Computer-aided unveiling molecular mechanisms of Xylocarpus granatum against colorectal cancer: therapeutic intervention targeting P13K-AKT signaling pathway

IF 7 2区 医学 Q1 BIOLOGY
Md Shakil Ahamed, Sheikh Abdullah Al Ashik
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引用次数: 0

Abstract

Colorectal cancer (CRC) is a leading cause of cancer-related morbidity and mortality globally, with increasing incidence rates, particularly in early-onset cases. Despite advances in treatment, many developing countries face affordability and safety issues, emphasizing the need for more cost-effective, natural, and safer alternatives. While numerous in vitro studies have reported the anticancer efficacy of mangrove plant Xylocarpus granatum, the molecular mechanisms underlying its effects on CRC remain unexplored. Therefore, our study aimed to uncover the potential therapeutic impact of compounds of X. granatum on CRC to gain insight into novel therapeutic interventions through comprehensive bioinformatics and computational analyses. We aimed to investigate the molecular interactions and mechanisms of Xylocarpus granatum in CRC treatment. Using network pharmacology, patient survival, and cancer hallmarks analysis, we identified 2 significant proteins (AKT1 and ESR1) associated with CRC. On the other hand, utilizing ADMET, quantum chemistry, molecular docking, machine learning, and molecular dynamics simulation, we explored deacetylgedunin (CID 3034112) as the most promising compound derived from Xylocarpus granatum. Our findings revealed that deacetylgedunin exhibited strong binding affinities to AKT1, with docking binding affinity −11.1 kcal/mol and MM-GBSA binding free energy −90.04 kcal/mol. Additionally, molecular dynamics analysis confirmed the stability of the AKT1-CID 3034112 complex, while machine learning (ML) estimation suggested potent biological activity (IC50: 114.02 nM) against AKT1, reaffirming its therapeutic potential against CRC, particularly through modulation of the PI3K-AKT signaling pathway. Therefore, our study highlights the promising role of Xylocarpus granatum as a novel therapeutic intervention against CRC by modulating the P13K-AKT signaling pathway. However, our study was limited to computer-aided studies only, and therefore, further experimental validation is necessary to establish the therapeutic efficacy of deacetylgedunin from the Xylocarpus granatum plant in clinical settings.
计算机辅助揭示肉芽木抗结直肠癌的分子机制:针对P13K-AKT信号通路的治疗干预
结直肠癌(CRC)是全球癌症相关发病率和死亡率的主要原因,其发病率不断上升,特别是在早发病例中。尽管在治疗方面取得了进展,但许多发展中国家面临着可负担性和安全性问题,强调需要更具成本效益、更天然和更安全的替代品。虽然许多体外研究已经报道了红树林植物Xylocarpus granatum的抗癌功效,但其对CRC作用的分子机制仍未被探索。因此,我们的研究旨在通过综合生物信息学和计算分析,揭示granatum化合物对CRC的潜在治疗作用,从而深入了解新的治疗干预措施。我们旨在研究肉芽木在结直肠癌治疗中的分子相互作用及其机制。通过网络药理学、患者生存和癌症特征分析,我们确定了与结直肠癌相关的2个重要蛋白(AKT1和ESR1)。另一方面,利用ADMET、量子化学、分子对接、机器学习和分子动力学模拟等手段,我们发现deacetylgedunin (CID 3034112)是最有潜力的从木本植物granatum中提取的化合物。结果表明,去乙酰根都宁与AKT1具有较强的结合亲和力,对接亲和力为- 11.1 kcal/mol, MM-GBSA结合自由能为- 90.04 kcal/mol。此外,分子动力学分析证实了AKT1- cid 3034112复合物的稳定性,而机器学习(ML)估计表明AKT1具有强大的生物活性(IC50: 114.02 nM),重申了其治疗CRC的潜力,特别是通过调节PI3K-AKT信号通路。因此,我们的研究强调了木果通过调节P13K-AKT信号通路作为一种新的CRC治疗干预手段的前景。然而,我们的研究仅限于计算机辅助研究,因此,需要进一步的实验验证来确定Xylocarpus granatum植物的去乙酰根茎素在临床环境中的治疗效果。
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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