The Identification of New Pharmacological Targets for the Treatment of Glaucoma: A Network Pharmacology Approach.

IF 4.3 3区 医学 Q2 CHEMISTRY, MEDICINAL Pharmaceuticals Pub Date : 2024-10-05 DOI:10.3390/ph17101333
Erika Giuffrida, Chiara Bianca Maria Platania, Francesca Lazzara, Federica Conti, Nicoletta Marcantonio, Filippo Drago, Claudio Bucolo
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Abstract

Background: Glaucoma is a progressive optic neuropathy characterized by the neurodegeneration and death of retinal ganglion cells (RGCs), leading to blindness. Current glaucoma interventions reduce intraocular pressure but do not address retinal neurodegeneration. In this effort, to identify new pharmacological targets for glaucoma management, we employed a network pharmacology approach. Methods: We first retrieved transcriptomic data from GEO, an NCBI database, and carried out GEO2R (an interactive web tool aimed at comparing two or more groups of samples in a GEO dataset). The GEO2R statistical analysis aimed at identifying the top differentially expressed genes (DEGs) and used these as input of STRING (Search Tool for the Retrieval of Interacting Genes/Proteins) app within Cytoscape software, which builds networks of proteins starting from input DEGs. Analyses of centrality metrics using Cytoscape were carried out to identify nodes (genes or proteins) involved in network stability. We also employed the web-server software MIRNET 2.0 to build miRNA-target interaction networks for a re-analysis of the GSE105269 dataset, which reports analyses of microRNA expressions. Results: The pharmacological targets, identified in silico through analyses of the centrality metrics carried out with Cytoscape, were rescored based on correlations with entries in the PubMed and clinicaltrials.gov databases. When there was no match (82 out of 135 identified central nodes, in 8 analyzed networks), targets were considered "potential innovative" targets for the treatment of glaucoma, after further validation studies. Conclusions: Several druggable targets, such as GPCRs (e.g., 5-hydroxytryptamine 5A (5-HT5A) and adenosine A2B receptors) and enzymes (e.g., lactate dehydrogenase A or monoamine oxidase B), were found to be rescored as "potential innovative" pharmacological targets for glaucoma treatment.

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识别治疗青光眼的新药理靶点:网络药理学方法。
背景:青光眼是一种进行性视神经病变,其特征是视网膜神经节细胞(RGC)的神经变性和死亡,从而导致失明。目前的青光眼干预措施能降低眼压,但不能解决视网膜神经变性问题。为此,我们采用了网络药理学方法来确定青光眼治疗的新药理靶点。方法:我们首先从 NCBI 数据库 GEO 中检索转录组数据,并使用 GEO2R(一种交互式网络工具,旨在比较 GEO 数据集中的两组或多组样本)。GEO2R 统计分析的目的是确定差异表达基因(DEG),并将其作为 Cytoscape 软件中 STRING(检索相互作用基因/蛋白质的搜索工具)应用程序的输入,该应用程序从输入的 DEG 开始构建蛋白质网络。使用 Cytoscape 对中心度量进行分析,以确定参与网络稳定性的节点(基因或蛋白质)。我们还使用网络服务器软件 MIRNET 2.0 构建了 miRNA-靶标相互作用网络,用于重新分析 GSE105269 数据集,该数据集报告了 microRNA 表达的分析结果。结果根据与 PubMed 和 clinicaltrials.gov 数据库条目的相关性,对通过 Cytoscape 进行的中心度量分析确定的药理学靶点进行了重新评分。在没有匹配的情况下(8 个分析网络中的 135 个中心节点中的 82 个),经过进一步验证研究后,这些靶点被认为是治疗青光眼的 "潜在创新 "靶点。结论研究发现,GPCR(如 5-hydroxytryptamine 5A (5-HT5A) 和腺苷 A2B 受体)和酶(如乳酸脱氢酶 A 或单胺氧化酶 B)等几个可药用的靶点被重新认定为治疗青光眼的 "潜在创新 "药理靶点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Pharmaceuticals
Pharmaceuticals Pharmacology, Toxicology and Pharmaceutics-Pharmaceutical Science
CiteScore
6.10
自引率
4.30%
发文量
1332
审稿时长
6 weeks
期刊介绍: Pharmaceuticals (ISSN 1424-8247) is an international scientific journal of medicinal chemistry and related drug sciences.Our aim is to publish updated reviews as well as research articles with comprehensive theoretical and experimental details. Short communications are also accepted; therefore, there is no restriction on the maximum length of the papers.
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