The general linear model and Statistical Parametric Mapping II: GLM for fMRI
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Transcript of Statistical Parametric Mapping
Statistical Parametric MappingStatistical Parametric Mapping
Lecture 3 - Chapter 5
Hardware for functional MRI
Textbook: Functional MRI an introduction to methods, Peter Jezzard, Paul Matthews, and Stephen Smith
Many thanks to those that share their MRI slides online
The Magnetic Field
• Ferrous Bar Similar to Bar Magnet– Torque – align– Force – toward poles
N
S
N
S
MostlyMostlyTorqueTorque
MostlyMostlyForceForce
Nature of Forces Around Magnet
• Ferromagnetic materials mostly• Depend on shape of object (longer is worse)
• Increase rapidly with approach to magnet (depends on B0 spatial gradient)
• Increase approximately with square of B0 (3T vs 1.5T)
• Depends on type of magnet (open, self-shielded, etc.) (depends on B0 spatial gradient)
fMRI Basic Requirements
• Rapid Imaging– fast high-strength gradients– wide bandwidth transceiver
• Stable System– systematic drift small– noise small
• High Signal Levels– high field strength magnet– RF coil design
Relative to physiological noise
EPI T2* demands
Magnetic Susceptibility
Net B = B0 + B
B is proportional to both field strength (H) and susceptibility (). In air B = 0.
• Macroscopic changes of B induced at different locations result in spatial gradients in B that can be significant for EPI.– For many parts of the brain the macroscopic susceptibility gradient is
small so Larmor frequencies are similar.– For areas where the macroscopic susceptibility gradient is large (e.g.
near tissue air interfaces) Larmor frequencies of nearby voxels also changes greatly.
• Microscopic changes in susceptibility due to BOLD effect can be masked when near areas in brain with large changes in macroscopic susceptibility.
EPI style BOLD fMRI -advantages and disadvantages -
• Fast– Resolve hemodynamic changes, whole head coverage
in 3 seconds or less.– Freeze subject motion (k-space encode of slice in
<50ms).– Encodes full k-space image without RF signal reset
compared to non-EPI imaging (phase errors accumulate).
• Susceptibility weighted– Want good signal from microscopic dephasing due to
BOLD induced susceptibility.– Interference from macroscopic dephasing due to large
extent changes in susceptibility.
Problems With Macroscopic Susceptibility
Gradients
Signal Dropout...
Distortions…
All susceptibility effects increase with Bo!!
BOLD is microscopic susceptibility
Wald, Toronto 2005
Image Encoding for EPI
All lines in one shot…
• Fast (high BW ) in kx.• Slow (low BW) in ky.• No “reset by RF”, so phase
errors accumulate.• Fast (~10 slices per second) for
~2 mm res.• Physiological fluctuations
modulate overall intensity• Readouts alternating polarity.• All k-space NOT treated equally.
dt=0.005msdt=0.5ms
ky
kx
Wald, Toronto 2005
Temporal Sampling is Asymmetric in EPI100x longer in phase direction
• k-space errors due to susceptibility are small in kx direction because of short time sampling intervals.
• but can be significant in ky encode direction (100x longer here).
kx
ky
Wald, Toronto 2005frequency mapfrequency map
=
dephasing leads to signal loss
Note frequency gradient from point 1 to point 2
Image encoding strategies: EPI
Gx
exp(-t/T2*)
t
T2* filtering across k-space increases point-spread function.
• T2* shortens as B0 increases • Limit total readout time to 2T2*
• increase readout gradient• receiver BW increases
All k-space not treated equally:
Wald, Toronto 2005
EPI and Spiral Scanning of k-space
kx
ky
Gx
Gy
kx
ky
Gx
Gy
Wald, Toronto 2005
Interpolated to regular kx and ky spacing.Interpolated to regular kx and ky spacing.
EPIEPI SpiralSpiral
Gx and Gy 90 degrees phase difference for sprial
EPI Spirals
Susceptibility: distortion, blurring,dephasing dephasing
Eddy currents: ghosts blurring
k = 0 is sampled: 1/2 through beginning
Corners of kspace: yes no
Gradient demands: very high pretty high
Wald, Toronto 2005
1 2 3 4 5 6 7 8 9 100
B0, Tesla
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
norm
aliz
ed S
NR
Figure 5.3 from textbook.
Normalized SNR vs. Magnetic Strength
• TAD - total readout time• Time fore single Kx (SE,GRE) TAD << T2*• Time for full K-space (EPI) TAD ~ T2*• TAD intermediate for others (FSE, TSE)
Figure 5.4 from textbook.
