In addition to magnet imperfections, most biological samplesare inhomogeneous and this will lead to inhomogeneity in thefield. This is because, each tissue has different magneticproperties and will distort the field.
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Field Inhomogeneities
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FasterSlower
Precesses slower becauseof chemical shift or localinhomogeneities
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For EPI scans, distortion occurs mostly in the phase-encode direction, since data are acquired more slowly inthis directon. For spiral scans, the picture is morecomplicated.
GE Medical Systems 2003
Phase Encode
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Top down vs. bottom up
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Field Map Correction
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Distortions can be reduced by moving more quicklythrough k-space. This can be achieved with interleavedEPI or Spiral scans, albeit with a loss of temporalresolution.
On modern imaging systems, parallel imaging offersanother way of reducing the acquisition time, albeit witha loss of signal-to-noise.
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InterleavedSpirals
1
2
3
4
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Spiral SENSE
1
2
3
4
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Signal Dropouts
Field inhomogeneities also cause the spins to dephase with timeand thus for the signal to decrease more rapidly. To first order thiscan be modeled as an additional decay term.
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T2* decay
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exp −t /T2* v r ( )( )
The overall decay has the form.
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1T2* =
1T2
+1′ T 2
where
Due to random motions of spins.Not reversible.
Due to staticinhomogeneities. Reversiblewith a spin-echo sequence.
TT Liu, SOMI276A, UCSD Winter 2006
T2* decay
Gradient echo sequences exhibit T2* decay.
Gx(t)
Gy(t)
RF
Gz(t)Slice select gradient
Slice refocusing gradient
ADC
TE = echo time
Gradient echo hasexp(-TE/T2
*)
weighting
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Spin EchoDiscovered by Erwin Hahn in 1950.
There is nothing that nuclear spins will not do for you, aslong as you treat them as human beings. Erwin Hahn
Image: Larry Frank
τ τ180º
The spin-echo can refocus the dephasing of spins dueto static inhomogeneities. However, there will still beT2 dephasing due to random motion of spins.
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Spin-echo TE = 35 ms Gradient Echo TE = 14ms