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Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

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Page 1: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Perfusion fMRIBrain Function and fMRI Course

May 16, 2004

Thomas Liu

Center for Functional MRI

University of California, San Diego

Page 2: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Outline

• Cerebral Blood Flow (CBF)

• Arterial Spin Labeling (ASL) Techniques

• Data Processing

• Applications of ASL

Page 3: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Cerebral Blood Flow (CBF)CBF = Perfusion = Rate of delivery of arterial blood to a capillary bed in tissue.

Units: (ml of Blood)

(100 grams of tissue)(minute)

Typical value is 60 ml/(100g-min) or 60 ml/(100 ml-min) = 0.01 s-1, assuming average density of brain equals 1 gm/ml

Page 4: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Courtesy Courtesy of Rick Buxton

Page 5: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Time

High CBF

Low CBF

Page 6: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Why measure CBF?

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

From C. Iadecola 2004

CBF is fundamental physiological quantity. Closely related to brain function.

Page 7: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Hemodynamics depends on baseline CBF

From Cohen et al, JCBFM 2002

Caffeine Response

Page 8: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Arterial Spin Labeling

•Magnetically tag inflowing arterial blood

•Wait for tagged blood to flow into imaging slice

•Acquire image of tissue+tagged blood

•Apply control pulse that doesn’t tag blood

•Acquire control image of tissue

•Control image-tag image = blood image

Page 9: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Methods for Tagging Arterial Blood•Spatially Selective ASL (SS-ASL) methods tag arterial blood in a region that is proximal to the imaging region of interest.

• Continuous ASL (CASL) -- continuously tags blood as it passes through a thin tagging plane

• Pulsed ASL (PASL) -- tags blood in a large slab proximal to imaging slice.

•Velocity Selective ASL (VS-ASL) tags arterial blood based on its velocity, and takes advantage of the fact that blood decelerates as it enters the capillaries and accelerates as it enters the veins.

Page 10: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Arterial Spin Labeling (ASL)Arterial Spin Labeling (ASL)

Tag by Magnetic Inversion

Wait

Acquire image

Control

Wait

Acquire image

1:

2:

Control - Tag CBFCourtesy of Wen-Ming Luh

Page 11: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Arterial Spin Labeling (ASL)Arterial Spin Labeling (ASL)

• water protons as freely diffusible tracers

imaging slice

alternativeinversion

Mz(blood)

M

control

tag

t

Courtesy of Wen-Ming Luh

Page 12: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

tagging region ~ 10 cmTag duration ~ 15 ms

Pulsed ASLPulsed ASL

tagging planeTag duration ~ 2000 ms

Continuous ASLContinuous ASL

Adapted from Wen-Ming Luh

Page 13: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Continuous ASL

ImagingPlane

Tag ConventionalControl

AmplitudeModulated

Control

InversionPlanes

B0Blood

Magnetization

Page 14: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

imaging slice

presaturation slice

tag

control

off-resonance IR pulse

EPISTAR PICOREFAIR

Conventional Pulsed ASLConventional Pulsed ASL

Courtesy of Wen-Ming Luh

Page 15: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Multislice CASL and PICORE

CASL

PICOREQUIPSS II

Page 16: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

CASL vs. PASL• Inherent SNR for CASL is higher, but SNR/time is

roughly the same.• Temporal resolution for PASL slightly better (2 s TR vs.

3 s TR).• PASL amenable to use of a presaturation pulse for

simultaneous CBF/BOLD.• CASL may be better for lower slices when using a head

coil for transmit. • Both have non-quantitative variants that are useful for

mapping.• CASL has higher SAR requirements.

Page 17: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

ASL Signal Equation

∆M= CBF · Aeff

Aeff is the effective area of the arterial bolus.It depends on both physiology and pulsesequence parameters.

Goal: Make Aeff a well-controlled parameterthat is robust to assumptions about physiological parameters.

Page 18: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Major Sources of Error for ASL

• Transit Delays

• Bolus Width in PASL

• Relaxation Effects - different relaxation rates for blood and tissue, time of exchange.

• Intravascular signal -- blood destined to perfuse more distal slices.

Page 19: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Transit Delays

~ 1 cm∆t < 700ms

~ 3 cm∆t < 1000ms

CASL PASL

Page 20: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Controlling for Transit Delays in CASL

A B A B

Tagging Plane

Voxels A and B have the same CBF, but voxel B will appear to have lower CBF if the measurement ismade too early.

time

Page 21: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Arterial Bolus Width

PASL

CASL

Baseline

Global flowincrease

Baseline

Global flowincrease

Temporal Width of bolus determined bythe pulse sequence

Temporal Width of bolus determined byarterial velocityand size of taggingslab. Underestimatesglobal flow changes.

time

Page 22: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Defining Bolus Width in PASL (QUIPSS II)

Tag thespins

Saturatespins stillin the slab

TI1 TI1

Bolus temporalwidth = TI1

Page 23: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Controlling for Transit Delays in PASL

A B A B

Tagging Slab

TI1

TI2 > ∆t + TI1

Page 24: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Velocity Selective ASL•Velocity selective radio-frequency pulse trains were introduced by Norris and Schwarzbauer in 1999.