SN
RTotal SNR vs Thermal SNR
Signal - SThermal and system noise - 0
Physiological sources - p Total noise -
€
= 02 + σ p
2
SNR =S
σ=
S
σ 02 + σ p
2=
S /σ 0
σ 02 + σ p
2 /σ 0
20
2
000
111 20
22
20
2SNR
SNRSNRSNRSNR
Sp λ
λ
+=
+=
+=
1.
2. 3.
Data from 1.5T (triangles) and 3.0T systems (squares)
Physiological
Figure 5.1b from textbook.
Exciter
Synthesizer
XMTR
T/Rswitch
RFCoil
PreampRCVR
A/P RAMHost
Pulseprogrammer Synthesizer, A/P
XMTR, RCVR, T/R
Shimdriver
Shim coils
Gradient coils
AmpsGx, Gy, Gz
Network
Schematic of MRI System
A/P - Array ProcessorRF, Shim, Gradient Coils inside magnetAll but Host, RAM, and A/P in equipment room
Same or different transmit and receive coil.
Figure 5.7 from textbook.
SN
R
0 50 100 150 200 2500
200
400
600
800
1000
1200
1400Surface coil/head coil comparison
1
2
3
4
17 cm spherical phantom
distance, mm
b
SNR
(1) two surface coils on opposite sides in phase.(2) two surface coils out of phase.(3) single surface coil on right side. (largest SNR)(4) head coil. (most uniform SNR)
RF Coil Uniformity and SNR
(1) (2)
(3) (4)
B1 directions indicated by color arrows.
Surface CoilsSurface Coils
Figure 5.8 from textbook.
Z
(a)Best
(b) Worst
(c)Acceptable
Surface Coil Orientations
Surface coils are like loops for detecting B1 which is precessing about B0 which is parallel to the z-axis
• Best orientation is with plane of coil perpendicular to B0 which for the brain in normal orientation leads to following as best sites
• Left or right side• Anterior of posterior
B0
Tissue Heating During RF Transmit
• Concerns are total body and localized heating• Not practical to monitor increase in temperature except in
phantoms• Specific Absorption Rate (SAR) used to estimate
temperature increase
• 1 SAR = 1 W/kg• 1 SAR would increase temperature of an insulated slab by ~
1 C/hr• SAR also used in monitoring RF for cell phones
Scanner Software Estimates SAR
• Runs a calibration routine• Determines energy for RF pulses• Adds up energy from all RF pulses per TR and divides by TR• Divides by tissue weight to get total body or regional SAR
– Requires height and weight for algorithm
• If limits are exceeded operator must alter pulse sequence
RF - FDA Limits
• Integrated SAR limits– Head SAR = 60 W-min/kg– Trunk SAR = 120 W-min/kg– Extremeties SAR = 180 W-min/kg
• SAR rates– Head (38° C) SAR=3.2 W/kg– Trunk (39° C) SAR =8 W/kg– Extremities (40° C) SAR =12 W/kg
• Other– Infants, pregnancy, cardiocirculatory or cerebral vascular impairment
(1.5 W/kg)
SAR Pulse Sequence Impact
• Minimal for EPI acquisition (1-2 RF pulses per plane)• Higher for 3D anatomical scan GRE (1 RF pulse per kx
reradout) and short TRs.• High for T1W spin echo (one 90º and one 180º RF pulse
per kx line) with slice geometry same as GRE• Within pulse sequence effects
– Increasing TR without increasing # of RF pulses reduces SAR– Reducing number of slices per TR (in multislice SE)– Partial Fourier imaging reduces number of phase encodes with
RF for each (in multislice SE)
Figure 5.5
Transverse (Gx, Gy)
Z
X or Y
Z
X or Y
Longitudinal (Gz)
a b
Gx, Gy, Gz gradient coils
Gx, Gy, Gz shield coils
Z
Figure 5.6 from textbook.
Need strong gradients and shortened readout time to keep TAD in range.
