Diffusion Tensor Imaging I: The basics Jennifer Campbell
Diffusion Tensor Imaging I: The basics Jennifer Campbell
Diffusion Imaging
MRI: many different sources of contrast T1W T2W PDW Perfusion BOLD DW
T1 & T2 relaxation in CNS at 3 T T 1 relaxation T 2 relaxation 1 1 0.9 0.9 0.8 0.7 WM 0.8 0.7 CSF 0.6 GM 0.6 Mz 0.5 0.4 CSF Mxy 0.5 0.4 0.3 0.3 GM 0.2 0.2 0.1 0.1 WM 0 0 1 2 3 4 Time (s) 0 0 0.2 0.4 0.6 0.8 Time (s) WM: T 1 = 800 ms T 2 = 80 ms r = 0.7 GM: T 1 = 1300 ms T 2 = 100 ms r = 0.8 CSF: T 1 = 5500 ms T 2 = 2200 ms r = 1.0
Diffusion MRI measures Brownian motion of water molecules Path of diffusing water molecule Water displacement distribution
Diffusion MRI measures Brownian motion of water molecules P(r r0,t d) = 1 æ (r - r0) T D -1 (r - r0) ö exp 3 D(4pt d) è ç 4t d ø ;< r2 >= 6Dt d
Diffusion MRI measures Brownian motion of water molecules Hindered and restricted diffusion: Apparent Diffusion Coefficient (ADC) Diffusion is hindered outside cells and restricted inside cells
Diffusion MRI measures Brownian motion of water molecules Hindered and restricted diffusion: Apparent Diffusion Coefficient (ADC) Diffusion is hindered outside cells and restricted inside cells
Diffusion MRI measures Brownian motion of water molecules P(r r0,t d) = 1 æ (r - r0) T (ADC) -1 (r - r0) ö exp 3 ADC (4pt d) è ç 4t d ø
Tissue structures determine which directions of motion are most probable White matter fiber bundle: oriented structure Water molecules prefer to travel parallel to fiber direction
Tissue structures determine which directions of motion are most probable Causes of anisotropic diffusion in white matter: myelin axon membranes neurofilaments White matter fiber bundle: oriented structure
Diffusion MRI Tractography
Diffusion MRI Tractography
Tissue structures determine which directions of motion are most probable P(r r0,t d) = 1 æ (r - r0) T D -1 (r - r0) ö exp 3 D (4pt d) è ç 4t d ø
The diffusion tensor
The diffusion tensor 1 3 2 e 1
The diffusion tensor 1 3 2 e 1
The diffusion tensor 1 3 2 e 1
The diffusion tensor 1 3 2 e 1
Maps obtainable from the diffusion tensor anisotropy index: fractional anisotropy (FA) trace of diffusion tensor (mean diffusivity) RGB plot: principal eigenvector (e 1 ) direction, scaled by FA
Maps obtainable from the diffusion tensor anisotropy index: fractional anisotropy (FA) trace of diffusion tensor (mean diffusivity) RGB plot: principal eigenvector (e 1 ) direction, scaled by FA FA = 3 2 (l1 - l) 2 + (l 2 - l) 2 + (l 3 - l) 2 (l1 2 + l 2 2 + l 3 2 )
Diffusion tensor imaging (DTI) 1 2 3 cylindrical symmetry
Diffusion tensor imaging (DTI) λ, axial λ, radial T cylindrical symmetry
Diffusion tensor imaging (DTI) normal white matter
Diffusion tensor imaging (DTI) myelin degeneration: radial diffusivity increases FA decreases
Diffusion tensor imaging (DTI) normal white matter
Diffusion tensor imaging (DTI) axonal fragmentation: axial diffusivity decreases FA decreases
Diffusion tensor imaging (DTI) normal white matter
Diffusion tensor imaging (DTI) decreased axon density: radial and axial diffusivity increase FA decreases
Diffusion tensor imaging (DTI) normal tissue
Diffusion tensor imaging (DTI) cellular swelling: MD decreases
Diffusion tensor imaging (DTI) curvature: FA lower than for single direction
Diffusion tensor imaging (DTI) splay: FA lower than for single direction
Diffusion tensor imaging (DTI) crossing fibers: FA lower than for single direction
Diffusion tensor imaging (DTI) degeneration of one fiber population in crossing case: FA increases
Gradients, phase, and motion 180 echo G G B 0 + G B 0, B180 o 0 B 0 + G B 0
Gradients, phase, and motion 180 echo G G B 0 + G B 0, 180 o B 0 + G B 0 B 0
Measuring diffusion with MRI: diffusion weighted images (DWIs) large magnetic field gradients sensitize the image to diffusion in the direction of the gradient
Diffusion weighted MRI sequence TE 90 180 echo G G b value indicates the magnitude of the diffusion weighting: δ Δ b = g 2 G 2 d 2 (D -d / 3)
Computing the diffusion tensor Signal decrease with b value: b matrix used in 3D tensor calculation:
Computing the diffusion tensor Signal decrease with b value: b matrix used in 3D tensor calculation:
Acquisition parameters for diffusion weighted images (DWIs) at least one image with no diffusion encoding (b=0 s/mm 2 ) series of DWIs: 3-6-30-60-100+ encoding directions; minimum 6 for tensor full brain coverage: 10-20 minutes per 100 directions b value: 1000-3000 s/mm 2 ; b~1000 s/mm 2 best for tensor voxel size: roughly 2mm x 2mm x 2mm isotropic voxels typically used adjust for population being studied, e.g. infants, patients
Applications of diffusion MRI stroke MS cancer trauma dyslexia epilepsy schizophrenia drug effects ALS dementia CJD cerebral palsy blindsight depression therapy outcome meditation neuroanatomy development aging surgical planning surgical outcome plasticity phenotype characterization