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

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

  • Upload
    others

  • View
    5

  • Download
    0

Embed Size (px)

Citation preview

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