- An fcMRI and DTI Tractography
Study
Thalamocortical Connectivity
In Autism Spectrum Disorder
Aarti Nair
1,2, Dinesh K. Shukla
1, Jeff M.Treiber
1,
Brandon Keehn
1, Ralph-Axel Müller
1,2,31Brain Development Imaging Lab, Dept. of Psychology, SDSU 2Joint Doctoral Program in Clinical Psychology, SDSU/UCSD
Background
Thalamus
Important subcortical relay structure
sensory, motor, and attentional nuclei
Thalamocortical connectivity laid out during
neuronal migration along radial glial cells
(Rakic et al. 2004)
Functional differentiation and development of
columnar architecture in cerebral cortex
(O’Leary & Nakagawa 2002)
Highly specific patterns of thalamocortical
Thalamus in ASD
Thalamic abnormalities in ASD
Reductions in volume
(Tsatsanis et al. 2003), neuronal
integrity
(Friedman et al 2003), and glucose metabolism
(Haznedar et al. 2006)
Abnormal serotonin synthesis along
cerebello-thalamo-cortical pathway
(Chugani et al. 1997)
Minicolumnar abnormalities
(Casanova et al. 2006)–
Early-onset anomalies of thalamocortical
Assess functional connectivity and white matter
integrity between five different cortical regions of
interest (ROIs) and thalamus in adolescents with
ASD compared to TD adolescents
Cortical ROIs based on Zhang et al.(2008)
prefrontal, motor, somatosensory, temporal, and
parietal-occipital cortex
(Zhang et al. 2008)
Participants aged 12-17 years
No significant age, IQ, sex, handedness
differences
ASD diagnosed using DSM-IV, ADOS and ADI-R
TD
(n=22)2 left-handed; 3 female
ASD
(n=18)2 left-handed; 2 female
Mean
Range
SD
Mean
Range
SD
p
Age
14.5 12.1–16.8
1.5 14.3 12.1-17.1 1.6 .51
IQ
109 88-126 10.7 114 87-141 14.1 .30Data acquisition
GE 3T aMR750 scanner with 8-channel head coil
Anatomical
FSPGR T1-weighted sequence (180 slices; 1mm3 resolution)
BOLD (fcMRI)
6-minute resting-state functional EPI (180 whole-brainvolumes,TR: 2000ms; TE: 30ms; 3.4mm slice thickness;
in-plane resolution 3.4mm2)
DTI
Single-shot diffusion-weighted EPI (TR=5000 ms, TE=99.4ms,2mm slice thickness)
Two degrees of diffusion weighting (b = 0 and 1000 s/mm2; 61Methods
ROIs b
ased on Brodmann areas identified using
Talairach-Tournoux Stereotaxic Atlas (AFNI;
TT-Daemon)
Boundaries taken from previous studies of
thalamocortical connectivity
(Zhang et al., 2008; Fair et al., 2010, Zhang et al., 2010)Methods: fcMRI
FcMRI analysis using Analysis of Functional
NeuroImages
(AFNI; Cox, 1996)
Physiological regression (heart beat, respiration)
Field map correction
Motion correction and co-registration to anatomical image
Normalization to Talairach space
Spatial smoothing (4mm Gaussian kernal)Methods: fcMRI
Time series extraction from cortical ROIs
Six rigid-body motion parameters and
physiological events modeled as nuisance
variables and removed with regression
Methods: DTI
Probabilistic Tractography (FMRIB Diffusion
Toolbox)
Bayesian estimation of diffusion parameters
using Monte Carlo sampling
Repetitive sampling from distributions on
voxel-wise principal diffusion directions, each time
computing a streamline through local samples
Posterior distribution on the streamline location
or the connectivity distribution generated
DTI indices:
fractional anisotropy (FA)
mean diffusivity (MD)Z h a n g e t a l. (2 0 0 8 ) : A d u lt s
Prefrontal Parietal Motor Somatosenso
ry Temporal 4.87 0.78 p <.05 t F a ir e t a l. ( 2 0 1 0 ): A d o le s c e n ts
Results: FcMRI (TD group)
Partial correlation maps between cortical ROIs and thalamus forp <.05
t
Prefrontal Parietal Motor Somatosenso
ry Temporal
4.87
0.78 t
T
D
4.87
0.78
A
S
D
T
D
v
s
A
S
D
3.64
-3.64 t
p <.05
t
Prefrontal Parietal Motor Somatosens
ory
Temporal
4.87
0.78
T
D
4.87
0.78
A
S
D
t
T
D
v
s
A
S
D 3.64
-3.64 t
p <.05
Prefrontal Parietal Motor Somatosens
ory
Temporal
4.87
0.78
T
D t
4.87
0.78
A
S
D
t
T
D
v
s
A
S
D
3.64
-3.64 t
Summary of findings
FCMRI results similar to findings from prior studies in
adults and adolescents
(Zhang et al. 2008, Fair et al. 2010, Zhang et al. 2010)
ASD group showed overall reduced thalamocortical
connectivity, with some exceptions:
Temporo-thalamic connectivity atypically increased,especially for ipsilateral right-hemisphere connections
Cortical connectivity with some thalamic sites that do notconnect in the typical brain (e.g., prefrontal connections with lateral-posterior thalamic sites)
Patterns of group differences mostly similar for both
hemispheres (except R>L effects for
temporo-thalamic connectivity in ASD)
DTI probabilistic tractography results:
Compromised thalamocortical connectivity (increased MD andDiscussion
Findings suggest overall impaired and less distinctly
segregated thalamocortical connectivity in ASD
Temporo-thalamic connections atypically enhanced
(especially in RH)
Temporal lobe structural and functional abnormalities in ASD(e.g., Zilbovicius et al., 2000; Boddaert et al. 2004; Bigler et al., 2007; Redcay, 2008)
Superior temporal gyrus/sulcus specifically implicated inauditory processing, imitation, biological motion perception, language, and social cognition
Typical maturational changes
Reduction in thalamo-temporal connectivity with age,
along with increase in thalamo-frontal connectivity
(Fair et al., 2010)
Thalamo-temporal overconnectivity in ASD = immature
Discussion
Findings of less distinctively segregated
thalamocortical functional connectivity may
reflect early migrational disturbances, affecting:
Formation of cortical minicolumns
(Casanova et al., 2007; 2009)
Differentiation of multipotential cortex into
functionally differentiated regions
(O’Leary & Nakagawa 2002)
For example: Functional differentiation of posterior superiortemporal sulcus reduced in ASD (Shih et al. Biol Psychiatry, in
Acknowledgments
Participants and their families
Alan Lincoln, Ph.D (recruitment and diagnostic
work)
Patti Shih, Chris Keown, Ryan Cardinale (BDIL)