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基于简单描述符的 TMPRSS2 骨干氢键计算分析对抑制剂设计的启示

Inhibitor design for TMPRSS2: insights from computational analysis of its backbone hydrogen bonds using a simple descriptor.

机构信息

Purdue University, West Lafayette, IN, 47907, USA.

出版信息

Eur Biophys J. 2024 Feb;53(1-2):27-46. doi: 10.1007/s00249-023-01695-4. Epub 2023 Dec 29.

DOI:10.1007/s00249-023-01695-4
PMID:38157015
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10853362/
Abstract

Transmembrane protease serine 2 (TMPRSS2) is an important drug target due to its role in the infection mechanism of coronaviruses including SARS-CoV-2. Current understanding regarding the molecular mechanisms of known inhibitors and insights required for inhibitor design are limited. This study investigates the effect of inhibitor binding on the intramolecular backbone hydrogen bonds (BHBs) of TMPRSS2 using the concept of hydrogen bond wrapping, which is the phenomenon of stabilization of a hydrogen bond in a solvent environment as a result of being surrounded by non-polar groups. A molecular descriptor which quantifies the extent of wrapping around BHBs is introduced for this. First, virtual screening for TMPRSS2 inhibitors is performed by molecular docking using the program DOCK 6 with a Generalized Born surface area (GBSA) scoring function. The docking results are then analyzed using this descriptor and its relationship to the solvent-accessible surface area term ΔG of the GBSA score is demonstrated with machine learning regression and principal component analysis. The effect of binding of the inhibitors camostat, nafamostat, and 4-guanidinobenzoic acid (GBA) on the wrapping of important BHBs in TMPRSS2 is also studied using molecular dynamics. For BHBs with a large increase in wrapping groups due to these inhibitors, the radial distribution function of water revealed that certain residues involved in these BHBs, like Gln438, Asp440, and Ser441, undergo preferential desolvation. The findings offer valuable insights into the mechanisms of these inhibitors and may prove useful in the design of new inhibitors.

摘要

跨膜丝氨酸蛋白酶 2(TMPRSS2)是一种重要的药物靶点,因为它在包括 SARS-CoV-2 在内的冠状病毒的感染机制中发挥作用。目前对于已知抑制剂的分子机制以及抑制剂设计所需的见解了解有限。本研究利用氢键包裹的概念,研究了抑制剂结合对 TMPRSS2 分子内骨架氢键(BHBs)的影响,氢键包裹是指由于被非极性基团包围,氢键在溶剂环境中稳定的现象。为此引入了一个量化 BHB 包裹程度的分子描述符。首先,使用程序 DOCK 6 进行 TMPRSS2 抑制剂的虚拟筛选,该程序使用广义 Born 表面积(GBSA)评分函数。然后使用该描述符分析对接结果,并展示其与 GBSA 得分的溶剂可及表面积项ΔG 的关系,这是通过机器学习回归和主成分分析来实现的。还使用分子动力学研究了抑制剂 camostat、nafamostat 和 4-胍基苯甲酸(GBA)结合对 TMPRSS2 中重要 BHB 包裹的影响。对于由于这些抑制剂而导致包裹基团大量增加的 BHB,水的径向分布函数表明,与这些 BHB 相关的某些残基,如 Gln438、Asp440 和 Ser441,经历了优先去溶剂化。这些发现为这些抑制剂的机制提供了有价值的见解,并可能有助于设计新的抑制剂。

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