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Bridging the structural and functional correlates

of infant brain development using MRI and EEG

Parvaneh Adibpour

Jessica Dubois, Ghislaine Dehaene-Lambertz

Neobrain2-Reims 14 June 2021

(2)

From brain

development

to functional acquisitions

How neuroanatomical changes are translated

into behavioral acquisitions ?

➢ Non-invasive neuroimaging of the developing brain

in vivo

Birth

2 years

20w GA

31w GA 40w GA

Gray matter maturation

Flechsig, 1920

Term

4 months

adult

White matter maturation

Myelination of pathways

Yakovlev and Lecours, 1967

Optic radiations

Corpus callosum Acoustic radiations

(3)

Brain

development

during infancy

m at urat io n

Leroy et al., J. Neuroscience 2011

3 weeks post term 7 weeks post term 14 weeks post term

Maturation of gray matter

Structural maturation – MRI

Maturation of white matter pathways – diffusion MRI

Functional maturation – EEG/MEG

Response latencies

Dubois et al., Brain mapping, 2015

Visual

Auditory

Somato-sensory

Nevalainen et al., Front Hum Neuroscience 2014 McCulloch et al, Vision Research 1999

(4)

Aim

diffusion MRI

EEG

➢ In white matter: Myelination of neuronal fibers increases the speed of neural

information that travel through the neurons

• Evaluating the maturation of brain responses with respect to structural maturation of

white matter pathways and cortical gray matter :

Functional development

Structural development

• Visual and auditory networks

1. Early responses

2. Inter-hemispheric transfer of the responses

❑ Regressing out the effect of age

➢ In gray matter: Increase in synaptic density, myelination of intra-cortical fibers or the

changes in intracellular organelle density could affect cortical responses.

Yakovlev and Lecours, 1967

Optic radiations

(5)

EEG

Functional relevance of structural changes

MRI

DTI in the optic

radiations

taking into account age effects

R

esidu

al

sp

eed

Residual diffusivity

1-4 months

EEG – Visual evoked

potentials

Dubois et al., J Neuroscience, 2008

Maturation of

brain responses

diffusion MRI

EEG

Maturation of

white matter

Correlations between functional and structural

development

Myelination

Neural conduction

speed

Latency Conduction Speed

Anatomical

Distances

λ

Transverse diffusivity

(6)

Visual evoked responses

-15 +15

P1 Ipsi

P1

Time (sec)

Ampli

tude

volt

)

MRI and EEG correlates of visual development

P1 Ipsi

P1 contra

P1 transfer time:

• 40 infants : 1-6 months old

Age (weeks)

La

tency

(m

s)

Decrease in response latencies

across development

P1 r = - 0.64, p<0.001

P1 Transfer Time r = - 0.70, p<0.001

Optic Radiations

Visual Callosal Tract

Pathways reconstruction: Tractography

Tr

an

sv

er

se

Di

ff

usi

vit

y

(10 -3 mm 2 .s --1 )

Age (weeks)

Optic Radiations r = - 0.68, p<0.001

Visual Callosal Fibers r = - 0.72, p<0.001

Myelination

Decrease in transverse diffusivity

across development

N = 22

N = 40

(7)

Correlations between structural and functional maturation

• 13 infants completed both EEG & MRI experiments

P1

tr

ansf

er speed

residuals

(m

.s

-1

)

λ

residuals in optic radiations

(10

-3

mm

2

.s

-1

)

λ

residuals in visual callosal fibers

(10

-3

mm

2

.s

-1

)

Optic Radiations Callosal Fibers

P1 speed

P1 transfer speed

r = - 0.65, p = 0.02

r = - 0.64, p = 0.02

P1

sp

eed r

esid

uals

(m

.s

-1

)

Controlling for age effects

➢ Variability in the response speeds relates to the maturation of corresponding pathways

(8)

Maturation of

brain responses

diffusion MRI

EEG

Maturation of white

matter

Visual network

Auditory network

Myelination of pathways

Yakovlev and Lecours, 1967

Optic radiations

Corpus callosum Acoustic radiations

Sensori-motor roots

Different Maturational

calendars

Different in utero/ex utero

inputs

(9)

Auditory evoked responses to

monaural syllables

-8

+8

P2 Ipsi

P2 Contra

Time (sec)

Amp

litude

vol

t)

PA

Auditory pathways:

• Contralateral and ipsilateral pathways

• Responses from the ipsilateral pathways

superpose to the transfer of responses

Age (weeks)

La

ten

cy

(ms)

Decrease in response latencies

across development

Ipsi P2: Left r = - 0.43, p = 0.06

Ipsi P2: Right r = - 0.48, p =0.04

Contra P2: Left r = - 0.42, p = 0.07

Contra P2: Right r = - 0.47, p = 0.043

• 19 infants (1-6 months)

MRI and EEG correlates of auditory development

Adibpour et al., Developmental Cognitive Neuroscience, 2020

(10)

contra

Left input

ipsi

Response latency differences between typical and AgCC infants

Babble

Noise

Babble

Noise

Auditory evoked responses to monaural noise

➢ Delayed ipsilateral responses in the left (but not

right) hemisphere in typical but not AgCC infants.