Current and Gradient Pulse ShapeCurrent and Gradient Pulse Shape
a. gradient current supplied (short rise time induces eddy currents)a. gradient current supplied (short rise time induces eddy currents) b. eddy currents oppose changing field w/o compensationb. eddy currents oppose changing field w/o compensation c. gradient current supplied with eddy current compensationc. gradient current supplied with eddy current compensation d. potential field vs time with eddy current compensationd. potential field vs time with eddy current compensation
a
d
c
b
Jerry Allison.
dB/dt Effect (more eddy currents)
Peripheral Nerve Stimulation• dB/dt --> dE/dt• dt is gradient
ramp time• dB/dt largest
near ends of gradient coils
• spatial gradient of dE/dt important
dB
dt
dB/dt / E-Field Characteristics of Stimulation
• Not dependent on B0
• Gradients - 40mT/m (larger Bmax for longer coil)• Gradient Coil Differences - strength (increases dB)
and length (head vs. body determines site)• Rise Time - shorter rise time means shorter dt and
therefore larger dB/dt• Other
– Disruption of nearby medical electronic devices– Subject Instructions
• Don’t clasp hands - closed circuit, lower threshold• Report tingling, muscle twitching, painful sensations
Acoustic Noise Levels
Tomoyuki et al, Toshiba
front rowR&R band
• Earplugs & Headphones– Noise Reduction
Rating – 25-30 dB– Combined 5 dB
more
Ouch
Acoustic Noise
• Lorentz forces acting on gradient coils • Forces & gradient noise level increases with both B0 and
gradient strength• Levels for EPI fMRI
– Peak 130 dB @ 3T, 110 dB @ 1.5T– Average 90-117 dB(A)
• Frequency content varies by sequence– EPI higher average frequency (more read and phase gradients/time)– 3D GRE probably next (short TR)– Spin Echo (depends on TE and TR slices per TR, etc.)
Acoustic Noise
• Lorentz forces acting on gradient coils • Gradient noise level increases with both B0 and gradient
strength• Levels for EPI fMRI
– Peak 130 dB @ 3T, 110 dB @ 1.5T– Average 90-117 dB(A)
• Frequency content varies by sequence– EPI higher average frequency (more read and phase gradients/time)– 3D GRE probably next (short TR)– Spin Echo (depends on TE and TR slices per TR, etc.)
• Experimental Designs– Reduce intra- acquisition noise– Reduce inter-acquisition noise
• Reduce Noise at source– Hardware changes– Gradient shaping
• Passive and Active Noise Reduction– Earplugs, mufflers– Noise reducing headphones
Gradient Noise Management for fMRI
Covered in later lectures.
Active Noise CancellationHeadphones
• Amplitude of sound transmitted to the ear by bone conduction is frequency dependent and maximal at ~2 kHz.
• Active noise cancellation systems may be more useful for 1.5T and 2T systems that produce sounds below 1 kHz.
• Some 3T scanners produce strong sounds in the 1.5-2.5 kHz frequency range.
Additional Equipment
Larissa Stanberry, U of WashingtonLarissa Stanberry, U of Washington
Video Projection Approaches
LCD Projector, Mirror, & Screen
Mirror on RF coil & Screen
Stimulus Presentation / Monitoring
Additional Equipment
• Software• Time-Line
– Control Stimulus
– Monitor Response
– Synchronize timing with MRI
E-PrimeE-Prime
Additional Equipment
• Hardware– Stimulation
• Visual
• Motor
• Auditory
– Response• Visual
• Motor
• Auditory
fMRI Personnel• Patient or Volunteer Support
– Family– Nurse, physician
• MRI Operation– Board Certified Tech
• Research Group– PI & collaborators
• Associated Equipment Tech– Stimulus presentation, monitoring, etc.
• Analysis– PI– Post doc, research assistant, etc.
I know this is not following the theme of this chapter, but important.
fMRI Study Time
• New Design
• Scanning– Setup– Scans– Take down
• Preprocessing
• Statistical Analysis
1-1.5 hr/subject
4+ hr (one instance)
variable
<2 hr/ subject
15-20 min
45 min to 1 hr
15 min
fMRI Study – Raw Data
• Localizer image < 1 MByte
• Anatomy image– Same resolution (2562 x 25) > 3 MByte
– 3D high resolution (2563) > 30 MByte
• Event Related fMRI study– 20 slices/image x 15 images/event x 20 repetitions
x 128x128 images ~200 mByte
– Reorganizing data into volumes indexed by time ~200 mByte
fMRI Study – All Data
• Raw Data ~200 mBytes
• Motion Correction ~180 mBytes
• Other Corrections ~180 mBytes each possibly
• Spatial Normalization ~ 30 mBytes
• Statistical Analysis• Statistical Parametric Image (128x128x20) < 1 MByte
• Statistical Parametric Map (2x SPI) > 1 MByte
Total Data per subject can be 0.5-1.0 gBytesTotal Data per subject can be 0.5-1.0 gBytes
Statistical Parametric MappingStatistical Parametric Mapping
Lecture 3 - Chapter 5
Hardware for functional MRI
Textbook: Functional MRI an introduction to methods, Peter Jezzard, Paul Matthews, and Stephen Smith
Many thanks to those that share their MRI slides online