studying multiple neural representations at once in autism

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Felipe Pegado MD, PhD Laboratoire de Psychologie Cognitive Aix-Marseille Université, France Studying multiple neural representations at once in autism and controls

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Page 1: Studying multiple neural representations at once in autism

Felipe PegadoMD, PhD

Laboratoire de Psychologie CognitiveAix-Marseille Université, France

Studying multiple neural representations at oncein autism and controls

Page 2: Studying multiple neural representations at once in autism

Autism abnormalities

Social

High sensory

Low sensory

voicesfaces

loudnessgabor

Page 3: Studying multiple neural representations at once in autism

DSM-5: ASD- Autism Spectrum Disorders

• A. Persistent deficits in social communication and social interaction across multiple contexts

• B. Restricted, repetitive patterns of behavior, interests, or activities

• C. Present in the early developmental period D. Significant impairment in social, occupational areas.

• E. These disturbances are not better explained by intellectual disability or global developmental delay.

B4. Hyper‐or hypo‐reactivity to sensory input or unusual interest in sensory aspects of environment; (such as apparent indifference to pain/heat/cold, adverse response to specific sounds or textures, excessive smelling or touching of objects, fascination with lights or spinning objects).

Page 4: Studying multiple neural representations at once in autism

Typical studies

posterior & anterior

mPFCPrecuneus-PC TPJ

mentalizing network

Page 5: Studying multiple neural representations at once in autism

Studying multiple brain representations at once

Congruent Incongruent

H. Op de BeeckKU Leuven

Page 6: Studying multiple neural representations at once in autism

Congruent reaction Incongruent reaction

Page 7: Studying multiple neural representations at once in autism
Page 8: Studying multiple neural representations at once in autism

For me

this is

appropriate

But what do

‘most people’

think?

Page 9: Studying multiple neural representations at once in autism

« Self-reference » task « Social norm » task

versus

Behavioral task validation

Similarity of response patterns

blo

cks

Within-subjects: r = 0.65 vs 0.67; t(43) = −0.3*** Between-subjects: r = 0.33 vs 0.50; t(43) −7.1; p < 0.0001

Page 10: Studying multiple neural representations at once in autism

posterior & anterior

mPFC

Low-Level

Sensory

High-Level

Sensory

Precuneus-PC TPJ

Hierarchical Brain Areas

High-Order

Cognition

mentalizing network

Page 11: Studying multiple neural representations at once in autism

Separate GLMs :

visual, audio and congruency GLMs

Visual GLM- Duration & onset for visual stimuli (0-2.5 sec)- Conditions: 12 visual stimuli

Auditory GLM- Duration & onset for auditory stimuli (0.6-1.3 sec)- Conditions: 8 auditory stimuli

Congruency GLM- Duration & onset : 0.6 - 4.5 sec- 2 Conditions: congruent vs incongruent

Page 12: Studying multiple neural representations at once in autism

Studying multiple brain representations at once

congruency

3 GLMs: MVPA

Pegado et al, Frontiers 2018

Pegado et al, Sci Rep 2018

RSA

RSA

congruency

congr

incongr

Page 13: Studying multiple neural representations at once in autism

22 High-Functioning Autism (HFA) vs

22 matched Typically Developing (TD)

ASD

N = 22

Matched TD

N = 22

T-statistic P-value

Age 22.5 (+/- 4.09) 22.8 (+/- 2.94) T(42) = 0.34 P = 0.74

IQ 108.6 (+/- 14.5) 112.4 (+/- 15.4) T(42) = 0.84 P = 0.40

SRS-A 63.0 (+/- 13.0) 49.0 (+/- 8.0) T(42) = 4.28 P = 0.0001

Groups’ matching

Page 14: Studying multiple neural representations at once in autism

HFATD

Sub

ject

nu

mb

erSimilarity of visual valence ratings across participants

HFATD

Similarity of auditory valence ratings across participants

Sub

ject

nu

mb

er

Behavioral ratings

*** T(42) = -4.78; p < 0.0001

** T(42) = -2.83; p = 0.007

Variability across subjects

Page 15: Studying multiple neural representations at once in autism

TD HFA

Similarity of congruency judgementswithin and between participants

(inside the scanner)

Behavioral ratings

within-subject correlations (TD: r = 0.51 vs ASD: r = 0.54; T(42) = -0.59; p = 0.56).

** between-subject correlations (TD: r = 0.26; ASD: r = 0.19; T(42) = 2.62; p = 0.01).

Page 16: Studying multiple neural representations at once in autism

pix lux val anim

Page 17: Studying multiple neural representations at once in autism

HFA show more low-level visual information in PC

1- Pixelwise 3- Visual Valence2- Luminance1

1 12

1

12

1

121 12

1

12

0.5

1

0

0.5

1

0

0.5

1

0

-0.5

1

0.5

01 121 12

4- Animacy

Precuneus-PC

models

Partial correlations

Page 18: Studying multiple neural representations at once in autism

F0 val emo gen

Page 19: Studying multiple neural representations at once in autism

4- Voice Gender1- FundamentalFrequency (F0) 2- Auditory Valence 3- Emotion

1

8

1 8

1

81 8

1

8

1 8

1

8

1 8

1

0.5

0

1

0.5

0

-0.5

1

0.5

0

1

Temporal Voice Area- TVA

F0 val emo genmodels

Partial correlations

Page 20: Studying multiple neural representations at once in autism

Subject 1

Subject 2 Subject 3

Variability across subjects

Page 21: Studying multiple neural representations at once in autism

TD HFA

sub

ject

s

TD HFA

Functional Connectivity

Betweenbrainregions

Betweensubjects[all 8 ROI]

n.s.

n.s.

Page 22: Studying multiple neural representations at once in autism

sub

ject

s

TD HFA

Betweensubjects[Only TVA]

Functional Connectivity

** group difference

T(36) = 2.76;

p = 0.009

Page 23: Studying multiple neural representations at once in autism

HFA show more uniqueness of neural patterns

and functional connectivity in the Voice Area

Voice Area (TVA)

behavioral judgments of auditoryvalence...

and those of auditory congruency werealso more idiosyncratic in HFA

Page 24: Studying multiple neural representations at once in autism

High Functioning Autism

Social

High sensory

Low sensory

voicesfaces

loudnessgabor

Page 25: Studying multiple neural representations at once in autism

Financial Support

Open science

Page 26: Studying multiple neural representations at once in autism

- Striking similar neural representations among HFA and TD adults at all hierarchical levels, including low and high level sensory processing and higher-order social processing.

- The only exception is a high-level area (Precuneus) carrying more low-level information (pixel information) in HFA.

- At the individual-subject level, one brain region showed more interindividual variability in the HFA group, both for neural representations and functional connectivity: the Temporal Voice Area (TVA).

- This larger neural idiosyncrasy in HFA matches with the increased behavioral idiosyncrasy, both for valence ratings of auditory stimuli (outside the scan) and for the congruency of these vocalizations with visual contexts (inside and outside the scanner).

idiosyncrasy in the functioning of high-sensory areas relevant for social understanding could underlie the idiosyncrasy in social behavior in HFA.

Summary