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多基因和表型网络分析癫痫和自闭症的共享遗传途径。

Multiplex gene and phenotype network to characterize shared genetic pathways of epilepsy and autism.

机构信息

School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, PA, 19104, USA.

Raymond G. Perelman Center for Cellular and Molecular Therapeutics, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA.

出版信息

Sci Rep. 2021 Jan 13;11(1):952. doi: 10.1038/s41598-020-78654-y.

Abstract

It is well established that epilepsy and autism spectrum disorder (ASD) commonly co-occur; however, the underlying biological mechanisms of the co-occurence from their genetic susceptibility are not well understood. Our aim in this study is to characterize genetic modules of subgroups of epilepsy and autism genes that have similar phenotypic manifestations and biological functions. We first integrate a large number of expert-compiled and well-established epilepsy- and ASD-associated genes in a multiplex network, where one layer is connected through protein-protein interaction (PPI) and the other layer through gene-phenotype associations. We identify two modules in the multiplex network, which are significantly enriched in genes associated with both epilepsy and autism as well as genes highly expressed in brain tissues. We find that the first module, which represents the Gene Ontology category of ion transmembrane transport, is more epilepsy-focused, while the second module, representing synaptic signaling, is more ASD-focused. However, because of their enrichment in common genes and association with both epilepsy and ASD phenotypes, these modules point to genetic etiologies and biological processes shared between specific subtypes of epilepsy and ASD. Finally, we use our analysis to prioritize new candidate genes for epilepsy (i.e. ANK2, CACNA1E, CACNA2D3, GRIA2, DLG4) for further validation. The analytical approaches in our study can be applied to similar studies in the future to investigate the genetic connections between different human diseases.

摘要

众所周知,癫痫和自闭症谱系障碍(ASD)通常同时发生;然而,其遗传易感性的共同发生的潜在生物学机制尚不清楚。我们在这项研究中的目的是描述具有相似表型表现和生物学功能的癫痫和自闭症基因亚组的遗传模块。我们首先将大量专家编写的和成熟的癫痫和 ASD 相关基因整合到一个多重网络中,其中一层通过蛋白质-蛋白质相互作用(PPI)连接,另一层通过基因-表型关联连接。我们在多重网络中识别出两个模块,这些模块在与癫痫和自闭症相关的基因以及在脑组织中高度表达的基因中显著富集。我们发现,第一个模块代表离子跨膜转运的基因本体类别,更侧重于癫痫;而第二个模块代表突触信号,更侧重于 ASD。然而,由于它们在共同基因中的富集以及与癫痫和 ASD 表型的关联,这些模块指向了癫痫和 ASD 的特定亚型之间共享的遗传病因和生物学过程。最后,我们使用我们的分析来优先考虑癫痫的新候选基因(即 ANK2、CACNA1E、CACNA2D3、GRIA2、DLG4)进行进一步验证。我们研究中的分析方法可以应用于未来类似的研究中,以研究不同人类疾病之间的遗传联系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1429/7806931/268fed3faa94/41598_2020_78654_Fig1_HTML.jpg

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