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靶向XGHPRT酶治疗诱导性胃癌:一项基于机器学习、人工智能和生物物理学的多管齐下的研究。

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

作者信息

Alabbas Alhumaidi B

机构信息

Department of Pharmaceutical Chemistry, College of Pharmacy, Prince Sattam Bin Abdulaziz University, Al Kharj, Saudi Arabia.

出版信息

Saudi J Biol Sci. 2024 Apr;31(4):103960. doi: 10.1016/j.sjbs.2024.103960. Epub 2024 Feb 18.

DOI:10.1016/j.sjbs.2024.103960
PMID:38404541
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10891342/
Abstract

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.

摘要

感染了全球超过一半人口的胃黏膜,并可能导致胃癌。这种病原体已对许多常用抗生素产生耐药性,因此凸显了确定新治疗靶点的迫切需求。抑制或破坏核酸生物合成是抑制或根除细菌增殖的一个有前景的途径。RNA和DNA前体(6-氧嘌呤核苷单磷酸)的合成由XGHPRT酶催化。在本研究中,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是XGHPRT的有前景的结合剂,结合分数分别为-14.20、-13.64和-12.08千卡/摩尔,相比之下,对照鸟苷-5'-单磷酸的对接分数为-10.52千卡/摩尔。这些试剂在短距离内与Met33、Arg34、Ala57、Asp92、Ser93和Gly94形成了强相互作用。先导化合物的对接复合物在模拟时间内表现出稳定的动力学,未发现全局变化。对于CHEMBRIDGE-10000196复合物,对接复合物的MM-GBSA和MM-PBSA净结合能分别为-60.1和-61.18千卡/摩尔,具有显著稳定性。CHEMBRIDGE-10000295复合物和CHEMBRIDGE-10000955复合物的MM-GBSA净能量值分别为-71.17和-65.29千卡/摩尔。根据MM-PBSA,CHEMBRIDGE-10000295和CHEMBRIDGE-10000955复合物的净值分别为-71.91和-63.49千卡/摩尔。对接复合物的主要驱动分子间相互作用为静电作用和范德华力。这三种筛选出的分子具有针对XGHPRT酶进行效力实验评估的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/3bbcb8659760/gr8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/dada60df36f3/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/d3d468656a56/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/fed1178d745f/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/361fc6f82a34/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/39f4b41209bb/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/d7bcf8b05363/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/51c579e24854/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/3bbcb8659760/gr8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/dada60df36f3/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/d3d468656a56/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/fed1178d745f/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/361fc6f82a34/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/39f4b41209bb/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/d7bcf8b05363/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/51c579e24854/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16ec/10891342/3bbcb8659760/gr8.jpg

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