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Design of New Aromatic Tertiary Amine-based as Butyrylcholinesterase Inhibitors Relying on Molecular Docking, ADME-Tox and Molecular Dynamics. 利用分子对接、ADME-Tox 和分子动力学设计新的芳香族叔胺丁酰胆碱酯酶抑制剂
Pub Date : 2024-07-29 DOI: 10.2174/0115734099302980240722074437
Abdelhamid Qara, Mohamed Ouabane, Chakib Sekkate, Samir Chtita, Tahar Lakhlifi, Mohammed Bouachrine

Introduction: Butyrylcholinesterase (BChE) plays a pivotal role in the progression of Alzheimer's disease. Empirical research demonstrated a fundamental alteration in the role of BChE concerning the reduction of cholinergic neurotransmission within the brains of individuals at advanced stages of Alzheimer's.

Method: This study focuses on developing potent inhibitors for Butyrylcholinesterase (BChE) in the context of Alzheimer's disease (AD) treatment. Building upon previous research, a series of 44 aromatic tertiary amine-based compounds was investigated. Starting with ADME-Tox studies, the pharmacokinetic and pharmacodynamic properties of the compounds were analyzed to select promising candidates for BChE inhibition, which is a crucial factor in AD pathology.

Results: Molecular docking analyses identified compound M18 as the most promising candidate, and further compounds (X9 and X10) were proposed based on M18's chemical structure. These compounds displayed superior properties in terms of binding energies and hydrogen bonds in comparison to M18.

Conclusion: The Molecular Dynamics (MD) simulations, which are over a 500 ns timeframe, confirmed the conformational stability of compounds X9 and X10, compared to M18. Overall, the stated results suggest that the proposed compounds, including X9 and X10 specifically, have a significant potential as candidates for BChE inhibition. This presents a promising avenue for therapeutic intervention in Alzheimer's disease.

简介丁酰胆碱酯酶(BChE)在阿尔茨海默病的发展过程中起着关键作用。实证研究表明,BChE 在阿尔茨海默病晚期患者大脑胆碱能神经递质减少方面的作用发生了根本性改变:本研究的重点是开发治疗阿尔茨海默病(AD)的丁酰胆碱酯酶(BChE)强效抑制剂。在以往研究的基础上,我们研究了一系列 44 种芳香族叔胺化合物。从ADME-Tox研究开始,分析了化合物的药代动力学和药效学特性,以筛选出有希望抑制BChE的候选化合物,BChE是AD病理学中的一个关键因素:分子对接分析确定化合物 M18 是最有希望的候选化合物,并根据 M18 的化学结构提出了其他化合物(X9 和 X10)。与 M18 相比,这些化合物在结合能和氢键方面表现出更优越的特性:分子动力学(MD)模拟(时间跨度为 500 ns)证实,与 M18 相比,X9 和 X10 化合物具有构象稳定性。总之,上述结果表明,所提出的化合物,特别是 X9 和 X10,具有作为 BChE 抑制剂候选化合物的巨大潜力。这为阿尔茨海默病的治疗干预提供了一条前景广阔的途径。
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引用次数: 0
miR-584-5p is a New Potential Prognostic Biomarker in Head and Neck Squamous Cell Carcinoma. miR-584-5p 是头颈部鳞状细胞癌潜在的新预后生物标记物
Pub Date : 2024-07-11 DOI: 10.2174/0115734099305382240704071258
Donghong Yang, Guanbin Huang, Haiwen Li, Jing Huang, Haiqing Luo, Hualin Chen

Background: MicroRNA-584-5p (miR-584-5p) plays an important role in certain types of cancer. However, its precise role in head and neck squamous cell carcinoma (HNSC) remains unknown.

Objective: Our aim was to investigate how miR-584-5p influences HNSC.

Methods: The Cancer Genome Atlas (TCGA) provided samples for the study. We use statistical methods to evaluate the diagnostic value, the prognostic value, and the correlation with the clinical features of miR-584-5p. We analyze the target genes and the regulatory network of miR- 584-5p. Quantitative reverse transcriptase PCR (qRT-PCR) confirmed the expression of miR- 584-5p in HNSC cell lines.

Results: MiR-584-5p expression of miR-584-5p varied significantly among different types of cancer. A notable correlation was observed between elevated miR-584-5p expression and gender (p < 0.001) and histological grade (p < 0.001). Furthermore, high levels of miR-584-5p were found to be associated with a decrease in overall survival (HR: 1.44; 95% CI: 1.10-1.88; p = 0.007), progression-free survival (HR: 1.35; 95% CI: 1.02-1.79; p = 0.035) and disease-specific survival (HR: 1.54; 95% CI: 1.09-2.18; p = 0.016) in the context of HNSC. miR-584-5p demonstrated independent prognostic significance in HNSC and potentially contributes to disease progression through multiple pathways, such as dilated cardiomyopathy and hypertrophic cardiomyopathy. In particular, HNSC cell lines exhibited a substantial upregulation of miR-584-5p compared to normal epithelial cells.

Conclusions: It is possible that miR-584-5p could serve as a promising patent for a therapeutic target and prognostic biomarker for people with HNSC.

背景:微RNA-584-5p(miR-584-5p)在某些类型的癌症中发挥着重要作用。然而,它在头颈部鳞状细胞癌(HNSC)中的确切作用仍然未知:我们的目的是研究 miR-584-5p 如何影响 HNSC:癌症基因组图谱(TCGA)为本研究提供了样本。我们使用统计方法评估 miR-584-5p 的诊断价值、预后价值以及与临床特征的相关性。我们分析了 miR- 584-5p 的靶基因和调控网络。定量逆转录酶 PCR(qRT-PCR)证实了 miR- 584-5p 在 HNSC 细胞系中的表达:结果:miR- 584-5p 的表达在不同类型的癌症中差异显著。miR-584-5p表达的升高与性别(p < 0.001)和组织学分级(p < 0.001)之间存在明显的相关性。此外,研究发现,高水平的 miR-584-5p 与总生存期(HR:1.44;95% CI:1.10-1.88;p = 0.007)、无进展生存期(HR:1.35;95% CI:1.02-1.79;p = 0.035)和疾病特异性生存期(HR:1.54;95% CI:1.miR-584-5p在HNSC中显示出独立的预后意义,并可能通过多种途径(如扩张型心肌病和肥厚型心肌病)导致疾病进展。特别是,与正常上皮细胞相比,HNSC 细胞系表现出 miR-584-5p 的大量上调:结论:miR-584-5p有可能成为HNSC患者的治疗靶点和预后生物标志物。
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引用次数: 0
Network Pharmacology and Molecular Docking Integrated with Molecular Dynamics Simulations Investigate the Pharmacological Mechanism of Yinchenhao Decoction in the Treatment of Non-alcoholic Fatty Liver Disease. 网络药理学与分子动力学模拟相结合研究银翘解毒片治疗非酒精性脂肪肝的药理机制
Pub Date : 2024-07-11 DOI: 10.2174/0115734099305489240702075128
Rong Yang, Dansheng Jiang, Hongling Xu, Huili Yang, Lian Feng, Qibiao Wu, Yufeng Xing

Background: Non-Alcoholic Fatty Liver Disease (NAFLD) has become a significant health and economic burden globally. Yinchenhao decoction (YCHD) is a traditional Chinese medicine formula that has been validated to exert therapeutic effects on NAFLD.

