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The effect of gender on the neuroanatomy of children with autism spectrum disorders: a support vector machine case-control study
- Source :
- Molecular Autism
- Publication Year :
- 2016
- Publisher :
- BioMed Central, 2016.
-
Abstract
- Background Genetic, hormonal, and environmental factors contribute since infancy to sexual dimorphism in regional brain structures of subjects with typical development. However, the neuroanatomical differences between male and female children with autism spectrum disorders (ASD) are an intriguing and still poorly investigated issue. This study aims to evaluate whether the brain of young children with ASD exhibits sex-related structural differences and if a correlation exists between clinical ASD features and neuroanatomical underpinnings. Methods A total of 152 structural MRI scans were analysed. Specifically, 76 young children with ASD (38 males and 38 females; 2–7 years of age; mean = 53 months, standard deviation = 17 months) were evaluated employing a support vector machine (SVM)-based analysis of the grey matter (GM). Group comparisons consisted of 76 age-, gender- and non-verbal-intelligence quotient-matched children with typical development or idiopathic developmental delay without autism. Results For both genders combined, SVM showed a significantly increased GM volume in young children with ASD with respect to control subjects, predominantly in the bilateral superior frontal gyrus (Brodmann area –BA– 10), bilateral precuneus (BA 31), bilateral superior temporal gyrus (BA 20/22), whereas less GM in patients with ASD was found in right inferior temporal gyrus (BA 37). For the within gender comparisons (i.e., females with ASD vs. controls and males with ASD vs. controls), two overlapping regions in bilateral precuneus (BA 31) and left superior frontal gyrus (BA 9/10) were detected. Sex-by-group analyses revealed in males with ASD compared to matched controls two male-specific regions of increased GM volume (left middle occipital gyrus—BA 19—and right superior temporal gyrus—BA 22). Comparisons in females with and without ASD demonstrated increased GM volumes predominantly in the bilateral frontal regions. Additional regions of significantly increased GM volume in the right anterior cingulate cortex (BA 32) and right cerebellum were typical only of females with ASD. Conclusions Despite the specific behavioural correlates of sex-dimorphism in ASD, brain morphology as yet remains unclear and requires future dedicated investigations. This study provides evidence of structural brain gender differences in young children with ASD that possibly contribute to the different phenotypic disease manifestations in males and females. Electronic supplementary material The online version of this article (doi:10.1186/s13229-015-0067-3) contains supplementary material, which is available to authorized users.
- Subjects :
- 0301 basic medicine
Male
Support Vector Machine
Autism Spectrum Disorder
Intelligence
Precuneus
Young children
Audiology
Severity of Illness Index
Autism spectrum disorders
Gender differences
Structural MRI
Support vector machine
Area Under Curve
Cerebrospinal Fluid
Child
Child, Preschool
Female
Gray Matter
Humans
Infant
Magnetic Resonance Imaging
Neuroimaging
Organ Size
Phenotype
Research Design
White Matter
Sex Characteristics
Molecular Biology
Developmental Neuroscience
Developmental Biology
Psychiatry and Mental Health
Developmental psychology
Superior temporal gyrus
0302 clinical medicine
Neuropsychology
Psychiatry and Mental health
medicine.anatomical_structure
Autism spectrum disorder
Psychology
Brodmann area
medicine.medical_specialty
behavioral disciplines and activities
03 medical and health sciences
mental disorders
medicine
Preschool
Research
Brain morphometry
medicine.disease
030104 developmental biology
Superior frontal gyrus
Autism
030217 neurology & neurosurgery
Subjects
Details
- Language :
- English
- ISSN :
- 20402392
- Volume :
- 7
- Database :
- OpenAIRE
- Journal :
- Molecular Autism
- Accession number :
- edsair.doi.dedup.....5cf972c47be0b7302c859d9ed36176ea