•Velocity Selective ASL (VS-ASL) uses a velocity selective pulse train to tag blood that is flowing faster than a desired cut-off velocity (Wong et al. 2002).

•A typical cut-off velocity is 1 cm/s which corresponds to arterioles of about 50 µm.

•Greatly reduces the problem of transit delays.

Page 25: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Velocity Distribution

Velocity (cm/s)

0.1 1 10

Page 26: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Ideal Velocity Selective ASL

Velocity (cm/s)

0.1 1 10

Mz

1

0 Tag

Control

PhysiologicalMotion

Image

{

Page 27: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Spatial Localization

VENC of 0.5-2cm/s dephases spins in 20-50um arterioles

Page 28: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Initial Implementation (2002)

SPIRAL READOUT

90x 180y -90x

Mz

1

-1

0Velocity

Tag Time

•Plug flow•Laminar flow

Page 29: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Results - Tag Time Dependence

Tag Time (ms): 700 800 1100 1300

NonQuantitative

Quantitative

Page 30: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Results - VENC Dependence

VENC (cm/s): 0.5 1.0 2.0

ApproximateVessel Size (um): 20 30 50

Page 31: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Results - Multislice VS-ASL

NonQuantitative

Quantitative

Page 32: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Future Development of VS-ASL

• Better velocity selective pulses should improve motion insensitivity and quantitation of CBF (Wong, ISMRM, 2003)

Velocity Profile of Initial Implementation

Velocity Profile of Hyperecho based sequencewith adiabatic pulses

• Investigation of directional dependence (see Abstract 719)• Suppression of flow in CSF (See Abstract 711)

Page 33: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

ASL Data Processing

• CBF = Control - Tag• A CBF time series is formed from a running

subtraction of Control and Tag images.• BOLD weighting of CBF signal can be

minimized with short echo time acquisitions (e.g. spiral or partial Fourier) or spin-echo acquisitions.

• Use of subtraction makes CBF signal insensitive to low-frequency drifts.

Page 34: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Pairwise subtraction example

Control Tag

+1 -1 +1

Page 35: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Surround subtraction

Control Tag ControlTag

ControlTagControl

+1/2 -1

Perfusion Time Series

TA = 1 to 4 seconds

+1/2 -1/2 1 -1/2

Page 36: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

ASL Data Processing

• BOLD = average of Control + Tag images• BOLD time series is formed from the running

average of Control and Tag images. • If a presaturation pulse is used, flow

weighting of BOLD signal is minimized.• See Abstract 368 for a general model.

Page 37: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

PERFUSIONUNREGISTERED

BOLDUNREGISTERED

BOLDREGISTERED

Simultaneous Flow and BOLD

Page 38: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Simultaneous Flow and BOLD with PASL

Anatomy

Flowchange

BOLDchange

Page 39: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Event-related Perfusion fMRIEvent-related Perfusion fMRIStimulus

Periodic

Random

TA = 2 to 4 s

ASL Measurement

TS = 1 second

ControlTag

Goal: Estimate the Hemodynamic Response

Page 40: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Event-related ASL

• ASL time series = tag time series interleaved with control time series

• Tag and control time series are analyzed separately.

• Tag and control time series are acquired at a reduced sampling rate, i.e. they are downsampled.

• Can analyze with a general linear model (GLM) with downsampling matrices to reflect the fact that tag and control are interleaved.

Page 41: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

GLM for ASL Experiments

ytag = DtagXhtag + Sbtag + n

ycon = DconXhcon + Sbcon + n

hperf = hcon - htag^ ^ ^

hBOLD = hcon + htag^ ^ ^

DownsamplingMatrices

Estimates

Page 42: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Results

Direct

Running Subtraction

Page 43: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

0 50 100 150 200 250

999.8

1000

1000.2

1000.4

1000.6

1000.8

1001

0 50 100 150 200 250

999.5

1000

1000.5

1001

1001.5

1002

0 5 10 15 20

0

0.1

0.2

0.3

0.4

0.5

0.6

Seconds0 5 10 15 20

0

0.1

0.2

0.3

0.4

0.5

0.6

Seconds

Periodic Random

Control

Tag

Ideal

Direct Estimate

Running SubtractionEstimate

Motion Sensitivity

Page 44: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Non-quantitative ASL

• ASL signal reflects delivery of blood to capillary beds, so it is more localized than BOLD.