Object: The current study aimed to explore the pharmacological mechanisms of YCHD on NAFLD and further identify the potential active compounds acting on the main targets.

Methods: Compounds in YCHD were screened and collected from TCMSP and published studies, and their corresponding targets were obtained from the SWISS and SEA databases. NAFLD-related targets were searched in the GeneCards and DisGeNet databases. The "compound- intersection target" network was constructed to recognize the key compounds. Moreover, a PPI network was constructed to identify potential targets. GO and KEGG analyses were performed to enrich the functional information of the intersection targets. Then, molecular docking was used to identify the most promising compounds and targets. Finally, molecular dynamics (MD) simulations were performed to verify the binding affinity of the most potential compounds with the key targets.

Results: A total of 53 compounds and 556 corresponding drug targets were collected. Moreover, 2684 NAFLD-related targets were obtained, and 201 intersection targets were identified. Biological processes, including the apoptotic process, inflammatory response, xenobiotic metabolic process, and regulation of MAP kinase activity, were closely related to the treatment of NAFLD. Metabolic pathways, non-alcoholic fatty liver disease, the MAPK signaling pathway, and the PI3K-Akt signaling pathway were found to be the key pathways. Molecular docking showed that quercetin and isorhamnetin were the potential active compounds, while AKT1, IL1B, and PPARG were the most promising targets. MD simulations further verified that the binding of PPARG-isorhamnetin (-35.96 ± 1.64 kcal/mol) and AKT1-quercetin (-31.47 ± 1.49 kcal/mol) was due to their lowest binding free energy.

Conclusion: This study demonstrated that YCHD exerts therapeutic effects for the treatment of NAFLD through multiple targets and pathways, providing a theoretical basis for further pharmacological research on the potential mechanisms of YCHD in NAFLD.

背景:非酒精性脂肪肝(NAFLD)已成为全球重大的健康和经济负担。银翘散是一种传统中药配方,已被证实对非酒精性脂肪肝有治疗作用:本研究旨在探讨银翘散对非酒精性脂肪肝的药理机制,并进一步确定作用于主要靶点的潜在活性化合物:方法:从TCMSP和已发表的研究中筛选和收集一氢双胍中的化合物,并从SWISS和SEA数据库中获得其相应的靶点。在 GeneCards 和 DisGeNet 数据库中搜索非酒精性脂肪肝相关靶点。构建了 "化合物-交叉靶标 "网络,以识别关键化合物。此外,还构建了一个 PPI 网络来识别潜在的靶点。通过 GO 和 KEGG 分析,丰富了交叉靶标的功能信息。然后,使用分子对接来识别最有前景的化合物和靶标。最后,进行分子动力学(MD)模拟,验证最有潜力的化合物与关键靶点的结合亲和力:结果:共收集到 53 种化合物和 556 个相应的药物靶点。结果:共收集到 53 种化合物和 556 个相应的药物靶点,其中非酒精性脂肪肝相关靶点 2684 个,交叉靶点 201 个。包括细胞凋亡过程、炎症反应、异生物代谢过程和 MAP 激酶活性调节在内的生物过程与非酒精性脂肪肝的治疗密切相关。研究发现,代谢途径、非酒精性脂肪肝、MAPK 信号通路和 PI3K-Akt 信号通路是关键通路。分子对接显示,槲皮素和异鼠李素是潜在的活性化合物,而AKT1、IL1B和PPARG是最有希望的靶点。MD 模拟进一步证实,PPARG-异鼠李素(-35.96 ± 1.64 kcal/mol)和 AKT1-槲皮素(-31.47 ± 1.49 kcal/mol)的结合自由能最低:本研究表明,YCHD通过多靶点、多途径发挥治疗非酒精性脂肪肝的作用,为进一步开展YCHD在非酒精性脂肪肝中潜在机制的药理学研究提供了理论依据。
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引用次数: 0
Identification of Potent SFRP1 Inhibitors for Colorectal Cancer using a Comprehensive Computational Approach. 利用综合计算方法鉴定治疗结直肠癌的强效 SFRP1 抑制剂。
Pub Date : 2024-07-10 DOI: 10.2174/0115734099312707240702110653
Muralidharan Jothimani, Sivakumar Vijayaraghavalu, Karthik Sadasivam, Karthikeyan Muthusamy

Background: The incidence of CRC has increased worldwide over the past decade. The statistics report from WHO highlights the increased severity and fatality rate of CRC among the populations. Wnt/β-catenin is recognized as the resource for cell regeneration and cancer signaling pathways driven by frizzled receptor cofactors. Aberrant regulation of Wnt/β- catenin suppression is an important challenge in treating CRC management.

Aims and objective: The SFRP1 comprises a cysteine-rich region that is homologous to the putative Wnt-binding sites of Frizzled proteins, with the potential to impede and alter the cascade of Wnt signaling. Indirect regulation, like targeting Wnt antagonist SFRP1, is an alternative strategy to suppress the cancer signals by enhancing the apoptotic activity. Hence, this study aimed to approach the SFRP1 protein as a therapeutic target to inhibit Wnt signaling in colorectal cancer. Further, it aimed to identify the lead compounds against the SFRP1 protein, which inhibit the oncogenic expression of CRC, which might be possible using computational approaches, recognizing the importance of the SFRP1 protein role in CRC.

Methods: The homology-modeled SFRP1 structure was refined, and virtual screening was performed against the anti-cancer drugs and natural drug databases to find the best hit molecules. The molecular docking, MD, and MMGBSA analysis confirmed the firm binding of SFRP1 complexes to identify the potent CRC inhibitors.

