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Designing Drug Delivery Vehicles based on N-(2-Hydroxypropyl) Methacrylamide. 设计基于 N-(2-羟丙基)甲基丙烯酰胺的给药载体。
Pub Date : 2024-01-25 DOI: 10.2174/0115734099278986231228070823
Ramakrishna Prasad Are, Anju R Babu

Background: The development of polymeric-based drug delivery has seen faster growth in the past two decades. In polymers, copolymers as drug carriers are increasing to decrease the drug compounds' side effects and dosage-related toxicity.

Objectives: The study's primary objective is to utilize computational resources to design drug molecules and perform in silco physicochemical property analysis. In our study, we designed new copolymers based on N-(2-Hydroxypropyl) methacrylamide (HPMA) as backbone along with polyethylene glycol (PEG) and lauryl methacrylate (LMA).

Methods: Different functional groups were selected for attaching to the side chain of the copolymers through a random trial and error approach. In order to predict the pharmacokinetic properties (absorption, distribution, metabolism, excretion, and toxicity), the designed copolymer molecules were evaluated utilizing ADME and PkCSM pharmacokinetics servers. Molecular interaction between the designed copolymer molecules and human serum albumin (HSA) was performed using AutoDock Vina and PatchDock server.

Results: The designed molecules are shown to be soluble in water and have high gastrointestinal absorption. Only one molecule is predicted to pass through the blood-brain barrier. Two designed molecules have been shown to have carcinogenic properties. Lethal dose 50 (LD50), cytochrome P450, and permeability glycoprotein Enzyme's substrate formation were also analyzed for toxicity and metabolism.

Conclusion: Our study will provide insight for designing new drug compounds or carriers and analyzing their physicochemical properties to help further optimize compounds for clinical studies.

背景:在过去二十年中,基于聚合物的给药技术得到了快速发展。在聚合物中,作为药物载体的共聚物越来越多,以减少药物化合物的副作用和与剂量相关的毒性:本研究的主要目的是利用计算资源设计药物分子,并进行硅理化性质分析。在我们的研究中,我们设计了以 N-(2-羟丙基)甲基丙烯酰胺(HPMA)为骨架、聚乙二醇(PEG)和甲基丙烯酸十二烷基酯(LMA)为基础的新型共聚物:方法:通过随机试错法选择不同的官能团连接到共聚物的侧链上。为了预测药代动力学特性(吸收、分布、代谢、排泄和毒性),利用 ADME 和 PkCSM 药代动力学服务器对设计的共聚物分子进行了评估。使用 AutoDock Vina 和 PatchDock 服务器对设计的共聚物分子与人血清白蛋白(HSA)之间的分子相互作用进行了评估:结果表明,所设计的分子可溶于水,胃肠道吸收率高。预计只有一种分子能通过血脑屏障。两种设计的分子已被证明具有致癌特性。此外,还对致死剂量 50(LD50)、细胞色素 P450 和渗透性糖蛋白酶底物的形成进行了毒性和代谢分析:我们的研究将为设计新的药物化合物或载体以及分析其理化性质提供启示,从而有助于进一步优化化合物,以利于临床研究。
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引用次数: 0
Insights to Design New Drugs against Human African Trypanosomiasis Targeting Rhodesain using Covalent Docking, Molecular Dynamics Simulations, and MM-PBSA Calculations. 利用共价对接、分子动力学模拟和 MM-PBSA 计算设计针对 Rhodesain 的人类非洲锥虫病新药的启示。
Pub Date : 2024-01-19 DOI: 10.2174/0115734099274797231205055827
Igor José Dos Santos Nascimento, Mirelly Barbosa Santos, Washley Phyama De Jesus Marinho, Ricardo Olimpio de Moura

Background: Neglected tropical diseases (NTDs) are parasitic and bacterial diseases that affect approximately 149 countries, mainly the poor population without basic sanitation. Among these, African Human Trypanosomiasis (HAT), known as sleeping sickness, shows alarming data, with treatment based on suramin and pentamidine in the initial phase and melarsoprol and eflornithine in the chronic phase. Thus, to discover new drugs, several studies point to rhodesain as a promising drug target due to the function of protein degradation and intracellular transport of proteins between the insect and host cells and is present in all cycle phases of the parasite.

Methodology: Here, based on the previous studies by Nascimento et al. (2021) that show the main rhodesain inhibitors development in the last decade, molecular docking and dynamics were applied in these inhibitors datasets to reveal crucial information that can be into drug design. Thus, conventional and covalent docking was employed and highlighted the presence of Michael acceptors in the ligands in a peptidomimetics scaffold, and interaction with Gly19, Gly23, Gly65, Asp161, and Trp184 is essential to the inhibiting activity.