13 infants with

Agenesis of corpus callosum AgCC

18 Typical infants

3-4 months

AgCC

P2 Latency in

AgCC vs. typical infants

La

tenc

y

(ms

)

Contralateral

Responses

Ipsilateral

Responses

LH

RH

LH

RH

Left hemisphere (LH)

Right hemisphere (RH)

Typical

AgCC

* p < 0.05

** p < 0.005

**

*

Involvement of callosal pathways

(11)

Acoustic Radiations

Acoustic Radiations r = - 0.79, p<0.001

Auditory Callosal Fibers r = - 0.87, p<0.001

Age (weeks)

Tr

ans

ver

se

Di

ffu

sivi

ty

(1

0

-3

mm

2

.s

--1

)

N = 22

Maturation of auditory white-matter pathways

Age-related changes

Correlations between structural and functional maturation

Residuals of λ⟘ in ACC (10

-3

mm

2

.s

-1

)

R

esidu

al

s

of

ip

si

P2 spee

d

in

the

le

ft

hemisph

er

e

(m

. s

-1)

r = - 0.53, p = 0.049

Adibpour et al., Developmental Cognitive Neuroscience, 2020

Auditory

Callosal Tract

Auditory Callosal

Tract

Ipsilateral P2 latency in left hemisphere

Daneshvarfard et al., Brain Struc and Func, 2020

P2 is a late

response

➢ No relation between the speed of P2 responses

(12)

formation of connections

pruning

36w birth 3mo 6mo 2y 4y 6y

Cortex : during gestation

/

after birth

19-25 26-29 32-34w

subplate cortical

plate

DTI

Growth of dendritic arborization and synaptogenesis

Cortical maturation

(13)

λ//

(10

-3

mm

2

.s

-1

)

IFG: r = -0.75, p<0.001

MTG: r = -0.88, p<0.001

STG: r = -0.89, p<0.001

AG: r = -0.87, p<0.001

PT: r = -0.73, p<0.001

HG: r = -0.86, p<0.001

Maturation of cortical perisylvian regions

Age (weeks)

Cortical parcellations in infants

R

es

idu

als

of c

on

tr

a

P

2

la

ten

cy

(ms)

Residuals of λ// in IFG

(10

-3

mm

2

. s

-1

)

r = 0.71, p = 0.005

Correlations between structural and functional maturation

➢ Variability in the response latencies relates

to the maturation of Inferior Frontal Gyrus

Imada et al., Neuroreport, 2006; Bristow et al., J Cognitive Neuroscience, 2009

6 month old

Source reconstruction

of activity between

210-300 ms

(14)

Linking structural and functional maturation

➢Early interhemispheric transfer of neural activity, supported by microstructural

maturation

Projection pathways

(Optic radiations)

cortico-cortical pathways

(Visual callosal fibers)

Visual network

P1

Projection pathways

(Acoustic radiations)

cortico-cortical pathways

(Auditory callosal fibers)

Auditory network

P2

?

Yakovlev and Lecours, 1967

Birth

1 year

Acoustic radiations

Optic radiations

10 years

Myelination of pathways

Corpus callosum splenium

(15)

Time ( sec)

Ampli

tude

volt

s)

Standard Face

Deviant Face

Time ( sec)

Opposite-Side Face

Functional maturation beyond sensory processing

Time ( sec)

Ampli

tude

volt

s)

Standard

Deviant

Time ( sec)

Deviant

time

Right Hemifield / Left Hemisphere

Left Hemifield / Right Hemisphere

Face

di

scr

iminati

on

res

ponse

ampli

tu

de

Age (weeks)

Maturation of discrimination

responses vs age

r = - 0.36, p = 0.05

Adibpour et al., Nature Human Behavior, 2018

Face discrimination task

(16)

Structural maturation

MRI

Functional maturation

EEG/MEG (fMRI)

Behavioral acquisitions

Perspectives :

Sensori-motor acquisitions in relation with functional response maturation

Mu rhythm and motor acquisitions

• 5-7 months

• Rest-state recording

• The mu rhythm power specifically

correlated to the crawling onset.

Crawling

Xiao et al., Neuroimage, 2017

➢ In early developmental period, study of behavioral acquisitions are limited.

(17)

➢ Moving towards a finer description of structure-function relationships:

Perspectives :

➢ Assessing the structure-function relationships within

lateralized networks, given the structural and

functional asymmetries described in the infant brain.

➢ Investigating the predictive values of the measures

for later outcomes (e.g. language)

(O’Muircheartaigh et al., J Neuroscience, 2013)

➢ Quantifying other functional parameters: e.g. morphology and

amplitude of evoked responses

➢ Quantifying other microstructural parameters

(Dubois et al., Brain Plasticity, 2016)

Maitre et al., Current Biology, 2017

Full term

Preterm

Sensory(tactile) response maturation

Amp lit u d e (m icrov o lt) time (msec)

Lebenberg et al, IEEE ISBI 2015, Neuroimage 2019

DTI l

// (10-3mm2.s-1)

T2

T1

L>

R

R

>L

Glasel et al., Neuroimage, 2011

Temporale Planum

Superior Temporal Sulcus

Dubois et al., Cerebral Cortex 2009

(18)

Acknowledgements:

All infants and their parents

Collaborators:

Jessica Dubois, Ghislaine Dehaene-Lambertz, Marie-Laure Moutard

Jessica Lebenberg, Claire Kabdebon, Francois Leroy

UNIACT-Neurospin team, Giovanna Santoro

Thank you for your attention.

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