Results: The amino acid residues Arg5, Arg11, Ala13, Lys 245, Lys274, Phe147, Pro99, and Ser277 are essential for ligand binding and show similar interactions for SFRP1 complexes. The ADME/T profile for top hits is acceptable in range and obtains the drug-likeness property. The 100ns run for MD simulation confirms the stability of protein complexes.

Conclusion: Overall, the findings of this study reveal that the lead compounds screened are capable of inhibiting SFRP1 against CRC. Targeting SFRP1 paves the way for new platforms in the field of cancer and the therapeutic sector for new approachable finds.

背景:在过去十年中,全球范围内的儿童癌症发病率不断上升。世卫组织的统计报告强调了 CRC 在人群中的严重性和死亡率的增加。Wnt/β-catenin被认为是细胞再生和癌症信号通路的资源,由frizzled受体辅助因子驱动。Wnt/β-catenin抑制的异常调控是治疗CRC的一个重要挑战:SFRP1 包括一个富含半胱氨酸的区域,该区域与 Frizzled 蛋白的推定 Wnt 结合位点同源,具有阻碍和改变 Wnt 信号级联的潜力。间接调控,如靶向 Wnt 拮抗剂 SFRP1,是通过增强凋亡活性来抑制癌症信号的另一种策略。因此,本研究旨在将 SFRP1 蛋白作为抑制结直肠癌 Wnt 信号转导的治疗靶点。此外,考虑到 SFRP1 蛋白在结直肠癌中的重要作用,本研究还旨在利用计算方法找出能抑制结直肠癌致癌表达的 SFRP1 蛋白的先导化合物:方法:对同源建模的SFRP1结构进行细化,并针对抗癌药物和天然药物数据库进行虚拟筛选,以找到最佳的命中分子。分子对接、MD和MMGBSA分析证实了SFRP1复合物的牢固结合,从而确定了有效的CRC抑制剂:结果:Arg5、Arg11、Ala13、Lys 245、Lys274、Phe147、Pro99和Ser277等氨基酸残基是配体结合所必需的,它们在SFRP1复合物中显示出相似的相互作用。热门化合物的 ADME/T 曲线在一定范围内是可以接受的,并具有药物相似性。100ns 的 MD 模拟运行证实了蛋白质复合物的稳定性:总之,本研究的结果表明,筛选出的先导化合物能够抑制 SFRP1 对抗 CRC。靶向 SFRP1 为癌症领域的新平台和治疗领域的新发现铺平了道路。
{"title":"Identification of Potent SFRP1 Inhibitors for Colorectal Cancer using a Comprehensive Computational Approach.","authors":"Muralidharan Jothimani, Sivakumar Vijayaraghavalu, Karthik Sadasivam, Karthikeyan Muthusamy","doi":"10.2174/0115734099312707240702110653","DOIUrl":"https://doi.org/10.2174/0115734099312707240702110653","url":null,"abstract":"<p><strong>Background: </strong>The incidence of CRC has increased worldwide over the past decade. The statistics report from WHO highlights the increased severity and fatality rate of CRC among the populations. Wnt/β-catenin is recognized as the resource for cell regeneration and cancer signaling pathways driven by frizzled receptor cofactors. Aberrant regulation of Wnt/β- catenin suppression is an important challenge in treating CRC management.</p><p><strong>Aims and objective: </strong>The SFRP1 comprises a cysteine-rich region that is homologous to the putative Wnt-binding sites of Frizzled proteins, with the potential to impede and alter the cascade of Wnt signaling. Indirect regulation, like targeting Wnt antagonist SFRP1, is an alternative strategy to suppress the cancer signals by enhancing the apoptotic activity. Hence, this study aimed to approach the SFRP1 protein as a therapeutic target to inhibit Wnt signaling in colorectal cancer. Further, it aimed to identify the lead compounds against the SFRP1 protein, which inhibit the oncogenic expression of CRC, which might be possible using computational approaches, recognizing the importance of the SFRP1 protein role in CRC.</p><p><strong>Methods: </strong>The homology-modeled SFRP1 structure was refined, and virtual screening was performed against the anti-cancer drugs and natural drug databases to find the best hit molecules. The molecular docking, MD, and MMGBSA analysis confirmed the firm binding of SFRP1 complexes to identify the potent CRC inhibitors.</p><p><strong>Results: </strong>The amino acid residues Arg5, Arg11, Ala13, Lys 245, Lys274, Phe147, Pro99, and Ser277 are essential for ligand binding and show similar interactions for SFRP1 complexes. The ADME/T profile for top hits is acceptable in range and obtains the drug-likeness property. The 100ns run for MD simulation confirms the stability of protein complexes.</p><p><strong>Conclusion: </strong>Overall, the findings of this study reveal that the lead compounds screened are capable of inhibiting SFRP1 against CRC. Targeting SFRP1 paves the way for new platforms in the field of cancer and the therapeutic sector for new approachable finds.</p>","PeriodicalId":93961,"journal":{"name":"Current computer-aided drug design","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141581855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Antibacterial Efficacy of a Compound Extracted from Marine Sediment Bacterium Enterococcus Lactis (S-2): A Comparative Analysis Through In-Vitro and In-Silico Assessments. 从海洋沉积物乳酸肠球菌(S-2)中提取的化合物的抗菌功效:通过体外和体内评估进行比较分析。
Pub Date : 2024-06-11 DOI: 10.2174/0115734099305519240531053135
Muddukrishnaiah Kotakonda, Makesh Marappan

Background: Marine sediment bacteria have been generating considerable attention lately due to their potential as valuable reservoirs of novel antimicrobial agents.

Aim: In vitro and in silico antibacterial activities of antibacterial compounds isolated from the marine sediment bacterium Enterococcus Lactis (S-2).

Methods: Coastal sediment samples were collected from Rameswaram, Ramnathapuram District, Tamil Nadu, India. Bacteria were isolated using the crowded plate method, and their phenotypic and genotypic characteristics were studied. Purified bacteria were cultured in large volumes, secondary metabolites were extracted, and novel antibacterial agents were isolated from the aqueous extract. Novel compound antibacterial activity was studied through in-silico and invitro. The mechanism activity of antibacterial activity was confirmed by a high-resolution transmission electron microscope.