Results: Also, our findings using MD simulations and MM-PBSA calculations confirmed Gly19, Gly23, Gly65, Asp161, and Trp184, showing high binding energy (ΔGbind between -72.782 to -124.477 kJ.mol-1). In addition, Van der Waals interactions have a better contribution (-140,930 to -96,988 kJ.mol-1) than electrostatic forces (-43,270 to -6,854 kJ.mol-1), indicating Van der Waals interactions are the leading forces in forming and maintaining ligand-rhodesain complexes.

Conclusion: Furthermore, the Dynamic Cross-Correlation Maps (DCCM) show more correlated movements for all complexes than the free rhodesain and strong interactions in the regions of the aforementioned residues. Principal Component Analysis (PCA) demonstrates complex stability corroborating with RMSF and RMSD. This study can provide valuable insights that can guide researchers worldwide to discover a new promising drug against HAT.

背景:被忽视的热带疾病(NTDs)是寄生虫病和细菌性疾病,影响着约 149 个国家,主要是没有基本卫生条件的贫困人口。其中,非洲人类锥虫病(HAT)(又称昏睡病)的数据令人担忧,初期治疗以苏拉明和喷他脒为主,慢性期治疗以美拉索普罗和依氟鸟氨酸为主。因此,为了发现新的药物,一些研究指出荷包牡丹碱是一个很有前景的药物靶点,因为荷包牡丹碱具有降解蛋白质以及在昆虫和宿主细胞之间进行蛋白质胞内转运的功能,并且存在于寄生虫的所有周期阶段。方法:Nascimento等人(2021年)之前的研究显示了过去十年中荷包牡丹碱抑制剂的主要发展情况,在此基础上,我们对这些抑制剂数据集进行了分子对接和动力学研究,以揭示可用于药物设计的关键信息。因此,我们采用了传统和共价对接,并强调了拟肽支架中配体存在迈克尔受体,与 Gly19、Gly23、Gly65、Asp161 和 Trp184 的相互作用对抑制活性至关重要:同时,我们利用 MD 模拟和 MM-PBSA 计算的结果证实,Gly19、Gly23、Gly65、Asp161 和 Trp184 显示出很高的结合能(ΔGbind 在 -72.782 到 -124.477 kJ.mol-1 之间)。此外,范德华相互作用的贡献(-140,930 至 -96,988 kJ.mol-1)优于静电力(-43,270 至 -6,854 kJ.mol-1),这表明范德华相互作用是形成和维持配体-rhodesain 复合物的主导力量:此外,动态交叉相关图(DCCM)显示,与游离的罗得沙因相比,所有复合物都有更多的相关运动,并且在上述残基区域存在很强的相互作用。主成分分析(PCA)表明复合物的稳定性与 RMSF 和 RMSD 相吻合。这项研究可以提供有价值的见解,指导世界各地的研究人员发现抗 HAT 的新药。
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引用次数: 0
Astragaloside IV Overcomes Anlotinib Resistance in Non-small Cell Lung Cancer through miR-181a-3p/UPR-ERAD Axis. 黄芪皂苷 IV 通过 miR-181a-3p/UPR-ERAD 轴克服非小细胞肺癌的安罗替尼耐药性
Pub Date : 2024-01-17 DOI: 10.2174/0115734099252873231117072107
Lihuai Wang, Tonglin Sun, Xiao Yang, Zhi Wen, Yinhui Sun, Hua Liu

Background: Astragaloside IV (AS-IV) has been shown to have a curative effect on non-small cell lung cancer (NSCLC). This study aimed to elucidate the role of AS-IV in NSCLC cell anlotinib resistance (AR).

Methods: The NSCLC/AR cells, resistant to anlotinib, have been produced. The role of AS-IV in the AR of NSCLC cells about the miR-181a-3p/unfolded protein response (UPR)- endoplasmic reticulum associated degradation (ERAD) pathway was then discussed by treating the cells with anlotinib or AS-IV, or by manipulating them with inhibitors or mimics of miR- 181a-3p, HRD1 or Derlin-1 overexpression plasmids.

Results: We found that AS-IV could suppress the AR of NSCLC cells. In addition, miR-181a- 3p was elevated in NSCLC/AR cells. Functionally, AS-IV limited the AR of NSCLC cells by reducing miR-181a-3p. Further, activation of the UPR-ERAD pathway was correlated with AR in NSCLC cells. Increased sensitivity of NSCLC cells to anlotinib caused by miR-181a-3p inhibitor could be reversed by overexpression of HRD1 or Derlin-1.

Conclusion: This research revealed a promising NSCLC/AR treatment approach by showing that AS-IV exposed NSCLC cells to anlotinib by inhibiting the miR-181a-3p/UPR-ERAD axis.

