Image Contrast• Signal comes principally from water • Contrast comes from ‘relaxation’ processes • T1 - how quickly the system gets back to equilibrium • T2 - how quickly the signal deca
Trang 1Introduction to Functional MRI
Daniel Bulte
Centre for Functional MRI of the Brain University of Oxford
Trang 2• fMRI as a tool in neuroscience
• What is MRI?
• Neuronal firing, blood flow and BOLD
• A basic fMRI experiment
• What can fMRI be used for?
• Integrating modalities
Trang 3Functional MRI
Trang 4Gall and Spurzheim (1810)
Trang 5Brodmann’s anatomical areas
Trang 6Functional Localisation
• Brain injury and surgical cases
• Direct electrode stimulation/recording
• PET - blood flow and metabolism
• EEG - scalp potentials from neuronal firing
• fMRI - blood oxygenation
• MEG - magnetic field from neuronal firing
Trang 8MRI vs FMRI
Trang 9• In most MRI we only
worry about protons
(1H)
Trang 10Nuclear Spin
spin
magnetic moment
M M=0
Trang 11Spin Transitions
Low energy High energy
Trang 12The Larmor Equation
ω = γ B
128 MHz at 3 Tesla
Trang 13From Frequencies to Images
• Magnetic field gradients
• Vary the field by position
• Decode the frequencies to
give spatial information
Trang 14Inside an MRI Scanner
Trang 15Image Contrast
• Signal comes principally from water
• Contrast comes from ‘relaxation’ processes
• T1 - how quickly the system gets back to equilibrium
• T2 - how quickly the signal decays
• T2* - signal decay due to neighbouring
magnetic effects
Trang 16T1 Weighted Image
SPGR, TR=14ms, TE=5ms, flip=20º
Trang 17T2 Weighted Image
SE, TR=4000ms, TE=100ms
Trang 18T2* Effects
Trang 19Short TR
Short TE
Long TE
Long TR
Trang 20Imaging Pathology
T1W T2W PDW
Trang 21Neuronal Activity, Blood Flow
and the BOLD Effect
Trang 22Electrical and Metabolic Activity
• large changes in membrane potential leading to action
potential
cell body
spiking axon
Trang 23Electrical and Metabolic Activity
Pellerin and Magistretti, 1994
glucose
capillary astrocyte
basal pathway
Lactate
phosphorylation
• chemical transmission across synapses
Trang 24neuro-Electrical and Metabolic Activity
• The biochemical reactions that transmit
neural information via action potentials and neurotransmitters all require energy
• This energy is provided in the form of ATP
• ATP is produced from glucose by oxidative phosporylation and the Kreb’s cycle
Trang 25Electrical and Metabolic Activity
Glucose
Acetyl CoA
CoA
TCA Cycle
Oxidative Phosphorylation
H2O
2 CO2
e
Trang 26-Electrical and Metabolic Activity
• ATP is hydrolysed to ADP, giving up energy
• The production of ATP from ADP is governed
by demand
• Rate of oxygen consumption by oxidative
phosphorylation is a good measure of neural activity
Trang 27• The oxygen is supplied by the blood
• Since oxygen is not very soluble in water it is bound to haemoglobin
• Haemoglobin is an organic molecule with an iron atom bound in the centre
Trang 28Haemoglobin
Trang 29Oxy-haemoglobin
Deoxy-haemoglobin
Paramagnetic Diamagnetic
(same as tissue)
Trang 30BOLD Contrast
• Haemoglobin acts as an endogenous
intravascular contrast agent
• As the level of oxygenation changes, so too does the contrast in the images
Trang 31Variation with O2 Saturation
Bandettini and Wong Int J Imaging Systems and Technology 6:133 (1995)
Trang 32BOLD Contrast
• Neuronal processes create oxygen demand
• Oxygen level in the blood affects the local magnetic field
• T2* weighted images are sensitive to this - lower oxygenation = lower signal
• Upon ‘activation’ signal goes down?
Trang 34Metabolism and Haemodynamics
Trang 36A Basic fMRI Experiment
Trang 37The Tools
• High field MRI system
– At higher the BOLD effect is
stronger and signal is higher
• Fast imaging sequence
– Echo Planer Imaging (EPI)
• T2* weighted images
– EPI is a T2* weighted sequence (generally)
Trang 38The Tools
• Stimulus presentation
– Visual/Auditory/Somatosenory presentation – Response (button box etc.)
– Software
• Must be MR safe
– Not ferromagnetic
– Potential heating effects
– Introducing noise to the scanner room
Trang 39A Very Simple Experiment
Trang 40A Very Simple Experiment
Trang 41A Very Simple Experiment
Trang 42Basic Analysis
• Simple subtraction (on-off)
• Shows the regions where the signal increased
on activation
• Areas active in both tasks cancel out
• Statistical inference (t-test) to show where
there was significant signal change
Trang 43A bit more advanced
• Pre-processing to reduce effects of
movement during scan
• Add some information about the expected delay of the haemodynamic response
• Correlation analysis (General Linear Model)
• Statistical inference based on spatial size as well as strength of signal increase
Trang 44Statistical Parametric Maps
Un-thresholded Thresholded Overlaid
Trang 45Group Comparisons
• Register images to a standard
space
• Voxel-by-voxel group statistics
• Region of interest analysis
• Inference on a population or to
increase statistical power
Trang 46What can fMRI be used for?
A few examples
Trang 47Audio Visual fMRI
Visual
Auditory
Trang 48❚ Hemifield angular
measurements separate posterior fusiform from V4
❚ Hemifield eccentricity
measurements show similar divisions
❚ Reveal primarily foveal
representations
Visual field mapping
Trang 49Cohen et al (2002)
1 Regardless of hemi-field, words engage the region
more than consonant letter strings
Visual hemi-field Left RightLocation invariance
Trang 50fMRI studies of hand movement
rest move rest move rest move rest
Trang 51fMRI reveals different activity
patterns in disease
control stroke
PMCv
M1 PMCdr PMCdc
Trang 52hand (right)
Aff
hand (left)
Changes in the FMRI activity during affected hand movements after therapy
Trang 53Aff hand
(L)
Changes in FMRI activity are specific to
patients who improve
Trang 54Correlation vs Causation
• Imaging techniques show us
state and a task
• Imaging techniques cannot tell us
whether activation in a particular
performance of a task
• To do this we need to use
Trang 55Integrating Modalities
MRI can’t do everything (quite)
Trang 57Catani et al, NeuroImage 2002
Insular fibres
Temporal fibres
“Virtual dissection” of fibre tracts
Trang 58provides biochemical, physical
and molecular information
Why do MRS?
Trang 59Rapid modulation of GABA during
motor learning
▲- learning; ■ - random ,◊ - control
• The visible GABA signal in the sensorimotor cortex
decreased rapidly during motor learning, but not
during random tracking movements;
• GABA modulation was specific to learning and not a
general result of performance of motor task. Floyer et al
Trang 60EEG in the Scanner
Simultaneous EEG/fMRI: 32 channel EEG, Brainamps, 3T
Trang 61EEG in the Scanner
Trang 63• Data analysis methods that account for the
temporal and spatial effects of BOLD contrast