Results: Genotypic analysis confirmed that the isolated S-2 bacteria were Enterococcus lactis, and the aqueous extract showed antibacterial activity against Staphylococcus aureus (17 mm zone of inhibition) and Proteus mirabilis (12 mm zone of inhibition). A bioactive molecule, 13- hydroxy-9-(1-hydroxyethyl)-11-methoxy-2,4dioxapentacyclo[10.7.1.0³,⁴.0⁵,²¹.0¹³,¹⁶]icosa- 1(20),5,7,12,14(19), 16-hexane-18-one, was isolated from aqueous extracts of the S-2 bacterium. Chromatography and spectroscopic analysis confirmed the identity of the isolated compound. Novel compound potential antibacterial activity showing against S. aureus (18 mm zone of inhibition) and MIC 250 μg/mL, which was confirmed by tetrazolium staining. The antibacterial activity mechanism was confirmed by transmission electron microscopy. Molecular docking studies show good binding (-9.9 kcal/mol) of the compound with 3U2D, while molecular dynamic simulation studies confirm the conformationally stable structure of the complex between 3U2D and 13-hydroxy-9-(1-hydroxyethyl)-11-methoxy-2,4-dioxapentacyclo [10.7.1.0³,⁴.0⁵,²¹.0¹³,¹⁶]icosa-1(20),5,7,12,14(19), 16-hexane-18-one. It has been observed from the docking study of 3U2D with standard drug ciprofloxacin that the lower affinity is compared to the test ligand, which has a docking score of 7.3 kcal/mol. Out of interacting residues of protein 3U2D residue, Thr173 and Ile86 formed conventional hydrogen bonds.

Conclusion: Marine bacterium E. lactis produces a novel antibacterial compound (13-hydroxy- 9-(1-hydroxyethyl)-11-methoxy-2,4-dioxapentacyclo[10.7.1.0³,⁴.0⁵,²¹.0¹³,¹⁶]icosa- 1(20),5,7,12,14(19),16-hexane-18-one), which shows antibacterial activity against clinical S. aureus, confirmed by in vitro and in silico analysis. This molecule can used as a lead molecule for antibacterial activity.

背景:目的:从海洋沉积物细菌 Enterococcus Lactis (S-2) 中分离的抗菌化合物的体外和硅学抗菌活性:方法:从印度泰米尔纳德邦拉姆纳塔普拉姆地区的拉姆斯瓦兰采集沿海沉积物样本。使用挤压平板法分离细菌,并研究其表型和基因型特征。对纯化的细菌进行大量培养,提取次级代谢物,并从水提取物中分离出新型抗菌剂。对新型化合物的抗菌活性进行了体内和体外研究。高分辨率透射电子显微镜证实了抗菌活性的机理活动:水提取物对金黄色葡萄球菌(17 毫米抑菌区)和奇异变形杆菌(12 毫米抑菌区)具有抗菌活性。从 S-2 细菌的水提取物中分离出了一种生物活性分子,13-羟基-9-(1-羟乙基)-11-甲氧基-2,4-二氧杂戊环[10.7.1.0³,⁴.0⁵,²¹.0¹³,¹⁶]二茂-1(20),5,7,12,14(19),16-己-18-酮。色谱和光谱分析证实了所分离化合物的身份。新化合物对金黄色葡萄球菌具有潜在的抗菌活性(18 毫米抑菌区),MIC 值为 250 μg/mL,四氮唑染色证实了这一点。透射电子显微镜证实了其抗菌机制。分子对接研究表明,该化合物与 3U2D 的结合良好(-9.9 kcal/mol),而分子动力学模拟研究则证实了 3U2D 与 13-羟基-9-(1-羟乙基)-11-甲氧基-2,4-二氧杂戊环[10.7.1.0³,⁴.0⁵,²¹.0¹³,¹⁶]icosa-1(20),5,7,12,14(19), 16-hexane-18-one.从 3U2D 与标准药物环丙沙星的对接研究中可以看出,3U2D 与测试配体的亲和力较低,对接得分为 7.3 kcal/mol。在蛋白质 3U2D 的相互作用残基中,Thr173 和 Ile86 形成了常规氢键:海洋细菌乳酸杆菌产生了一种新型抗菌化合物(13-羟基-9-(1-羟乙基)-11-甲氧基-2,4-二氧杂戊环[10.7.1.0³,⁴.0⁵,²¹.0¹³,¹⁶]icosa-1(20),5,7,12,14(19),16-己烷-18-酮),它对临床金黄色葡萄球菌具有抗菌活性,体外和体内分析均证实了这一点。该分子可作为具有抗菌活性的先导分子。
{"title":"The Antibacterial Efficacy of a Compound Extracted from Marine Sediment Bacterium Enterococcus Lactis (S-2): A Comparative Analysis Through In-Vitro and In-Silico Assessments.","authors":"Muddukrishnaiah Kotakonda, Makesh Marappan","doi":"10.2174/0115734099305519240531053135","DOIUrl":"https://doi.org/10.2174/0115734099305519240531053135","url":null,"abstract":"<p><strong>Background: </strong>Marine sediment bacteria have been generating considerable attention lately due to their potential as valuable reservoirs of novel antimicrobial agents.</p><p><strong>Aim: </strong>In vitro and in silico antibacterial activities of antibacterial compounds isolated from the marine sediment bacterium Enterococcus Lactis (S-2).</p><p><strong>Methods: </strong>Coastal sediment samples were collected from Rameswaram, Ramnathapuram District, Tamil Nadu, India. Bacteria were isolated using the crowded plate method, and their phenotypic and genotypic characteristics were studied. Purified bacteria were cultured in large volumes, secondary metabolites were extracted, and novel antibacterial agents were isolated from the aqueous extract. Novel compound antibacterial activity was studied through in-silico and invitro. The mechanism activity of antibacterial activity was confirmed by a high-resolution transmission electron microscope.</p><p><strong>Results: </strong>Genotypic analysis confirmed that the isolated S-2 bacteria were Enterococcus lactis, and the aqueous extract showed antibacterial activity against Staphylococcus aureus (17 mm zone of inhibition) and Proteus mirabilis (12 mm zone of inhibition). A bioactive molecule, 13- hydroxy-9-(1-hydroxyethyl)-11-methoxy-2,4dioxapentacyclo[10.7.1.0³,⁴.0⁵,²¹.0¹³,¹⁶]icosa- 1(20),5,7,12,14(19), 16-hexane-18-one, was isolated from aqueous extracts of the S-2 bacterium. Chromatography and spectroscopic analysis confirmed the identity of the isolated compound. Novel compound potential antibacterial activity showing against S. aureus (18 mm zone of inhibition) and MIC 250 μg/mL, which was confirmed by tetrazolium staining. The antibacterial activity mechanism was confirmed by transmission electron microscopy. Molecular docking studies show good binding (-9.9 kcal/mol) of the compound with 3U2D, while molecular dynamic simulation studies confirm the conformationally stable structure of the complex between 3U2D and 13-hydroxy-9-(1-hydroxyethyl)-11-methoxy-2,4-dioxapentacyclo [10.7.1.0³,⁴.0⁵,²¹.0¹³,¹⁶]icosa-1(20),5,7,12,14(19), 16-hexane-18-one. It has been observed from the docking study of 3U2D with standard drug ciprofloxacin that the lower affinity is compared to the test ligand, which has a docking score of 7.3 kcal/mol. Out of interacting residues of protein 3U2D residue, Thr173 and Ile86 formed conventional hydrogen bonds.</p><p><strong>Conclusion: </strong>Marine bacterium E. lactis produces a novel antibacterial compound (13-hydroxy- 9-(1-hydroxyethyl)-11-methoxy-2,4-dioxapentacyclo[10.7.1.0³,⁴.0⁵,²¹.0¹³,¹⁶]icosa- 1(20),5,7,12,14(19),16-hexane-18-one), which shows antibacterial activity against clinical S. aureus, confirmed by in vitro and in silico analysis. This molecule can used as a lead molecule for antibacterial activity.</p>","PeriodicalId":93961,"journal":{"name":"Current computer-aided drug design","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141312478","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Diabetes-compound Relationship Identification based on Complex-valued Flexible Neural Tree and Negative Sample Selection Algorithm. 基于复值柔性神经树和负样本选择算法的糖尿病-化合物关系识别。
Pub Date : 2024-06-07 DOI: 10.2174/0115734099311445240529062318
Xiaochao Sun, Bin Yang

