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HPO-Shuffle: an associated gene prioritization strategy and its application in drug repurposing for the treatment of canine epilepsy

机译:HPO-Shuffle:一种相关的基因优先化策略及其在治疗犬类癫痫的药物再利用中的应用

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摘要

Epilepsy is a common neurological disorder that affects mammalian species including human beings and dogs. In order to discover novel drugs for the treatment of canine epilepsy, multiomics data were analyzed to identify epilepsy associated genes. In this research, the original ranking of associated genes was obtained by two high-throughput bioinformatics experiments: Genome Wide Association Study (GWAS) and microarray analysis. The association ranking of genes was enhanced by a re-ranking system, HPO-Shuffle, which integrated information from GWAS, microarray analysis and Human Phenotype Ontology database for further downstream analysis. After applying HPO-Shuffle, the association ranking of epilepsy genes were improved. Afterward, a weighted gene coexpression network analysis (WGCNA) led to a set of gene modules, which hinted a clear relevance between the high ranked genes and the target disease. Finally, WGCNA and connectivity map (CMap) analysis were performed on the integrated dataset to discover a potential drug list, in which a well-known anticonvulsant phensuximide was included.
机译:癫痫病是一种常见的神经系统疾病,会影响包括人类和狗在内的哺乳动物。为了发现治疗犬类癫痫的新药,分析了多组学数据以鉴定与癫痫有关的基因。在这项研究中,相关基因的原始排名是通过两个高通量生物信息学实验获得的:基因组广泛关联研究(GWAS)和微阵列分析。通过重新排序系统HPO-Shuffle增强了基因的关联排名,该系统整合了来自GWAS,微阵列分析和人类表型本体数据库的信息,用于进一步的下游分析。应用HPO-Shuffle后,癫痫基因的关联等级得到改善。之后,加权基因共表达网络分析(WGCNA)导致了一组基因模块,这暗示了高排名基因与目标疾病之间的明确关联。最后,对整合后的数据集进行了WGCNA和连接图(CMap)分析,以发现潜在的药物清单,其中包括著名的抗惊厥性苯甲酰亚胺。

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