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全基因组关联研究中双相情感障碍复杂本质的遗传途径和功能子网

Genetic Pathways and Functional Subnetworks for the Complex Nature of Bipolar Disorder in Genome-Wide Association Study.

作者信息

Kuo Chan-Yen, Chen Tsu-Yi, Kao Pei-Hsiu, Huang Winifred, Cho Chun-Ruei, Lai Ya-Syuan, Yiang Giou-Teng, Kao Chung-Feng

机构信息

Department of Research, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei, Taiwan.

Department of Nursing, Cardinal Tien College of Healthcare and Management, New Taipei, Taiwan.

出版信息

Front Mol Neurosci. 2021 Nov 22;14:772584. doi: 10.3389/fnmol.2021.772584. eCollection 2021.

Abstract

Bipolar disorder is a complex psychiatric trait that is also recognized as a high substantial heritability from a worldwide distribution. The success in identifying susceptibility loci for bipolar disorder (BPD) has been limited due to its complex genetic architecture. Growing evidence from association studies including genome-wide association (GWA) studies points to the need of improved analytic strategies to pinpoint the missing heritability for BPD. More importantly, many studies indicate that BPD has a strong association with dementia. We conducted advanced pathway analytics strategies to investigate synergistic effects of multilocus within biologically functional pathways, and further demonstrated functional effects among proteins in subnetworks to examine mechanisms underlying the complex nature of bipolarity using a GWA dataset for BPD. We allowed bipolar susceptible loci to play a role that takes larger weights in pathway-based analytic approaches. Having significantly informative genes identified from enriched pathways, we further built function-specific subnetworks of protein interactions using MetaCore. The gene-wise scores (i.e., minimum -value) were corrected for the gene-length, and the results were corrected for multiple tests using Benjamini and Hochberg's method. We found 87 enriched pathways that are significant for BPD; of which 36 pathways were reported. Most of them are involved with several metabolic processes, neural systems, immune system, molecular transport, cellular communication, and signal transduction. Three significant and function-related subnetworks with multiple hotspots were reported to link with several Gene Ontology processes for BPD. Our comprehensive pathway-network frameworks demonstrated that the use of prior knowledge is promising to facilitate our understanding between complex psychiatric disorders (e.g., BPD) and dementia for the access to the connection and clinical implications, along with the development and progression of dementia.

摘要

双相情感障碍是一种复杂的精神特质,从全球范围来看,它也被认为具有较高的遗传度。由于其复杂的遗传结构,在识别双相情感障碍(BPD)易感基因座方面取得的成功有限。包括全基因组关联(GWA)研究在内的关联研究越来越多的证据表明,需要改进分析策略以找出BPD缺失的遗传度。更重要的是,许多研究表明BPD与痴呆症密切相关。我们采用先进的通路分析策略来研究生物功能通路内多位点的协同效应,并进一步证明子网络中蛋白质之间的功能效应,以使用BPD的GWA数据集来研究双相情感障碍复杂本质的潜在机制。我们让双相情感障碍易感基因座在基于通路的分析方法中发挥更大权重的作用。从富集通路中鉴定出具有显著信息的基因后,我们使用MetaCore进一步构建了蛋白质相互作用的功能特异性子网络。对基因得分(即最小值)进行基因长度校正,并使用Benjamini和Hochberg方法对多重检验结果进行校正。我们发现87条对BPD具有显著意义的富集通路;其中36条通路已有报道。它们中的大多数涉及多个代谢过程、神经系统、免疫系统、分子运输、细胞通讯和信号转导。报告了三个具有多个热点的显著且与功能相关的子网络,它们与BPD的几个基因本体过程相关联。我们全面的通路-网络框架表明,利用先验知识有助于促进我们对复杂精神疾病(如BPD)与痴呆症之间的理解,以便了解它们之间的联系和临床意义,以及痴呆症的发展和进展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1db9/8645771/1403c2e42f84/fnmol-14-772584-g001.jpg

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