The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL...

61
The Anatomy of Reading The Anatomy of Reading Bob Dougherty Bob Dougherty Stanford Institute for Stanford Institute for Reading and Learning Reading and Learning

Transcript of The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL...

Page 1: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

The Anatomy of ReadingThe Anatomy of ReadingBob DoughertyBob Dougherty

Stanford Institute for Stanford Institute for Reading and LearningReading and Learning

Page 2: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

SIRL Longitudinal Study of Reading Development

• Behavioral assessment

• Anatomical + Diffusion Tensor Imaging

• Functional MRI

• 50 7-11 yr olds

• 3 years (4 measurements)• Completed 1st and 2nd measurement (1yr)

Page 3: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Overview• Proficient reading is an impressive skill• Garden-variety brains• The anatomy of reading

• Key cortical regions• Connected by important white matter pathways• But- some brains aren't optimized for reading

• Conclusions

Page 4: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Name the ink colors:

xxxxxxxxxxxxxxxxxx

xxxxxx

Page 5: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Name the ink colors:

redgreenblue

orangepurple

Page 6: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Reading Numbers

Typical reading rate: 250 words/minuteFixation duration: 225 ms (skewed distribution)Saccade distance: 7-10 letters (2 deg)Duration of 2 deg saccade: 30 ms

Regressive saccades: 10-15%, ↑ with difficulty

Minimal saccade latency: 150 msProbability of fixation: 2-3 letter words: 0.25

> 7 letter words: ~1.0

Page 7: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Sensory Aspects of Reading

• Maintain fixation• Identify currently fixated word• Preprocess parafoveal words

• Program saccades• Execute saccades• Ignore irrelevant retinal motion

Page 8: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Visual Processing of Words is Fast

• ~150 ms to program a saccade• Visual info influences fixation duration and

subsequent saccade target• Relevant info extracted and processed

within ~75ms (+ overlap w/ saccade program?) during fluent reading

Page 9: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Explaining Reading Development

• Most variance is explained by social factors and general cognitive ability

• Significant variance remains...• What are the neurological factors?

• Identify biological correlates • Explain individual differences in reading

development with variation in anatomy and physiology

• Predict & intervene before reading failure

Page 10: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Neural Basis of Reading

LR, 11yrs old

• Behavior• Gross Anatomy

• Brain shape/size analysis

• White matter structure• Diffusion imaging

• Cortical activity• Functional MRI

Page 11: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Every Brain is Different...

n=55n=55

Page 12: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

What's the Matter?

• Gray matter: the connections (synapses)• Site of functional activity (EEG, MEG, fMRI)

• White matter: the wiring (myelinated axons)• Looks white due to high lipid content (myelin)• Long-range connections• Connections develop early and limit plasticity• Connections define cortical modularity (Müller's

law of specific nerve energies)

Page 13: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Why You See with the Back of Your Brain

Brain dissection image from: The Virtual Hospital (http://www.vh.org)

Page 14: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Diffusing Water ProbesMicroscopic Tissue Structure

• Tissue structures affect water diffusion• Diffusion through white matter probes:

• Axon density & myelination, principal fiber direction and directional coherence

• MR Diffusion weighting measures diffusion• Fiber tracking in diffusion data

• Hints at axonal connectivity

Page 15: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Water Diffusion in the Brain

Unimpeded direction- higher diffusion rate

Impeded direction- lower diffusion rate

White matter fibers

H2O

H2O

Page 16: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

• Water molecules move in Brownian motion

• 3D Gaussian (3x3 covariance matrix) model• Eigenvalues & vectors define ellipsoidal

isodiffusion surface

The Diffusion Tensor:3x3 Covariance Matrix (Ellipsoid)

Page 17: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

DTI Reveals White Matter StructureT1 DTI (FA) DTI (PDD)

Page 18: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Trace Paths Through Tensor Field• Connecting the dots to make

fiber tract estimates

• Stream-tubes tracking (STT)• Assume PDD is tangent to fiber tract

estimate

• Go where PDD leads (Runge-Kutta path integral)

• Tri-linear interpolation of tensors

• 1 mm step size

• Stop at FA<0.15 or angle > 30º

From Watts et. al. (Cornell)

Page 19: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Occipital Fibers

1cm scale bars

Page 20: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Occipital Callosal Fibers

1cm scale bars

Page 21: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Occipital Callosal Fibers

1cm scale bars

Page 22: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Left-Right Convergence:Mean-Centered Density

Left Occipital Fibers Right Occipital Fibers

5 mm

Dougherty et. al. 2005 PNAS; Dougherty et. al. 2005 NYAS

N=53 children (7-12yr)

Page 23: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Left and Right Fibers Converge