Background: Virtual screening (VS) could select possible effective candidates from a large number of organic compounds, which plays an important role in network pharmacology. Virtual screening is a very important step in network pharmacology.

Objective: The accuracy of screening compounds directly determines the subsequent network construction, target determination and pathway analysis. In order to improve the accuracy of screening the important compounds in herbs for treating diabetes, a novel methodology based on complex-valued flexible neural tree (CVFNT) model and negative sample selection algorithm is presented.

Methods: In our method, diabetes-related targets were obtained by literature search. According to diabetes-related targets, active compounds were searched from the public database. The negative sample selection algorithm based on Tanimoto index was proposed to establish inactive compound set. The CVFNT model optimized was utilized to screen effective candidate compounds.

Result: Our proposed method performs better than eight classical classifiers in terms of TPR, FPR, Precision, Specificity, F1, AUC and ROC curve. Our method could also predict 18 compounds from Liangxue Sanyu Decoction, which are involved in the treatment of diabetes.

背景:虚拟筛选(VS)可以从大量有机化合物中筛选出可能有效的候选化合物,在网络药理学中发挥着重要作用。虚拟筛选是网络药理学中非常重要的一步:筛选化合物的准确性直接决定了后续的网络构建、靶点确定和通路分析。为了提高筛选治疗糖尿病的重要中草药化合物的准确性,本文提出了一种基于复值柔性神经树(CVFNT)模型和负样本选择算法的新方法:我们的方法是通过文献检索获得与糖尿病相关的靶点。根据糖尿病相关靶点,从公共数据库中搜索活性化合物。提出了基于谷本指数的负样本选择算法,以建立非活性化合物集。利用优化的 CVFNT 模型筛选有效的候选化合物:结果:我们提出的方法在TPR、FPR、精确度、特异性、F1、AUC和ROC曲线方面都优于8种经典分类器。我们的方法还能预测梁雪三味汤中的 18 种参与治疗糖尿病的化合物。
{"title":"Diabetes-compound Relationship Identification based on Complex-valued Flexible Neural Tree and Negative Sample Selection Algorithm.","authors":"Xiaochao Sun, Bin Yang","doi":"10.2174/0115734099311445240529062318","DOIUrl":"https://doi.org/10.2174/0115734099311445240529062318","url":null,"abstract":"<p><strong>Background: </strong>Virtual screening (VS) could select possible effective candidates from a large number of organic compounds, which plays an important role in network pharmacology. Virtual screening is a very important step in network pharmacology.</p><p><strong>Objective: </strong>The accuracy of screening compounds directly determines the subsequent network construction, target determination and pathway analysis. In order to improve the accuracy of screening the important compounds in herbs for treating diabetes, a novel methodology based on complex-valued flexible neural tree (CVFNT) model and negative sample selection algorithm is presented.</p><p><strong>Methods: </strong>In our method, diabetes-related targets were obtained by literature search. According to diabetes-related targets, active compounds were searched from the public database. The negative sample selection algorithm based on Tanimoto index was proposed to establish inactive compound set. The CVFNT model optimized was utilized to screen effective candidate compounds.</p><p><strong>Result: </strong>Our proposed method performs better than eight classical classifiers in terms of TPR, FPR, Precision, Specificity, F1, AUC and ROC curve. Our method could also predict 18 compounds from Liangxue Sanyu Decoction, which are involved in the treatment of diabetes.</p>","PeriodicalId":93961,"journal":{"name":"Current computer-aided drug design","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141302285","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identification of Novel Inhibitors for ERα Target of Breast Cancer By In Silico Approach. 通过硅学方法鉴定乳腺癌 ERα 靶点的新型抑制剂
Pub Date : 2024-06-05 DOI: 10.2174/0115734099301866240527100128
Veerachamy Alagarsamy, Mohaideen Thasthagir Sulthana, Bandi Narendhar, Viswas Raja Solomon, Manavalan Gobinath, Aithamraju Satishchandra, Dubudam Sangeetha, Sankaraanarayanan Murugesan

Background: Estrogen alpha has been recognized as a perilous factor in breast cancer cell proliferation and has been proficiently treated in breast cancer chemotherapy with the development of selective estrogen receptor modulators (SERMs).

Objectives: The major aim of this study was to identify the potential inhibitors against the most influential target ERα receptor by in silico studies of 115 phytochemicals from 17 medicinal plants using in silico molecular docking studies.

Methods: The molecular docking investigation was carried out by a genetic algorithm using the Auto Dock Vina program, and the validation of docking was also performed using molecular dynamic (MD) simulation by the Desmond tool of Schrödinger molecular modeling. The ADME( T) studies were performed by SWISS ADME and ProTox-II.

