The role of head circumference and cerebral volumes to phenotype male adults with autism spectrum disorder

Denier, Niklaus; Steinberg, Gerrit; van Elst, Ludger Tebartz; Bracht, Tobias (2022). The role of head circumference and cerebral volumes to phenotype male adults with autism spectrum disorder. Brain and Behavior, 12(3), e2460. Wiley 10.1002/brb3.2460

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Background: Autism spectrum disorder (ASD) has been repeatedly associated with enlargements of head circumference in children with ASD. However, it is unclear if these enlargements persist into adulthood. This is the first study to investigate head circumference in a large sample of adults with ASD.

Methods: We apply a fully automated magnetic resonance imaging (MRI) based measurement approach to compute head circumference by combining 3D and 2D image processing. Head circumference was compared between male adults with ASD (n = 120) and healthy male controls (n = 136), from the Autism Brain Imaging Data Exchange (ABIDE) database. To explain which brain alterations drive our results, secondary analyses were performed for 10 additional morphological brain metrics.

Results: ASD subjects showed an increase in head circumference (p = .0018). In addition, ASD patients had increased ventricular surface area (SA) (p = .0013). Intracranial volume, subarachnoidal cerebrospinal fluid (CSF) volume, and gray matter volume explained 50% of head circumference variance. Using a linear support vector machine, we gained an ASD classification accuracy of 73% (sensitivity 92%, specificity 68%) using head circumference and brain-morphological metrics as input features. Head circumference, ventricular SA, ventricular CSF volume, and ventricular asymmetry index contributed to 85% of feature weighting relevant for classification.

Conclusion: Our results suggest that head circumference increases in males with ASD persist into adulthood. Results may be driven by morphological alterations of ventricular CSF. The presented approach for an automated head circumference measurement allows for the retrospective investigation of large MRI datasets in neuropsychiatric disorders.

Item Type:

Journal Article (Original Article)

Division/Institute:

04 Faculty of Medicine > University Psychiatric Services > University Hospital of Psychiatry and Psychotherapy > Translational Research Center
04 Faculty of Medicine > University Psychiatric Services > University Hospital of Psychiatry and Psychotherapy

UniBE Contributor:

Denier, Niklaus, Steinberg, Gerrit, Bracht, Tobias

Subjects:

600 Technology > 610 Medicine & health

ISSN:

2162-3279

Publisher:

Wiley

Language:

English

Submitter:

Niklaus Denier

Date Deposited:

12 Aug 2022 09:32

Last Modified:

05 Dec 2022 16:22

Publisher DOI:

10.1002/brb3.2460

PubMed ID:

35112511

Uncontrolled Keywords:

autism spectrum disorder; biomarker; classification; head circumference; machine learning; phenotype

BORIS DOI:

10.48350/171854

URI:

https://boris.unibe.ch/id/eprint/171854

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