Back

Language and Social Regions Are Affected in Toddlers with Autism and Predict Later Language Outcome

Duan, K.; Eyler, L.; Pierce, K.; Lombardo, M. V.; Datko, M.; Hagler, D.; Taluja, V.; Zahiri, J.; Campbell, K.; Barnes, C. C.; Arias, S.; Nalabolu, S.; Troxel, J.; Dale, A. M.; Courchesne, E.

2022-10-26 radiology and imaging
10.1101/2022.10.25.22281531 medRxiv
Show abstract

Autism spectrum disorder is a heterogeneous neurodevelopmental disorder. Early brain overgrowth yet reduced cerebellar size is well recognized for autism, but cortical regions involved show inconsistent patterns of alteration. No complete and replicable map of early regional brain size alterations has been charted. It is also not clear whether individual differences in brain size relate to autism symptom severity and cognitive deficits and predict later language outcomes. We leveraged structural MRI data from 166 autistic and 109 typical developing toddlers to comprehensively and systematically investigate regional gray matter volume alterations and cortical surface area and thickness perturbations in autism compared to typical developing toddlers using linear mixed-effect models. We then examined their replicability in an independent cohort of 38 autistic and 37 typical developing toddlers. We further investigated associations between regional brain size and symptom severity, Mullen and Vineland cognitive performance using linear regression models. Lastly, we investigated whether early brain size (at intake mean age of 2.5 years) can improve support vector machine prediction of language outcome at 3-4 years of age when added to a model containing intake clinical and behavioral measures. Compared to typical developing toddlers, autistic toddlers presented larger or thicker lateral temporal regions, smaller or thinner frontal lobe and midline structures, larger callosal subregion volume, and smaller cerebellum. Most of these differences were replicated in an independent toddler cohort. Moreover, the identified gray matter alterations were related to autism symptom severity and cognitive impairments at intake, and, remarkably, they improved the accuracy for predicting later language outcome beyond intake clinical and demographic variables. Gray matter volume, thickness, and surface area in regions involved in language, social, and face processing were altered in autistic toddlers. Alterations in these regions are major early-age developmental attributes of autism. The early-age alterations in these cortical attributes in different regions may be the result of dysregulation in multiple neural processes and stages, consistent with prenatal multi-process, multi-stage models of autism. Here we also show these gray matter alterations are promising prognostic biomarkers for language outcome prediction.

Matching journals

The top 8 journals account for 50% of the predicted probability mass.

1
NeuroImage: Clinical
144 papers in training set
Top 0.1%
11.8%
2
JCPP Advances
11 papers in training set
Top 0.1%
7.8%
3
Cerebral Cortex
396 papers in training set
Top 0.7%
6.7%
4
Journal of Neurodevelopmental Disorders
17 papers in training set
Top 0.1%
6.7%
5
Autism Research
39 papers in training set
Top 0.2%
5.4%
6
Molecular Autism
33 papers in training set
Top 0.1%
5.4%
7
Brain Communications
166 papers in training set
Top 0.6%
5.4%
8
Biological Psychiatry Global Open Science
60 papers in training set
Top 0.2%
4.8%
50% of probability mass above
9
Scientific Reports
3612 papers in training set
Top 21%
4.8%
10
Journal of Child Psychology and Psychiatry
28 papers in training set
Top 0.2%
2.8%
11
Imaging Neuroscience
282 papers in training set
Top 2%
2.4%
12
Communications Biology
993 papers in training set
Top 12%
2.0%
13
American Journal of Psychiatry
24 papers in training set
Top 0.3%
1.7%
14
Biological Psychiatry: Cognitive Neuroscience and Neuroimaging
71 papers in training set
Top 0.8%
1.7%
15
Molecular Psychiatry
282 papers in training set
Top 3%
1.7%
16
NeuroImage
903 papers in training set
Top 5%
1.5%
17
Human Brain Mapping
329 papers in training set
Top 3%
1.5%
18
Progress in Neuro-Psychopharmacology and Biological Psychiatry
48 papers in training set
Top 0.6%
1.4%
19
Nature Communications
5641 papers in training set
Top 51%
1.1%
20
BMC Psychiatry
25 papers in training set
Top 0.6%
1.1%
21
Journal of Neuroscience Research
27 papers in training set
Top 0.3%
1.0%
22
Children
10 papers in training set
Top 0.5%
1.0%
23
Translational Psychiatry
260 papers in training set
Top 4%
1.0%
24
The Journal of Neuroscience
1025 papers in training set
Top 9%
1.0%
25
Advanced Science
286 papers in training set
Top 9%
0.9%
26
Brain Research Bulletin
10 papers in training set
Top 0.2%
0.8%
27
Psychological Medicine
88 papers in training set
Top 2%
0.8%
28
PLOS ONE
5266 papers in training set
Top 65%
0.6%
29
NeuroImage: Reports
29 papers in training set
Top 0.7%
0.6%
30
Schizophrenia Research
35 papers in training set
Top 0.4%
0.6%