Results: The top ten highest binding energy phytochemicals identified were amyrin acetate (- 10.7 kcal/mol), uscharine (-10.5 kcal/mol), voruscharin (-10.0 kcal/mol), cyclitols (-10.0 kcal/mol), taraxeryl acetate (-9.9 kcal/mol), amyrin (-9.9 kcal/mol), barringtogenol C (-9.9 kcal/mol), calactin (-9.9 kcal/mol), 3-beta taraxerol (-9.8 kcal/mol), and calotoxin (-9.8 kcal/mol). A molecular docking study revealed that these phytochemical constituents showed higher binding affinity compared to the reference standard tamoxifen (-6.6 kcal/mol) towards the target protein ERα. The results of MD studies showed that all four tested compounds possess comparatively stable ligand-protein complexes with ERα target as compared to the tamoxifen- ERα complex.

Conclusion: Among the ten compounds, phytochemical amyrin acetate (triterpenoids) formed a more stable complex as well as exhibited greater binding affinity than standard tamoxifen. ADMET studies for the top ten phytochemicals showed a good safety profile. Additionally, these compounds are being reported for the first time in this study as possible inhibitors of ERα for the treatment of breast cancer by adopting the concept of drug repurposing. Hence, these phytochemicals can be further studied and can be used as a parent core molecule to develop novel lead molecules for breast cancer therapy.

背景:雌激素α被认为是乳腺癌细胞增殖的危险因素,随着选择性雌激素受体调节剂(SERMs)的开发,雌激素α在乳腺癌化疗中得到了有效治疗:本研究的主要目的是通过对 17 种药用植物中的 115 种植物化学物质进行分子对接研究,找出针对最具影响力的 ERα 受体靶点的潜在抑制剂:采用Auto Dock Vina程序的遗传算法进行分子对接研究,并利用薛定谔分子建模的Desmond工具进行分子动力学(MD)模拟,对对接进行验证。采用 SWISS ADME 和 ProTox-II 进行了 ADME( T) 研究:结果表明:结合能最高的前十种植物化学物质分别是乙酸amyrin(-10.7 kcal/mol)、uscharine(-10.5 kcal/mol)、voruscharin(-10.0 kcal/mol)、cyclitols(-10.0 kcal/mol)、乙酸蒲公英酯(-9.9 kcal/mol)、amyrin(-9.9 kcal/mol)、barringtogenol C(-9.9 kcal/mol)、calactin(-9.9 kcal/mol)、3-beta taraxerol(-9.8 kcal/mol)和 calotoxin(-9.8 kcal/mol)。分子对接研究显示,与参考标准他莫昔芬(-6.6 kcal/mol)相比,这些植物化学成分与靶蛋白ERα的结合亲和力更高。MD 研究结果表明,与他莫昔芬- ERα 复合物相比,所有四种测试化合物与 ERα 靶蛋白都具有相对稳定的配体-蛋白复合物:结论:在这十种化合物中,植物化学物质乙酸amyrin(三萜类化合物)与标准他莫昔芬相比,能形成更稳定的复合物,并表现出更强的结合亲和力。对前十种植物化学物质的 ADMET 研究表明,它们具有良好的安全性。此外,本研究还首次报道了这些化合物可能作为ERα的抑制剂,通过采用药物再利用的概念来治疗乳腺癌。因此,可以进一步研究这些植物化学物质,并将其作为母体核心分子来开发治疗乳腺癌的新型先导分子。
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引用次数: 0
Potential Mechanism by which Eriodictyol Protects against Doxorubicininduced Cardiotoxicity based on Network Pharmacology, Molecular Docking, and Molecular Dynamics Simulation. 基于网络药理学、分子对接和分子动力学模拟的桉叶油醇抵御多柔比星诱导的心脏毒性的潜在机制
Pub Date : 2024-06-05 DOI: 10.2174/0115734099297600240523105601
Chunmeng Qin, Mei Sun, Feng Lv, Dan Du, Wenjun Li, Songqing Liu

Background: The clinical use of doxorubicin (DOX), an anthracycline antibiotic with broad-spectrum applications against various malignant tumors, is limited by doxorubicininduced cardiotoxicity (DIC). Eriodictyol (ERD) has shown cardioprotective effects, but the mechanism of its protective effect on DIC remains unknown.

Aims: This study aimed to explore the potential mechanisms by which ERD confers protection against DIC.

Methods: ERD and DIC targets were identified from the TCMSP, PharmMaper, SwissTargetPrediction, TargetNet, BATMAN, GeneCards, and PharmGKB databases. Differential gene expression data between DIC and normal tissues were extracted from the GEO database. A protein‒ protein interaction (PPI) network of the intersecting ERD-DIC targets was constructed using the STRING platform and visualized with Cytoscape 3.10.0 software. Gene Ontology (GO) functional enrichment analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis for ERD-DIC cross-targets were conducted. Validation included molecular docking with AutoDock Tools software and molecular dynamics simulations with Gromacs 2019.6 software.

Results: Network pharmacology analysis revealed 43 intersecting ERD-DIC targets, including 6 key targets. GO functional enrichment analysis indicated that the intersecting targets were enriched in 550 biological processes, 45 cell components, and 41 molecular functions. KEGG pathway enrichment analysis identified 114 enriched signaling pathways. Molecular docking revealed a strong binding affinity between ERD and 6 key targets, as well as multiple targets within the ROS pathway. Molecular dynamics simulations indicated that ERD has favorable binding with 3 crucial targets.

Conclusion: The systematic network pharmacology analysis suggests that ERD may mitigate DIC through multiple targets and pathways, with the ROS pathway potentially playing a crucial role. These findings provide a reference for foundational research and clinical applications of ERD in treating DIC.

