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Unraveling brain pathways with diffusion MRI Van Wedeen [email protected]

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Page 1: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Unraveling brain pathways with diffusion MRI

Van [email protected]

Page 2: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Dejerine 1895 Brodmann 1909 Cajal 1911

While gray matter has been mapped successfullyfor 100 years, white matter and connectivity remainproblematic

Page 3: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Felleman & Van Essen, 1989rhesus visual system

“It is intolerable that we donot have a knowledge of theconnectivity of the humanbrain” - Crick & Jones, 1993

Page 4: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

tissue

Diffusion MRI - tissue structure is traced by 3D patterns of water diffusion 1994: diffusion tensors show average fiber directions

diffusion tensor

Page 5: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DTI tractography - invention and critiqueWedeen et al ISMRM 1995

Page 6: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Myocardial fiber geometry for optimum efficiency

Page 7: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

The main reason neuro anatomy is moredifficult to figure out than other kinds of anatomy -

"fiber crossing" or overlap of structures in 3D

Page 8: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Neuroanatomy is hard because neural structuresfreely overlap in 3D

macaque tracers - Pandya & Schmahmann

Page 9: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Pathway overlap is a defining characteristic of the brain

not brainy brainy

Page 10: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

x-ray, overlap CT, overlap resolved

Page 11: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

To un-cross a curve, map it into a position-orientationspace with a “blow-up” transform

{x, y} -> {x, y, dy/dx} = {x, y, θ}

x

blow-up

x

y

Page 12: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

1. DSI - imaging the 6-dimensional brain

2. The connectome

3. Limbic system and hippocampus

4. Prospects

Page 13: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DTI: 7 q-samples, recon with tensor fitDSI: 500 q-samles, recon with 3DFT

q-space

Page 14: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

brain tissue

Water diffusion traces tissue fiber structure2000: breakthrough diffusion spectrum MRI (DSI) resolvesoverlapping fiber pathways

diffusion spectrum

Page 15: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Diffusion-limited diffusion MRI. Resolution of diffusion MRI fortissue microstructure Reff is limited by two factors:

• diffusion "camera resolution" q = GT

• "motion blur" √2DT due to diffusion itself

hence Reff = (q-2 + 2DT)1/2

Page 16: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Consequences:

For any gradient G, there is a best-possible micro-resolution

Reff ≈ (D/Gmax)1/3

For any diffusion D, there is a universal optimum b-value

bopt ≈ π2/6D

Page 17: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

80 mT/m

320 mT/m

36 mT/m

Δ ms

Reff3 (µ3)

bopt(G,∆) = π2/6D

D = 0.2 Dwaterdif

fusion

-limite

d

gradient-limited

Page 18: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Heresy:

Angular resolution is a useless idea, because it's model-dependent

In other words, it means whatever somebody wants it to mean.

That's why it's so useful.

Page 19: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DSI directions of maximum diffusion 3T human in vivo

Page 20: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Diffusion spectrum MRI and computed fiber paths (human pons)

Page 21: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Macaque3D MRI - paths superimpose 6D DSI - paths resolved

Page 22: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Rat DSI paths of a saggital slice

Page 23: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Cat andmouse

Page 24: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Owl monkey DSI - 3D paths of 1 slice

Page 25: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DSI pathways of macaque cerebral hemisphere

Page 26: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DSI human in vivo 3T

Page 27: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DSI cortical connectivity in macaqueDSI Petrides & Pandya

area 10

BA10 important in schizophrenia, language

Page 28: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Optic chiasm

DSI DTI

descusationWedeen et al Neruoimage 2008 in press

Page 29: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DSI vs DTI - centrum semiovale of macaque

DSI DTI

cc

SLF2

cst

cc broken

missing

fictional

Page 30: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

CerebellumDTI DSI

transverse system

Page 31: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Tractography in caudate nucleus -Amygdalo-striate bundle of Muratoff

DTI DSI

Wedeen et al Neruoimage 2008 in press

Page 32: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Tracer and DSI - SLFIII

Page 33: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

CC

MB

FOF

CRCB

SLF II

Macaque DSI and isotope gold standardMuratoff bundle in context

Pandya & Schmahmann

Schmahmann et al Brain 2007

Page 34: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Wedeen VJ, Schmahmann JD, Wang R, Dai G, D’Arceuil HE, de Crespigny AJ

Page 35: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

1. DSI - imaging the 6-dimensional brain

2. The connectome

3. Limbic system and hippocampus

4. Prospects

Page 36: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Principles of organization common to all cortical areas

Association fibersLocalNeighborhoodLong

CordCommissural fibersSubcortical bundle

Striatal fibersMuratoff bundleExternal capsule

Page 37: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

SLF3

corticospinal tract

cortex

horizontal intracorticalfibers

Rhesus motor cortex connections of DTI vs DSI

DTI DSI

Page 38: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DSI connectivity of macaque superior frontal gyrus

Schmahmann JD, Pandya DN, Wang R, Dai G, D’Arceuil HE, de Crespigny AJ, Wedeen VJ

Page 39: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DSI

M1-FEF

parcellation

Macaque connectomes

DSI cocomac

Hagmann PLoS Biol 2008

Page 40: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DSI in vivo human human connectome

Hagmann et al PLoS Biol 2008

Page 41: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Human connectome hubs and core

Hagmann et al PLoS Biol 2008

Page 42: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

1. DSI - imaging the 6-dimensional brain

2. The connectome

3. Limbic system and hippocampus

4. Prospects

Page 43: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Macaque circuit of Papez ex vivo

Page 44: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Macaque cingulum bundlemorphology explained by development

Page 45: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Human limbic circuit elements - CIND UCSF VA

Page 46: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Cingulum bundle human DSI in vivo 3T

Page 47: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Human temporal lobe / hippocampus ex vivo

Page 48: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Human hippocampus ex vivo DSIdigital dissection

Page 49: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Homologous woven motif of hippocampal pathways in mouse,owl monkey, and human

Page 50: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Macaque calcarine connections

Page 51: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

1. DSI - imaging the 6-dimensional brain

2. The connectome

3. Limbic system and hippocampus

4. Prospectsdevelopmentcortex

Page 52: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

birth

Cat DSI day 100

Takahasi et al ISRMR 2008

Page 53: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Day 100Day 0 Day 35

Development of cortico-thalamic tracts in cat

Takahasi et al ISRMR 2008

Page 54: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Human cortex specimens normal control vs. polymicrogyria

Ellen Grant, RP Wang, A deCrespigny, VJ Wedeen - MGH Radiology

Page 55: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Human cortex 300u

Page 56: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Intracortical connectivity

Page 57: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Rat cortex DSI

Page 58: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

1 2 3 4 5 6

cingulateA plane ofmaximum diffusion

1 2 3 4 5 6

Mouse DSI - planar diffusion reveals cortical structure

c. callosum

nigrostriatum

Page 59: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

DSI tractography rabbit - conventional (L) and cortex(R)

Page 60: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Rhesus monkey cortical paths -a noninvasive Brodmann map?

DSI diffusion planestraced tangent to cortex

TG

V2

V1

10

41-2

TEmTs

L

46

96D

3

6Va

6Vb 14VA

13

PrCO

12

TEc,r

Tpt

Preuss

DSI diffusion planes tracedtangent to cortex

Page 61: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla

Mouse brain automated multivariate spectral segmentationof DSI planar structure

Paxinos atlas DSI planar structure

Page 62: Van Wedeen van@nmr.mgh.harvard - brainmapping.org€¦ · Water diffusion traces tissue fiber structure ... Homologous woven motif of hippocampal pathways in mouse, ... wedeen ucla