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

被引:65
作者
Buch, Amanda M. M. [1 ]
Vertes, E. E. [2 ]
Seidlitz, Jakob [3 ,4 ]
Kim, So Hyun [1 ,5 ,6 ]
Grosenick, Logan [1 ]
Liston, Conor [1 ]
机构
[1] Weill Cornell Med, Mind Res Inst, Dept Psychiat & Brain, New York, NY 10021 USA
[2] Univ Cambridge, Dept Psychiat, Cambridge, England
[3] Univ Penn, Dept Psychiat, Philadelphia, PA USA
[4] Childrens Hosp Philadelphia, Dept Child & Adolescent Psychiat & Behav Sci, Philadelphia, PA USA
[5] Weill Cornell Med, Ctr Autism & Developing Brain, White Plains, NY USA
[6] Korea Univ, Sch Psychol, Seoul, South Korea
关键词
FUNCTIONAL CONNECTIVITY; GENE-EXPRESSION; INFORMATION-RETRIEVAL; REPETITIVE BEHAVIORS; BRAIN CONNECTIVITY; CHILDREN; ROBUST; PREDICTION; SEVERITY; TOOL;
D O I
10.1038/s41593-023-01259-x
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
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.
引用
收藏
页码:650 / +
页数:32
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