Laboratory for Autism and Neurodevelopmental Disorders, Center for Neuroscience and Cognitive Systems @UniTn, Istituto Italiano di Tecnologia, Rovereto, TN, Italy.
Center for Mind/Brain Sciences, University of Trento, Rovereto, TN, Italy.
Commun Biol. 2021 May 14;4(1):574. doi: 10.1038/s42003-021-02015-2.
Social-communication (SC) and restricted repetitive behaviors (RRB) are autism diagnostic symptom domains. SC and RRB severity can markedly differ within and between individuals and may be underpinned by different neural circuitry and genetic mechanisms. Modeling SC-RRB balance could help identify how neural circuitry and genetic mechanisms map onto such phenotypic heterogeneity. Here, we developed a phenotypic stratification model that makes highly accurate (97-99%) out-of-sample SC = RRB, SC > RRB, and RRB > SC subtype predictions. Applying this model to resting state fMRI data from the EU-AIMS LEAP dataset (n = 509), we find that while the phenotypic subtypes share many commonalities in terms of intrinsic functional connectivity, they also show replicable differences within some networks compared to a typically-developing group (TD). Specifically, the somatomotor network is hypoconnected with perisylvian circuitry in SC > RRB and visual association circuitry in SC = RRB. The SC = RRB subtype show hyperconnectivity between medial motor and anterior salience circuitry. Genes that are highly expressed within these networks show a differential enrichment pattern with known autism-associated genes, indicating that such circuits are affected by differing autism-associated genomic mechanisms. These results suggest that SC-RRB imbalance subtypes share many commonalities, but also express subtle differences in functional neural circuitry and the genomic underpinnings behind such circuitry.
社交沟通(SC)和受限重复行为(RRB)是自闭症的诊断症状领域。SC 和 RRB 的严重程度在个体内部和个体之间可能有很大差异,并且可能由不同的神经回路和遗传机制支持。对 SC-RRB 平衡进行建模可以帮助确定神经回路和遗传机制如何映射到这种表型异质性上。在这里,我们开发了一种表型分层模型,该模型可以对 SC=RRB、SC>RRB 和 RRB>SC 亚型进行高度准确(97-99%)的样本外预测。将该模型应用于来自欧盟-AIMS LEAP 数据集(n=509)的静息状态 fMRI 数据,我们发现,尽管表型亚型在内在功能连接方面有许多共同之处,但与典型发育组(TD)相比,它们在某些网络中也表现出可重复的差异。具体而言,在 SC>RRB 中,躯体运动网络与周围脑区的连通性降低,而在 SC=RRB 中,视觉联合网络与周围脑区的连通性降低。SC=RRB 亚型在内侧运动和前突显回路之间表现出过度连通性。这些网络中高度表达的基因表现出与已知自闭症相关基因的不同富集模式,表明这些回路受到不同的自闭症相关基因组机制的影响。这些结果表明,SC-RRB 失衡亚型有许多共同之处,但在功能神经回路和这种回路背后的基因组基础方面也表现出微妙的差异。