In silico exploration of phytochemicals as inhibitors for acute myeloid leukemia by targeting LIN28A gene: A cheminformatics study.

IF 7 2区 医学 Q1 BIOLOGY
Computers in biology and medicine Pub Date : 2024-12-01 Epub Date: 2024-11-05 DOI:10.1016/j.compbiomed.2024.109286
Amr Hassan, Sameh E Hassanein, Elsayed A Elabsawy
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引用次数: 0

Abstract

Background: Recent discoveries have illustrated that Lin28A is an oncogene in various cancers, particularly acute myeloid leukemia (AML). The upregulation of Lin28A can actively contribute to tumorigenesis and migration processes in multiple organs. Hence, the inhibition of Lin28A can be achieved by applying phytochemical herbals and targeting Lin28A protein using a computer-aided drug design (CAAD) approach.

Methods: In this study, we comprehensively applied several bioinformatics tools, including gene ontologies, gene enrichment analysis, and protein-protein interactions (PPI), to determine the biological pathways, functional gene ontology, and biological pathway. Furthermore, we investigated a list of phytochemical herbs as a candidate drug by applying a computation technique involving molecular docking, density functional theory (DFT), molecular dynamics simulation (MDs), and pharmacokinetic and physiochemical properties by applying the SwissADME, pkCSM, and Molsoft LLC web-servers.

Results: The Lin28A gene is related to two significant enrichment pathways, including proteoglycans in cancer and the pluripotency of stem cells through interactions with different genes such as MAPK12, MYC, MTOR, and PIK3CA. Interestingly, limonin, 18β Glycyrrhetic Acid, and baicalein have the highest binding energy scores of -8.4, -8.2, and -7.3 kcal/mol, respectively. The DFT study revealed that baicalein has a higher reactivity than limonin and 18β-Glycyrrhetic due to a small energy gap between LUMO and HUMO. Molecular dynamics simulation exhibited that baicalein complex with Lin28A protein is more stable than other complexes during simulation time due to low fluctuation with simulation periods as compared with other complexes, which indicated that baicalein was more fitting to docking and combining in the protein cave because of the largest number of H-bonds available for the docking simulation process. Furthermore, the drug-likeness and ADMET profiles revealed the activity of limonin, baicalein, and 18β-glycyrrhizic Acid, which possess significant inhibiting Lin28A proteins.

Conclusion: This study elucidated that baicalein, 18β-glycyrrhizic, and limonin may be applied as potential candidates for targeting Lin28A as an active oncogene for acute myeloid leukemia.

通过靶向 LIN28A 基因,对作为急性髓性白血病抑制剂的植物化学物质进行硅学探索:一项化学信息学研究。
背景:最近的发现表明,Lin28A 是多种癌症,尤其是急性髓性白血病(AML)的致癌基因。Lin28A的上调可在多个器官的肿瘤发生和迁移过程中起到积极作用。因此,可以通过应用植物化学草药并使用计算机辅助药物设计(CAAD)方法靶向Lin28A蛋白来实现对Lin28A的抑制:在这项研究中,我们综合应用了多种生物信息学工具,包括基因本体、基因富集分析和蛋白-蛋白相互作用(PPI),确定了生物通路、功能基因本体和生物通路。此外,我们还应用分子对接、密度泛函理论(DFT)、分子动力学模拟(MDs)以及药代动力学和理化性质等计算技术,通过使用 SwissADME、pkCSM 和 Molsoft LLC 网络服务器,对作为候选药物的植物化学药材清单进行了研究:结果:Lin28A基因与两个重要的富集途径有关,包括癌症中的蛋白多糖和干细胞的多能性,这些途径是通过与MAPK12、MYC、MTOR和PIK3CA等不同基因的相互作用实现的。有趣的是,柠檬素、18β 甘草亭酸和黄芩苷的结合能得分最高,分别为-8.4、-8.2和-7.3 kcal/mol。DFT 研究表明,由于 LUMO 和 HUMO 之间的能隙较小,黄芩苷的反应活性高于柠檬苷和 18β 甘草亭酸。分子动力学模拟结果表明,黄芩苷与Lin28A蛋白的复合物在模拟时间内比其他复合物更稳定,因为与其他复合物相比,黄芩苷与Lin28A蛋白的复合物在模拟时间内的波动较小,这表明黄芩苷在对接模拟过程中可利用的H键数量最多,因此更适合在蛋白洞穴中对接和结合。此外,药物相似性和 ADMET 图谱显示,柠檬苷、黄芩苷和 18β 甘草酸具有显著抑制 Lin28A 蛋白的活性:结论:本研究阐明了黄芩苷、18β-甘草酸和柠檬素可作为潜在候选药物,用于靶向治疗急性髓性白血病的活性癌基因Lin28A。
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
Computers in biology and medicine
Computers in biology and medicine 工程技术-工程:生物医学
CiteScore
11.70
自引率
10.40%
发文量
1086
审稿时长
74 days
期刊介绍: Computers in Biology and Medicine is an international forum for sharing groundbreaking advancements in the use of computers in bioscience and medicine. This journal serves as a medium for communicating essential research, instruction, ideas, and information regarding the rapidly evolving field of computer applications in these domains. By encouraging the exchange of knowledge, we aim to facilitate progress and innovation in the utilization of computers in biology and medicine.
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