Hawks Zoë W, Todorov Alexandre, Marrus Natasha, Nishino Tomoyuki, Talovic Muhamed, Nebel Mary Beth, Girault Jessica B, Davis Savannah, Marek Scott, Seitzman Benjamin A, Eggebrecht Adam T, Elison Jed, Dager Stephen, Mosconi Matthew W, Tychsen Lawrence, Snyder Abraham Z, Botteron Kelly, Estes Annette, Evans Alan, Gerig Guido, Hazlett Heather C, McKinstry Robert C, Pandey Juhi, Schultz Robert T, Styner Martin, Wolff Jason J, Zwaigenbaum Lonnie, Markson Lori, Petersen Steven E, Constantino John N, White Desirée A, Piven Joseph, Pruett John R
Department of Psychological and Brain Sciences, Washington University in St. Louis, St. Louis, Missouri.
Department of Psychiatry, Washington University School of Medicine in St. Louis, St. Louis, Missouri.
Biol Psychiatry Glob Open Sci. 2021 Dec 16;3(1):149-161. doi: 10.1016/j.bpsgos.2021.12.004. eCollection 2023 Jan.
Autism spectrum disorder (ASD) is a neurodevelopmental disorder diagnosed based on social impairment, restricted interests, and repetitive behaviors. Contemporary theories posit that cerebellar pathology contributes causally to ASD by disrupting error-based learning (EBL) during infancy. The present study represents the first test of this theory in a prospective infant sample, with potential implications for ASD detection.
Data from the Infant Brain Imaging Study ( 94, 68 male) were used to examine 6-month cerebellar functional connectivity magnetic resonance imaging in relation to later (12/24-month) ASD-associated behaviors and outcomes. Hypothesis-driven univariate analyses and machine learning-based predictive tests examined cerebellar-frontoparietal network (FPN; subserves error signaling in support of EBL) and cerebellar-default mode network (DMN; broadly implicated in ASD) connections. Cerebellar-FPN functional connectivity was used as a proxy for EBL, and cerebellar-DMN functional connectivity provided a comparative foil. Data-driven functional connectivity magnetic resonance imaging enrichment examined brain-wide behavioral associations, with post hoc tests of cerebellar connections.
Cerebellar-FPN and cerebellar-DMN connections did not demonstrate associations with ASD. Functional connectivity magnetic resonance imaging enrichment identified 6-month correlates of later ASD-associated behaviors in networks of a priori interest (FPN, DMN), as well as in cingulo-opercular (also implicated in error signaling) and medial visual networks. Post hoc tests did not suggest a role for cerebellar connections.
We failed to identify cerebellar functional connectivity-based contributions to ASD. However, we observed prospective correlates of ASD-associated behaviors in networks that support EBL. Future studies may replicate and extend network-level positive results, and tests of the cerebellum may investigate brain-behavior associations at different developmental stages and/or using different neuroimaging modalities.
自闭症谱系障碍(ASD)是一种神经发育障碍,其诊断基于社交障碍、兴趣受限和重复行为。当代理论认为,小脑病变通过在婴儿期破坏基于错误的学习(EBL)而导致ASD。本研究是对这一理论在一个前瞻性婴儿样本中的首次检验,对ASD检测具有潜在意义。
来自婴儿脑成像研究(n = 94,68名男性)的数据用于检查6个月大时小脑功能连接磁共振成像与后期(12/24个月)ASD相关行为和结果之间的关系。假设驱动的单变量分析和基于机器学习的预测测试检查了小脑-额顶叶网络(FPN;支持EBL的错误信号传导)和小脑-默认模式网络(DMN;广泛涉及ASD)的连接。小脑-FPN功能连接被用作EBL的代理,小脑-DMN功能连接提供了一个对比对照。数据驱动的功能连接磁共振成像富集检查全脑行为关联,并对小脑连接进行事后检验。
小脑-FPN和小脑-DMN连接与ASD无关联。功能连接磁共振成像富集在先前感兴趣的网络(FPN、DMN)以及扣带回-岛叶(也与错误信号传导有关)和内侧视觉网络中确定了与后期ASD相关行为的6个月相关性。事后检验未表明小脑连接起作用。
我们未能确定基于小脑功能连接对ASD的贡献。然而,我们在支持EBL的网络中观察到了ASD相关行为的前瞻性相关性。未来的研究可以重复并扩展网络水平的阳性结果,对小脑的测试可以研究不同发育阶段和/或使用不同神经成像方式的脑-行为关联。