通过分子网络、药效团建模和分子对接方法研究硫氧还蛋白相互作用蛋白的药物再利用

J. S, Ayushi Kar, B. P, Darshini J, A. Swaroop
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摘要

糖尿病(DM)已成为全球20-79岁年龄组全因死亡的主要原因之一。硫氧还蛋白相互作用蛋白(TXNIP)是一种天然存在的蛋白,主要通过与TRX蛋白结合起作用,从而抑制其维持细胞还原环境和随后的氧化应激的能力,从而导致胰岛素产生功能障碍和胰岛细胞凋亡。通过抑制TXNIP的水平,寻找新的分子进行了采用在硅的方法。分子网络研究使用Cytoscape进行,其中筛选先前fda批准的药物以检查其与TXNIP相互作用的能力。这提供了14种药物分子,与先前获得的11种抑制TXNIP的药物分子一起,受到药效团的产生。使用PharmaGist网络服务器生成药效团,可视化时显示两个氢键受体和一个芳香环。基于生成的药效团模型,我们使用ZINCPharmer进行虚拟筛选。基于该药效团模型共生成了116个hit。然后用PyRx与标准分子二甲双胍和罗格列酮对116个分子进行与TXNIP (PDB: 4GEI)的分子对接。与标准分子相比,我们发现10个分子对TXNIP具有更好的结合亲和力。这10个分子被进一步用于ADMET研究。由此可见,所有10个化合物均表现出良好的显著ADMET性质。从初步研究来看,这10个分子通过降低TXNIP的水平,显示出良好的逆转糖尿病的活性。
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Drug Repurposing for Thioredoxin Interacting Protein Through Molecular Networking, Pharmacophore Modelling, and Molecular Docking Approaches
Diabetes Mellitus (DM) has emerged as one of the major causes behind global all-cause mortality between the age group of 20-79 years. Thioredoxin Interacting Protein (TXNIP) is a naturally occurring protein that primarily acts by binding to TRX protein, thereby inhibiting its ability to maintain the cellular reduced environment and subsequent oxidative stress, which leads to dysfunctional insulin production and pancreatic islet beta cell apoptosis. By inhibiting the levels of TXNIP, a search for new molecules was carried out by employing an in-silico approach. Molecular networking study was carried out using Cytoscape, wherein previously FDA-approved drugs were screened to check their ability to interact with TXNIP. This provided 14 drug molecules, which along with 11 previously obtained drug molecules that inhibit TXNIP, were subjected to pharmacophore generation. A pharmacophore was generated using the PharmaGist web server, which when visualised showed two hydrogen bond acceptors and one aromatic ring. Based on the generated pharmacophore model, we carried out virtual screening using ZINCPharmer. A total of 116 HITs were generated based on this pharmacophore model. We then subjected the 116 molecules to Molecular Docking against TXNIP (PDB: 4GEI) by using PyRx and the standard molecules, metformin and rosiglitazone. Compared to the standard, we found 10 molecules that had a better binding affinity towards TXNIP. These 10 molecules were further taken for ADMET studies. From this, all 10 compounds showed good significant ADMET properties. From the preliminary studies, these 10 molecules showed good activity in the reversal of diabetes mellitus by reducing the levels of TXNIP.
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