• Quantitative ASL has lower temporal resolution and lower CNR when compared to BOLD.

• If quantitation of CBF is not necessary, then non-quantitative ASL can be used achieve better temporal resolution and higher CNR.

• Techniques:• Turbo-ASL• Close-tag CASL• SSPL

Page 45: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Turbo ASLTag TagControl

Tag Image

Control Image

Tag Control

Control Image

Tag Image

Tag Image

Control Image

TI

TI

TR ~ 2s

TR ~ 1s

Conventional ASL, TR > TI

Turbo ASL, TR < TI

Page 46: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Finger Tapping

TurboPICORE

PICORE

Page 47: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Finger Tapping

Turbo PICORE|r|>0.3

(twice as manypoints)

PICORE|r|>0.42

(same significance)

PICORE|r|>0.36

(same # of pixels)

Page 48: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Amplifying Transit Delays Effects in CASL

Tagging Plane

time

Baseline Signal

Activation Signal

Baseline Signal

Activation Signal

Acquiring the signal at an earlier TI amplifies the difference between the activated state and the baseline state.

Page 49: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Close Tag CASL• CASL with tagging plane

1cm from imaging slice• Control is CASL tag on

opposite side of slice• Tag duration 700ms• Delay to image 200ms• TR 1000ms• Single shot spiral

acquisition• 3.75mm in plane• 8mm slice• ROI chosen by cc>0.4 for

ASL

Single pixel

ROI average

Page 50: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Close Tag CASL

Subject 1

Subject 2

Subject 3

Anatomy CASL BOLD

Page 51: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Single Shot Perfusion Labeling (SSPL)

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

From JA Duyn et al, MRM 2001

Page 52: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Single Shot Perfusion Labeling (SSPL)

From JA Duyn et al, MRM 2001

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

Page 53: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

ASL Applications• Quantitative ASL

• Reliable measurement of CBF across subjects, brain regions, experimental conditions, disease states, and time.

• Simultaneous CBF/BOLD measurements to study the physiology of the fMRI response.

• Non-Quantitative ASL• Mapping regions of activation with better

localization to the sites of neural activity.

Page 54: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Courtesy of Kamil Uludag

time [s]

100 200 300 400 500 600

[%]BOLD

-4

-2

0

2

4

[%]CBF

-60

-40

-20

0

20

40

60

BOLD

CBFPICOREQUIPSS II

CBF and BOLD with Eyes Open/Closed

CLOSED OPEN

Page 55: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

QuickTime™ and aTIFF (Uncompressed) decompressorare needed to see this picture.

ASL with very low task frequencies - WANG et al., MRM 2003

Page 56: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

QuickTime™ and aTIFF (Uncompressed) decompressorare needed to see this picture.

ASL Mapping of Cortical Columns in Cat Visual CortexDuong et al, PNAS, 2001. FAIR sequence, TI = 1500 ms, TR 3000 ms Talagala et al. Abstract 717

Page 57: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Memory Encoding

0 50 100 150 200 250-20

-10

0

10

20

30

40

50

60

70

80

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QuickTime™ and aTIFF (Uncompressed) decompressorare needed to see this picture.

QuickTime™ and aTIFF (Uncompressed) decompressorare needed to see this picture.QuickTime™ and aTIFF (Uncompressed) decompressorare needed to see this picture.

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Novel Images

Familiar Images

PICOREQUIPSS II ROI in RightPosteriorHippocampus

BOLD

Stroop Task

Perfusion

Mildner et al Abstract 1012

Page 58: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Whole Brain fMRI ASL

Duhamel and Alsop Abstract 518

Motor Task

Page 59: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Overview of BOLD MechanismsNeuronalActivity

CBF (t)

BalloonModel

CBV (t) BOLD (t)

O2 LimitationModel

KineticModel

MRI SignalModel

CMRO2 (t)HbO2 (t)

Page 60: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Post-Stimulus Undershoot

Finger tapping (6 subjects) Balloon Model

Page 61: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Conclusions

• ASL provides a non-invasive means of measuring CBF.

• Transit Delays must be addressed properly in order to obtain quantitative CBF with CASL and PASL.

• Velocity Selective ASL is a promising technique for dealing with long transit delays, e.g. in stroke.

• Non-quantitative ASL techniques such as Turbo-ASL and Close tag CASL have good temporal resolution and high CNR. They have the potential to provide better spatial mapping than BOLD.

Page 62: Perfusion fMRI Brain Function and fMRI Course May 16, 2004 Thomas Liu Center for Functional MRI University of California, San Diego

Acknowledgements

Eric WongRick BuxtonWen-Ming LuhKamil Uludag