The Link Between Autism and Sex-Related Neuroanatomy, and Associated Cognition and Gene Expression.
Autism Spectrum Disorder
Brain Imaging Techniques
Gender Differences
Machine Learning
Neuroanatomy
Neurodevelopmental Disorders
Journal
The American journal of psychiatry
ISSN: 1535-7228
Titre abrégé: Am J Psychiatry
Pays: United States
ID NLM: 0370512
Informations de publication
Date de publication:
01 01 2023
01 01 2023
Historique:
pubmed:
24
11
2022
medline:
4
1
2023
entrez:
23
11
2022
Statut:
ppublish
Résumé
The male preponderance in prevalence of autism is among the most pronounced sex ratios across neurodevelopmental conditions. The authors sought to elucidate the relationship between autism and typical sex-differential neuroanatomy, cognition, and related gene expression. Using a novel deep learning framework trained to predict biological sex based on T Across both ABIDE and LEAP, features positively predictive of neurotypical males were on average significantly more predictive of autistic males (ABIDE: Cohen's d=0.48; LEAP: Cohen's d=1.34). Features positively predictive of neurotypical females were on average significantly less predictive of autistic females (ABIDE: Cohen's d=1.25; LEAP: Cohen's d=1.29). These differences in sex prediction accuracy in autism were not observed in individuals with ADHD. In autistic females, the male-shifted neurophenotype was further associated with poorer social sensitivity and emotional face processing while also associated with gene expression patterns of midgestational cell types. The results demonstrate an increased resemblance in both autistic male and female individuals' neuroanatomy with male-characteristic patterns associated with typically sex-differential social cognitive features and related gene expression patterns. The findings hold promise for future research aimed at refining the quest for biological mechanisms underpinning the etiology of autism.
Identifiants
pubmed: 36415971
doi: 10.1176/appi.ajp.20220194
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
50-64Subventions
Organisme : Medical Research Council
ID : MC_PC_17228
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_QA137853
Pays : United Kingdom
Commentaires et corrections
Type : CommentIn