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遗传关联的网络扩展定义了人类细胞生物学的多效性图谱。

Network expansion of genetic associations defines a pleiotropy map of human cell biology.

机构信息

European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK.

Open Targets, Cambridge, UK.

出版信息

Nat Genet. 2023 Mar;55(3):389-398. doi: 10.1038/s41588-023-01327-9. Epub 2023 Feb 23.

Abstract

Interacting proteins tend to have similar functions, influencing the same organismal traits. Interaction networks can be used to expand the list of candidate trait-associated genes from genome-wide association studies. Here, we performed network-based expansion of trait-associated genes for 1,002 human traits showing that this recovers known disease genes or drug targets. The similarity of network expansion scores identifies groups of traits likely to share an underlying genetic and biological process. We identified 73 pleiotropic gene modules linked to multiple traits, enriched in genes involved in processes such as protein ubiquitination and RNA processing. In contrast to gene deletion studies, pleiotropy as defined here captures specifically multicellular-related processes. We show examples of modules linked to human diseases enriched in genes with known pathogenic variants that can be used to map targets of approved drugs for repurposing. Finally, we illustrate the use of network expansion scores to study genes at inflammatory bowel disease genome-wide association study loci, and implicate inflammatory bowel disease-relevant genes with strong functional and genetic support.

摘要

相互作用的蛋白质往往具有相似的功能,影响同一生物体的特征。交互网络可用于从全基因组关联研究中扩展候选性状相关基因的列表。在这里,我们对 1002 个人类性状的性状相关基因进行了基于网络的扩展,结果表明这可以恢复已知的疾病基因或药物靶点。网络扩展得分的相似性可以识别出可能共享潜在遗传和生物学过程的性状组。我们确定了 73 个与多个性状相关的多效性基因模块,这些模块富含涉及蛋白质泛素化和 RNA 处理等过程的基因。与基因缺失研究相比,这里定义的多效性专门捕获与多细胞相关的过程。我们展示了与人类疾病相关的模块的例子,这些模块富含具有已知致病性变异的基因,可用于映射已批准药物的再利用目标。最后,我们说明了使用网络扩展得分来研究炎症性肠病全基因组关联研究位点的基因,并暗示具有强大功能和遗传支持的炎症性肠病相关基因。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7462/10011132/d0c7c8c81a0e/41588_2023_1327_Fig1_HTML.jpg

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