Targeting XGHPRT enzyme to manage Helicobacter pylori induced gastric cancer: A multi-pronged machine learning, artificial intelligence and biophysics-based study

IF 4.4 2区 生物学 Q1 Agricultural and Biological Sciences Saudi Journal of Biological Sciences Pub Date : 2024-02-18 DOI:10.1016/j.sjbs.2024.103960
Alhumaidi B. Alabbas
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Abstract

Helicobacter pylori infects the stomach mucosa of over half of the global population and can lead to gastric cancer. This pathogen has demonstrated resistance to many frequently prescribed antibiotics, thereby underscoring the pressing need to identify novel therapeutic targets. The inhibition or disruption of nucleic acid biosynthesis constitutes a promising avenue for either restraining or eradicating bacterial proliferation. The synthesis of RNA and DNA precursors (6-oxopurine nucleoside monophosphates) is catalyzed by the XGHPRT enzyme. In this study, using machine learning, artificial intelligence and biophysics-based software, CHEMBRIDGE-10000196, CHEMBRIDGE-10000295, and CHEMBRIDGE-10000955 were predicted as promising binders to the XGHPRT with a binding score of −14.20, −13.64, and −12.08 kcal/mol, respectively, compared to a control guanosine-5′-monophosphate exhibiting a docking score of −10.52 kcal/mol. These agents formed strong interactions with Met33, Arg34, Ala57, Asp92, Ser93, and Gly94 at short distance. The docked complexes of the lead compounds exhibited stable dynamics during the simulation time with no global changes noticed. The docked complexes demonstrate a significantly stable MM-GBSA and MM-PBSA net binding energy of −60.1 and −61.18 kcal/mol for the CHEMBRIDGE-10000196 complex. The MM-GBSA net energy value of the CHEMBRIDGE-10000295 complex and the CHEMBRIDGE-10000955 complex is −71.17 and −65.29 kcal/mol, respectively. The CHEMBRIDGE-10000295 and CHEMBRIDGE-10000955 complexes displayed a net value of −71.91 and −63.49 kcal/mol, respectively, as per the MM-PBSA. The major driving intermolecular interactions for the docked complexes were found to be the electrostatic and van der Waals. The three filtered molecules hold potential for experimental evaluation of their potency against the XGHPRT enzyme.

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以 XGHPRT 酶为靶点控制幽门螺旋杆菌诱发的胃癌:基于机器学习、人工智能和生物物理学的多管齐下研究
幽门螺杆菌感染了全球一半以上人口的胃黏膜,并可导致胃癌。这种病原体对许多常用抗生素都有抗药性,因此迫切需要找到新的治疗靶点。抑制或破坏核酸的生物合成是抑制或根除细菌增殖的有效途径。RNA 和 DNA 前体(6-氧代嘌呤核苷单磷酸)的合成由 XGHPRT 酶催化。本研究使用基于机器学习、人工智能和生物物理学的软件,预测 CHEMBRIDGE-10000196、CHEMBRIDGE-10000295 和 CHEMBRIDGE-10000955 有希望成为 XGHPRT 的结合剂,其结合得分分别为 -14.20、-13.64 和 -12.08 kcal/mol,而对照组鸟苷-5′-单磷酸的对接得分为 -10.52 kcal/mol。这些药剂与 Met33、Arg34、Ala57、Asp92、Ser93 和 Gly94 形成了短距离的强相互作用。在模拟时间内,先导化合物的对接复合物表现出稳定的动态,没有发现全局变化。对接复合物显示,CHEMBRIDGE-10000196 复合物的 MM-GBSA 和 MM-PBSA 净结合能明显稳定,分别为 -60.1 和 -61.18 kcal/mol。CHEMBRIDGE-10000295 复合物和 CHEMBRIDGE-10000955 复合物的 MM-GBSA 净结合能值分别为 -71.17 和 -65.29 kcal/mol。根据 MM-PBSA,CHEMBRIDGE-10000295 和 CHEMBRIDGE-10000955 复合物的净值分别为-71.91 和-63.49 kcal/mol。发现对接复合物的主要驱动分子间相互作用是静电和范德华。这三种筛选出的分子具有对 XGHPRT 酶进行药效实验评估的潜力。
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来源期刊
CiteScore
9.30
自引率
4.50%
发文量
551
审稿时长
34 days
期刊介绍: Saudi Journal of Biological Sciences is an English language, peer-reviewed scholarly publication in the area of biological sciences. Saudi Journal of Biological Sciences publishes original papers, reviews and short communications on, but not limited to: • Biology, Ecology and Ecosystems, Environmental and Biodiversity • Conservation • Microbiology • Physiology • Genetics and Epidemiology Saudi Journal of Biological Sciences is the official publication of the Saudi Society for Biological Sciences and is published by King Saud University in collaboration with Elsevier and is edited by an international group of eminent researchers.
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