Molecular and network-level mechanisms explaining individual differences in autism spectrum disorder

  • Buch, Amanda M. M.
  • Vertes, E. E.
  • Seidlitz, Jakob
  • Kim, So Hyun
  • Grosenick, Logan
  • 외 1명
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초록

The mechanisms underlying phenotypic heterogeneity in autism spectrum disorder (ASD) are not well understood. Using a large neuroimaging dataset, we identified three latent dimensions of functional brain network connectivity that predicted individual differences in ASD behaviors and were stable in cross-validation. Clustering along these three dimensions revealed four reproducible ASD subgroups with distinct functional connectivity alterations in ASD-related networks and clinical symptom profiles that were reproducible in an independent sample. By integrating neuroimaging data with normative gene expression data from two independent transcriptomic atlases, we found that within each subgroup, ASD-related functional connectivity was explained by regional differences in the expression of distinct ASD-related gene sets. These gene sets were differentially associated with distinct molecular signaling pathways involving immune and synapse function, G-protein-coupled receptor signaling, protein synthesis and other processes. Collectively, our findings delineate atypical connectivity patterns underlying different forms of ASD that implicate distinct molecular signaling mechanisms. Buch et al. used machine learning to identify brain-behavior dimensions that define four robust ASD subtypes linked to distinct molecular pathways and that suggest personalized therapeutic targets for circuit-based neuromodulation and pharmacotherapy.

키워드

FUNCTIONAL CONNECTIVITYGENE-EXPRESSIONINFORMATION-RETRIEVALREPETITIVE BEHAVIORSBRAIN CONNECTIVITYCHILDRENROBUSTPREDICTIONSEVERITYTOOL
제목
Molecular and network-level mechanisms explaining individual differences in autism spectrum disorder
저자
Buch, Amanda M. M.Vertes, E. E.Seidlitz, JakobKim, So HyunGrosenick, LoganListon, Conor
DOI
10.1038/s41593-023-01259-x
발행일
2023-04-01
유형
Article
저널명
Nature Neuroscience
26
4
페이지
650 ~ +