Mean-shifted (r2 = 0.94)Unshifted (r2 = 0.88)

Dougherty et. al. 2005 PNAS; Dougherty et. al. 2005 NYAS

Page 24: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Splenium Map in 53 Children

LD LV LLRD 0.87 0.73 0.21RV 0.47 0.89 0.38RL 0.37 0.50 0.77

left/right convergence (r2):

Page 25: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Previous WM Findings in Reading

Deutsch et. al. 2005 Beaulieu et. al. 2005

Some overlap in extent; voxels of maximal difference <1cm apart

Klingberg et. al. 2000

adults children

• Decreased FA in low readers in temporal-parietal WM region (esp. on left)

Page 26: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Principal Diffusion Direction:Group Means

Poor Readers

Good Readers

Page 27: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

A PDD Difference in Anterior WM(Schwartzman, Dougherty, Taylor, 2005, MRM)

Poor ReadersGood Readers Bipolar Watson Distribution

cm

FA difference

Ages 8-12; N = 14

Significant at FDR<0.01

z=23

Page 28: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Limits of the SPM Analysis

• Statistical power varies greatly across brain regions

• Interpretation is often ambiguous• Differences may be due to

WM properties or structural differences

Page 29: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Statistical Power for FA SPMs

• Assumptions:• T-test (mean difference

between groups)• N=10 in each group• Mean FA difference = 0.12• Uncorrected p=0.001• Spatial normalization to

MNI T1 template

Z=-4

Z=6

Z=16

Z=26

Page 30: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Statistical Power for FA SPMs

• Assumptions:• T-test (mean difference

between groups)• N=15 in each group• Mean FA difference = 0.12• Uncorrected p=0.001• Spatial normalization to

MNI T1 template

Z=-4

Z=6

Z=16

Z=26

Page 31: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Low Power in CC with FA SPM

X=-2 X=0 X=+2

N=10

Page 32: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Low Power in CC with FA SPM

X=-2 X=0 X=+2

N=15

Page 33: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Low Power in CC with FA SPM

X=-2 X=0 X=+2

N=25

Page 34: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

ROI-based Methods

• More statistical power• Eliminate much anatomical variance• Many fewer statistical tests

• Easier to interpret• But:

• Labor-intensive• ROI boundaries are subjective• Need a-priori hypostheses

Page 35: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 36: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 37: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 38: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 39: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 40: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 41: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 42: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 43: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 44: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 45: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 46: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 47: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 48: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 49: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 50: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Tracing Virtual Fibers

Page 51: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Why The Callosum?

• CC in alexia• Mid-splenial lesions can cause

alexia

• CC in developmental dyslexia• Morphological differences in

shape and size• Reduced hemispheric

asymmetry in anatomy and function

Page 52: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Defining Callosal ROIs

Page 53: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Defining Callosal ROIs

Page 54: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Defining Callosal ROIs

Genu/RostrumGenu/Rostrum BodyBody IsthmusIsthmus SpleniumSplenium

1/3 2/3 1/5

Page 55: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

FA Negatively Correlated with Phonological Awareness in Splenium

r = -0.44 (p=0.001)

N = 53

Page 56: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

FA Negatively Correlated with Phonological Awareness in Splenium

r = -0.44 (p=0.001)

N = 53

Page 57: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Phonological Awareness is Correlated with Reading

r = 0.67 (p<0.0000001)

Page 58: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

FA and Reading in the Splenium

Page 59: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Grand Unification Hypothesis

• More left-right connections in low readers• larger CC• higher FA in CC pathways

• Increased CC connections cause decreased FA in other pathways• More crossing fibers, esp. in corona radiata

• Increased hemispheric connectivity causes more anatomical and functional symmetry

• But- is increased hemispheric connectivity a cause or an effect?

Page 60: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

Conlcusions

• Splenium FA is lower in skilled readers• Consistent with previous studies of dyslexia

• Less lateralized language• Enlarged posterior callosum• Greater callosal bending angle (?)

• Posterior callosum crucial for skilled reading• Lesions there result in alexia• But which lobe? Occipital? Parietal? Temporal?

• Segment callosum by projection zone

Page 61: The Anatomy of Reading · Bob Dougherty Stanford Institute for Reading and Learning. SIRL Longitudinal Study of Reading Development • Behavioral assessment • Anatomical + Diffusion

AcknowledgementsBrian Wandell (Psychology)Gayle Deutsch (Neurology)

Michal Ben-Shachar (Psychology)Roland Bammer (Radiology)Polina Potanina (Psychology)

Arvel Hernandez (Psychology)Armin Schwartzman (Statistics)

Alyssa Brewer (Psychology)All our subjects (kids and parents)

Funding: Schwab Foundation for Learning & NIH EY015000