背景:多柔比星(DOX)是一种广谱抗各种恶性肿瘤的蒽环类抗生素,其临床应用受到多柔比星诱发的心脏毒性(DIC)的限制。目的:本研究旨在探索ERD对DIC产生保护作用的潜在机制:方法:从 TCMSP、PharmMaper、SwissTargetPrediction、TargetNet、BATMAN、GeneCards 和 PharmGKB 数据库中鉴定 ERD 和 DIC 靶点。从 GEO 数据库中提取 DIC 和正常组织之间的差异基因表达数据。利用STRING平台构建了ERD-DIC靶点交叉的蛋白-蛋白相互作用(PPI)网络,并用Cytoscape 3.10.0软件将其可视化。对ERD-DIC交叉靶点进行了基因本体(GO)功能富集分析和京都基因和基因组百科全书(KEGG)通路富集分析。验证包括使用 AutoDock Tools 软件进行分子对接,以及使用 Gromacs 2019.6 软件进行分子动力学模拟:网络药理学分析发现了 43 个 ERD-DIC 交叉靶点,其中包括 6 个关键靶点。GO功能富集分析表明,这些交叉靶点富集在550个生物过程、45个细胞组分和41个分子功能中。KEGG 通路富集分析确定了 114 个富集信号通路。分子对接显示,ERD 与 6 个关键靶点以及 ROS 通路中的多个靶点有很强的结合亲和力。分子动力学模拟表明,ERD 与 3 个关键靶点具有良好的结合力:系统网络药理学分析表明,ERD 可通过多个靶点和途径缓解 DIC,其中 ROS 途径可能起着关键作用。这些发现为ERD治疗DIC的基础研究和临床应用提供了参考。
{"title":"Potential Mechanism by which Eriodictyol Protects against Doxorubicininduced Cardiotoxicity based on Network Pharmacology, Molecular Docking, and Molecular Dynamics Simulation.","authors":"Chunmeng Qin, Mei Sun, Feng Lv, Dan Du, Wenjun Li, Songqing Liu","doi":"10.2174/0115734099297600240523105601","DOIUrl":"https://doi.org/10.2174/0115734099297600240523105601","url":null,"abstract":"<p><strong>Background: </strong>The clinical use of doxorubicin (DOX), an anthracycline antibiotic with broad-spectrum applications against various malignant tumors, is limited by doxorubicininduced cardiotoxicity (DIC). Eriodictyol (ERD) has shown cardioprotective effects, but the mechanism of its protective effect on DIC remains unknown.</p><p><strong>Aims: </strong>This study aimed to explore the potential mechanisms by which ERD confers protection against DIC.</p><p><strong>Methods: </strong>ERD and DIC targets were identified from the TCMSP, PharmMaper, SwissTargetPrediction, TargetNet, BATMAN, GeneCards, and PharmGKB databases. Differential gene expression data between DIC and normal tissues were extracted from the GEO database. A protein‒ protein interaction (PPI) network of the intersecting ERD-DIC targets was constructed using the STRING platform and visualized with Cytoscape 3.10.0 software. Gene Ontology (GO) functional enrichment analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis for ERD-DIC cross-targets were conducted. Validation included molecular docking with AutoDock Tools software and molecular dynamics simulations with Gromacs 2019.6 software.</p><p><strong>Results: </strong>Network pharmacology analysis revealed 43 intersecting ERD-DIC targets, including 6 key targets. GO functional enrichment analysis indicated that the intersecting targets were enriched in 550 biological processes, 45 cell components, and 41 molecular functions. KEGG pathway enrichment analysis identified 114 enriched signaling pathways. Molecular docking revealed a strong binding affinity between ERD and 6 key targets, as well as multiple targets within the ROS pathway. Molecular dynamics simulations indicated that ERD has favorable binding with 3 crucial targets.</p><p><strong>Conclusion: </strong>The systematic network pharmacology analysis suggests that ERD may mitigate DIC through multiple targets and pathways, with the ROS pathway potentially playing a crucial role. These findings provide a reference for foundational research and clinical applications of ERD in treating DIC.</p>","PeriodicalId":93961,"journal":{"name":"Current computer-aided drug design","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141285632","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Targeted Therapy of Tumors and Cancer Stem Cells based on Oxidant-Regulated Redox Pathway and its Mechanism. 基于氧化剂调节氧化还原途径及其机制的肿瘤和癌症干细胞靶向疗法
Pub Date : 2024-05-30 DOI: 10.2174/0115734099299174240522115944
Shunshun Wang, Juanjuan Han, Zijun Wang, Xianqiong Liu, Chunli Wang, Muhammad Farrukh Nisar, Lianhong Pan, Kang Xu

A malignant tumor is a frequent and common disease that severely threatens human health. Many mechanisms, such as cell signaling pathway, anti-apoptosis mechanism, cell stemness, metabolism, and cell phenotype, have been studied to explain the reasons for chemotherapy, radioresistance, and tumor recurrences in antitumor treatment. Cancer stem cells (CSCs) are important tumor cell subclasses that can potentially organize and regulate stem cell properties. Growing evidence suggests that CSCs can initiate tumors and constitute a significant factor in metastasis, recurrence, and treatment resistance. The inability to completely target and remove CSCs is a considerable obstacle in tumor treatment. Therefore, drugs and therapeutic strategies that can effectively intervene with CSCs are essential for the treatment of different tumor types. However, the current strategies and efficacy of targeted elimination of CSCs are very limited. Oxidative stress has been recognized to play a crucial role in cancer pathophysiology. Moreover, reactive oxygen species (ROS) production and imbalance of the built-in cellular antioxidant defense system are hallmarks of tumor and cancer etiology. The current paper will focus on the regulation and mechanism behind oxidative stress in tumors and cancer stem cells and its tumor therapy applications. Additionally, the article discusses the role of CSCs in causing tumor treatment resistance and recurrence based on a redox perspective. The study also emphasizes that targeted modulation of oxidative stress in CSCs has great potential in tumor therapy, providing novel prospects for tumor therapy.

