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基于全基因组理论的网络研究,外周基因相互作用定义了核心 ASD 基因可解释的聚类。

Peripheral gene interactions define interpretable clusters of core ASD genes in a network-based investigation of the omnigenic theory.

机构信息

Department of Artificial Intelligence, Faculty of Informatics, Eötvös Loránd University, Budapest, Hungary.

Institute of Enzymology, Research Centre for Natural Sciences, Budapest, Hungary.

出版信息

NPJ Syst Biol Appl. 2022 Aug 10;8(1):28. doi: 10.1038/s41540-022-00240-x.

Abstract

According to the recently proposed omnigenic theory, all expressed genes in a relevant tissue are contributing directly or indirectly to the manifestation of complex disorders such as autism. Thus, holistic approaches can be complementary in studying genetics of these complex disorders to focusing on a limited number of candidate genes. Gene interaction networks can be used for holistic studies of the omnigenic nature of autism. We used Louvain clustering on tissue-specific gene interaction networks and their subgraphs exclusively containing autism-related genes to study the effects of peripheral gene interactions. We observed that the autism gene clusters are significantly weaker connected to each other and the peripheral genes in non-neuronal tissues than in brain-related tissues. The biological functions of the brain clusters correlated well with previous findings on autism, such as synaptic signaling, regulation of DNA methylation, or regulation of lymphocyte activation, however, on the other tissues they did not enrich as significantly. Furthermore, ASD subjects with disruptive mutations in specific gene clusters show phenotypical differences compared to other disruptive variants carrying ASD individuals. Our results strengthen the omnigenic theory and can advance our understanding of the genetic background of autism.

摘要

根据最近提出的全基因组理论,相关组织中所有表达的基因都直接或间接地影响着自闭症等复杂疾病的表现。因此,整体方法可以作为研究这些复杂疾病遗传学的补充,而不仅仅局限于少数候选基因。基因相互作用网络可用于自闭症全基因组特性的整体研究。我们使用 Louvain 聚类对组织特异性基因相互作用网络及其仅包含自闭症相关基因的子图进行分析,以研究外周基因相互作用的影响。我们观察到,自闭症基因簇彼此之间以及非神经组织中的外周基因的连接明显较弱,而在与大脑相关的组织中则不是这样。大脑簇的生物学功能与先前关于自闭症的发现(如突触信号传导、DNA 甲基化的调节或淋巴细胞激活的调节)很好地相关,但在其他组织中则没有那么显著。此外,具有特定基因簇破坏性突变的 ASD 患者与携带 ASD 的其他破坏性变异患者相比表现出不同的表型差异。我们的研究结果加强了全基因组理论,可以增进我们对自闭症遗传背景的理解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/78a7/9365765/7836bc538089/41540_2022_240_Fig1_HTML.jpg

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