4.7 Article

Text Mining-Based Drug Discovery for Connective Tissue Disease-Associated Pulmonary Arterial Hypertension

期刊

FRONTIERS IN PHARMACOLOGY
卷 13, 期 -, 页码 -

出版社

FRONTIERS MEDIA SA
DOI: 10.3389/fphar.2022.743210

关键词

text mining; connective tissue disease; pulmonary arterial hypertension; drug discovery; drugs

资金

  1. Research Project of Clinical Toxicology from the Chinese Society of Toxicology [CST2020CT303]
  2. National Clinical Research Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences [NCRC2020007]
  3. National Natural Science Foundation of China [81870050]

向作者/读者索取更多资源

By text mining and functional enrichment analysis, we identified potential drugs that may have therapeutic effects on connective tissue disease-associated pulmonary arterial hypertension (CTD-PAH).
Background: The current medical treatments for connective tissue disease-associated pulmonary arterial hypertension (CTD-PAH) do not show favorable efficiency for all patients, and identification of novel drugs is desired. Methods: Text mining was performed to obtain CTD- and PAH-related gene sets, and the intersection of the two gene sets was analyzed for functional enrichment through DAVID. The protein-protein interaction network of the overlapping genes and the significant gene modules were determined using STRING. The enriched candidate genes were further analyzed by Drug Gene Interaction database to identify drugs with potential therapeutic effects on CTD-PAH. Results: Based on text mining analysis, 179 genes related to CTD and PAH were identified. Through enrichment analysis of the genes, 20 genes representing six pathways were obtained. To further narrow the scope of potential existing drugs, we selected targeted drugs with a Query Score >= 5 and Interaction Score >= 1. Finally, 13 drugs targeting the six genes were selected as candidate drugs, which were divided into four drug-gene interaction types, and 12 of them had initial drug indications approved by the FDA. The potential gene targets of the drugs on this list are IL-6 (one drug) and IL-1 beta (two drugs), MMP9 (one drug), VEGFA (three drugs), TGFB1 (one drug), and EGFR (five drugs). These drugs might be used to treat CTD-PAH. Conclusion: We identified 13 drugs targeting six genes that may have potential therapeutic effects on CTD-PAH.

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