恶性肿瘤是严重威胁人类健康的常见病、多发病。人们对细胞信号通路、抗凋亡机制、细胞干性、新陈代谢和细胞表型等多种机制进行了研究,以解释抗肿瘤治疗中化疗、放疗耐药和肿瘤复发的原因。癌症干细胞(CSCs)是重要的肿瘤细胞亚类,有可能组织和调控干细胞特性。越来越多的证据表明,癌干细胞可引发肿瘤,是导致肿瘤转移、复发和耐药性的重要因素。无法完全靶向清除干细胞是肿瘤治疗的一大障碍。因此,能够有效干预 CSCs 的药物和治疗策略对于不同类型肿瘤的治疗至关重要。然而,目前靶向消除 CSCs 的策略和疗效非常有限。人们已认识到氧化应激在癌症病理生理学中起着至关重要的作用。此外,活性氧(ROS)的产生和细胞内置抗氧化防御系统的失衡是肿瘤和癌症病因学的标志。本文将重点探讨氧化应激在肿瘤和癌症干细胞中的调控和机制及其在肿瘤治疗中的应用。此外,文章还从氧化还原的角度探讨了癌干细胞在导致肿瘤治疗耐药和复发中的作用。研究还强调,靶向调节 CSCs 中的氧化应激在肿瘤治疗中具有巨大潜力,为肿瘤治疗提供了新的前景。
{"title":"Targeted Therapy of Tumors and Cancer Stem Cells based on Oxidant-Regulated Redox Pathway and its Mechanism.","authors":"Shunshun Wang, Juanjuan Han, Zijun Wang, Xianqiong Liu, Chunli Wang, Muhammad Farrukh Nisar, Lianhong Pan, Kang Xu","doi":"10.2174/0115734099299174240522115944","DOIUrl":"https://doi.org/10.2174/0115734099299174240522115944","url":null,"abstract":"<p><p>A malignant tumor is a frequent and common disease that severely threatens human health. Many mechanisms, such as cell signaling pathway, anti-apoptosis mechanism, cell stemness, metabolism, and cell phenotype, have been studied to explain the reasons for chemotherapy, radioresistance, and tumor recurrences in antitumor treatment. Cancer stem cells (CSCs) are important tumor cell subclasses that can potentially organize and regulate stem cell properties. Growing evidence suggests that CSCs can initiate tumors and constitute a significant factor in metastasis, recurrence, and treatment resistance. The inability to completely target and remove CSCs is a considerable obstacle in tumor treatment. Therefore, drugs and therapeutic strategies that can effectively intervene with CSCs are essential for the treatment of different tumor types. However, the current strategies and efficacy of targeted elimination of CSCs are very limited. Oxidative stress has been recognized to play a crucial role in cancer pathophysiology. Moreover, reactive oxygen species (ROS) production and imbalance of the built-in cellular antioxidant defense system are hallmarks of tumor and cancer etiology. The current paper will focus on the regulation and mechanism behind oxidative stress in tumors and cancer stem cells and its tumor therapy applications. Additionally, the article discusses the role of CSCs in causing tumor treatment resistance and recurrence based on a redox perspective. The study also emphasizes that targeted modulation of oxidative stress in CSCs has great potential in tumor therapy, providing novel prospects for tumor therapy.</p>","PeriodicalId":93961,"journal":{"name":"Current computer-aided drug design","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141181250","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring Natural Compounds Targeting PD-L1 and STAT3: Toxicogenomic Analysis, Virtual Screening, Molecular Docking, ADMET Evaluation, and Biological Activity Prediction. 探索靶向 PD-L1 和 STAT3 的天然化合物:毒物基因组分析、虚拟筛选、分子对接、ADMET 评估和生物活性预测。
Pub Date : 2024-05-28 DOI: 10.2174/0115734099307259240522093710
Fuat Karakuş, Burak Kuzu, Sedat Köstekci, Yasin Tülüce

Background: One of the most important targets in cancer immunotherapy is programmed cell death ligand 1 (PD-L1). Monoclonal antibodies developed for this target have disadvantages due to their low bioavailability and some immune-related adverse effects. Additionally, small molecules targeting PD-L1 are still in the experimental stage. At this point, discovering non-toxic natural compounds that directly or indirectly target PD-L1 is essential. In this in silico study, a comprehensive literature search was conducted to identify publications reporting the master regulator of PD-L1, which was suggested as a Signal Transducer and Activator of Transcription 3 (STAT3). The relationship between STAT3 and PD-L1 was further investigated through bioinformatic analysis.

Method: Subsequently, natural compounds targeting PD-L1 and STAT3 were screened, and compounds with suitable toxicity profiles were docked against both PD-L1 and STAT3. Following molecular docking, the selected molecules underwent DNA docking, ADMET profile analysis, and in silico assessment of biological activities. The relationship between PD-L1 and STAT3 was determined in 52 out of the 453 articles, and it was further demonstrated in genegene interactions. Following the virtual screening, 76 natural compounds were identified, and after pre-filtering based on physicochemical properties, drug-likeness, and ADMET profiles, 29 compounds remained.

Result: Subsequent docking revealed that two compounds, 6-Prenylapigenin, and Gelomulide J, persisted. ADMET and biological activity prediction results suggested that 6-Prenylapigenin is non-toxic and has the potential to inhibit PD-L1 and STAT3 in silico. The present study highlights that STAT3 serves as the master regulator of PD-L1, and it further suggests that 6- Prenylapigenin exhibits the potential to modulate PD-L1 and/or STAT3.

Conclusion: This finding could pave the way for the development of small molecules designed to block the PD-1/PD-L1 interaction by silencing the PD-L1 and/or STAT3 genes or reducing protein levels.

背景:程序性细胞死亡配体 1(PD-L1)是癌症免疫疗法中最重要的靶点之一。针对这一靶点开发的单克隆抗体存在生物利用度低和一些免疫相关不良反应等缺点。此外,针对 PD-L1 的小分子药物仍处于实验阶段。因此,发现直接或间接靶向 PD-L1 的无毒天然化合物至关重要。在这项硅学研究中,我们进行了一次全面的文献检索,以找出报道 PD-L1 主调节因子的文献。通过生物信息学分析,进一步研究了 STAT3 和 PD-L1 之间的关系:方法:随后筛选了以 PD-L1 和 STAT3 为靶点的天然化合物,并将毒性特征合适的化合物与 PD-L1 和 STAT3 进行对接。在分子对接之后,对筛选出的分子进行了 DNA 对接、ADMET 图谱分析和生物活性的硅学评估。在 453 篇文章中,有 52 篇确定了 PD-L1 和 STAT3 之间的关系,并在基因基因相互作用中得到了进一步证实。经过虚拟筛选,确定了 76 种天然化合物,根据理化性质、药物相似性和 ADMET 特征进行预过滤后,剩下 29 种化合物:结果:随后的对接显示,6-异戊烯基芹菜甙元和 Gelomulide J 这两个化合物继续存在。ADMET和生物活性预测结果表明,6-异戊烯基芹菜素是无毒的,并且具有抑制PD-L1和STAT3的潜力。本研究强调了 STAT3 是 PD-L1 的主调节因子,并进一步表明 6-异戊烯基芹菜素具有调节 PD-L1 和/或 STAT3 的潜力:结论:这一发现可为开发通过沉默 PD-L1 和/或 STAT3 基因或降低蛋白水平来阻断 PD-1/PD-L1 相互作用的小分子铺平道路。
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引用次数: 0
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Current computer-aided drug design
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