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犬子宫蓄脓症的药物发现:基于文本挖掘和基因芯片数据分析。

Drug Discovery in Canine Pyometra Disease Identified by Text Mining and Microarray Data Analysis.

机构信息

College of Life Science, Longyan University, Longyan, China.

Fujian Provincial Key Laboratory for the Prevention and Control of Animal Infectious Diseases and Biotechnology, Longyan, China.

出版信息

Biomed Res Int. 2023 Apr 17;2023:7839568. doi: 10.1155/2023/7839568. eCollection 2023.

Abstract

Canine pyometra, which is accompanied by bacterial contamination of the dog uterus, is defined as a complex disease associated with the activation of several systems, including the immune system. This study uses text mining and microarray data analysis methods to discover some existing targeted gene drugs and expand potential new drug indications. Text mining ("canine pyometra") and microarray data analysis (GSE99877) were used to obtain a common set of genes. These genes and protein-protein interaction (PPI) networks were analyzed using Gene Ontology and the Kyoto Encyclopedia of Genes and Genomes. Then, the important genes clustered in the PPI network were selected for gene-drug interaction analysis to provide evidence for potential drug discovery. Through text mining and data analysis, we obtained 17,544 text mining genes (TMGs) and 399 differentially expressed genes (DEGs), respectively. There were 256 repeat genes between TMGs and DEGs, including 70 upregulated genes and 186 downregulated genes. Thirty-seven genes clustered in three significant gene modules. Eight of the 37 genes can target 23 existing drugs. In conclusion, the discovery of 8 immune response-related genes (, , , , , , , and ) targeting 23 existing drugs may expand the drug indications for pyometra-related diseases in dogs.

摘要

犬脓毒症伴犬子宫细菌污染被定义为一种与免疫系统等多个系统激活相关的复杂疾病。本研究采用文本挖掘和微阵列数据分析方法,发现一些现有的靶向基因药物,并扩展潜在的新药适应证。使用文本挖掘(“犬脓毒症”)和微阵列数据分析(GSE99877)获得一组常见的基因。使用基因本体论和京都基因与基因组百科全书分析这些基因和蛋白质-蛋白质相互作用(PPI)网络。然后,选择 PPI 网络中重要的基因簇进行基因-药物相互作用分析,为潜在药物发现提供证据。通过文本挖掘和数据分析,分别获得了 17544 个文本挖掘基因(TMG)和 399 个差异表达基因(DEG)。TMG 和 DEG 之间有 256 个重复基因,包括 70 个上调基因和 186 个下调基因。37 个基因聚类成三个显著的基因模块。37 个基因中的 8 个可以针对 23 种现有药物。总之,发现 8 个与免疫反应相关的基因(、、、、、、和)针对 23 种现有药物,可能会扩展犬脓毒症相关疾病的药物适应证。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/89a5/10125737/30e69726d850/BMRI2023-7839568.001.jpg

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