背景:黄芪甲苷IV(AS-IV)已被证明对非小细胞肺癌(NSCLC)具有治疗作用。本研究旨在阐明AS-IV在NSCLC细胞安罗替尼耐药性(AR)中的作用:方法:制备了对安罗替尼耐药的NSCLC/AR细胞。方法:通过用安罗替尼或AS-IV处理细胞,或用miR- 181a-3p的抑制剂或模拟物、HRD1或Derlin-1过表达质粒操纵细胞,探讨了AS-IV在NSCLC细胞的miR-181a-3p/折叠蛋白反应(UPR)-内质网相关降解(ERAD)通路的AR中的作用:结果:我们发现AS-IV能抑制NSCLC细胞的AR。此外,miR-181a- 3p在NSCLC/AR细胞中升高。从功能上讲,AS-IV通过降低miR-181a- 3p限制了NSCLC细胞的AR。此外,UPR-ERAD途径的激活与NSCLC细胞的AR相关。miR-181a-3p抑制剂导致的NSCLC细胞对安罗替尼的敏感性增加可以通过过表达HRD1或Derlin-1逆转:这项研究发现,AS-IV通过抑制miR-181a-3p/UPR-ERAD轴,使NSCLC细胞对安罗替尼更敏感,从而揭示了一种很有前景的NSCLC/AR治疗方法。
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引用次数: 0
Mechanism of the Effect of Scopolamine on Breast Cancer: Determination by Network Pharmacology and Bioinformatics. 东莨菪碱对乳腺癌的作用机制:通过网络药理学和生物信息学确定。
Pub Date : 2024-01-16 DOI: 10.2174/0115734099281860231221084102
Yang Xiao, Qiang Guo, Yichen Li, Mengcong Ma, Yu Sun, Qing Gu, Yunfeng Xiao

Background: To a certain extent, traditional Chinese medicine (TCM)-based anesthesia has replaced opiate administration in recent years. Preliminary drug screening has revealed that scopolamine may affect breast cancer (BC) metastasis by an unknown mechanism.

Methods: Network pharmacology, bioinformatics, and protein-protein interaction (PPI) topological analysis were implemented to identify the core genes linking scopolamine and BC. The core genes were then subjected to gene expression profiling interactive analysis (GEPIA). The top ten pathways were detected by gene ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses. The impact of immune infiltration on the core gene difference and survival analyses was then determined. Molecular docking was then performed on the core genes and the main active components.

Results: Protein kinase 1 (AKT1), epidermal growth factor receptor (EGFR), heat shock protein 90 alpha class A (HSP90AA1), caspase 3 (CASP3), and estrogen receptor 1 (ESR1) were the key genes in the interaction between scopolamine and BC cells. The KEGG enrichment analysis disclosed that the top ten pathways significantly associated with the scopolamine response in BC included "protein glycosylation," "phosphoinositide 3-kinase (PI3K)-Akt signaling," "mitogen- activated protein kinase (MAPK) signaling" and others. The AKT1, EGFR, and especially the HSP90AA1 expression levels were correlated with survival in patients with BC. Immune infiltration also influenced the survival outcome. Molecular docking demonstrated that scopolamine bound and formed stable complexes with the protein products of all five aforementioned genes.

Conclusion: Scopolamine has multiple targets regulating BC cell function and may increase the risk of metastasis during treatment. Therefore, it should be preoperatively administered with caution to patients with BC.

背景:近年来,中药麻醉在一定程度上取代了鸦片类药物。初步药物筛选显示,东莨菪碱可能通过一种未知机制影响乳腺癌(BC)的转移:方法:通过网络药理学、生物信息学和蛋白质-蛋白质相互作用(PPI)拓扑分析,确定了连接东莨菪碱和乳腺癌的核心基因。然后对核心基因进行基因表达谱交互分析(GEPIA)。通过基因本体论(GO)富集和京都基因组百科全书(KEGG)通路分析,发现了前十条通路。然后确定了免疫浸润对核心基因差异和存活分析的影响。然后对核心基因和主要活性成分进行了分子对接:结果:蛋白激酶1(AKT1)、表皮生长因子受体(EGFR)、热休克蛋白90αA类(HSP90AA1)、Caspase 3(CASP3)和雌激素受体1(ESR1)是东莨菪碱与BC细胞相互作用的关键基因。KEGG富集分析显示,与东莨菪碱在BC细胞中的反应显著相关的十大通路包括 "蛋白糖基化"、"磷酸肌酸3-激酶(PI3K)-Akt信号转导"、"丝裂原活化蛋白激酶(MAPK)信号转导 "等。AKT1、表皮生长因子受体,尤其是HSP90AA1的表达水平与BC患者的生存率相关。免疫浸润也影响生存结果。分子对接表明,东莨菪碱与上述五个基因的蛋白产物结合并形成稳定的复合物:结论:东莨菪碱有多个调控BC细胞功能的靶点,在治疗过程中可能会增加转移风险。结论:东莨菪碱有多个调节BC细胞功能的靶点,在治疗过程中可能会增加转移风险,因此BC患者术前用药应谨慎。
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引用次数: 0
AI-based Virtual Screening of Traditional Chinese Medicine and the Discovery of Novel Inhibitors of TCTP. 基于人工智能的中药虚拟筛选和 TCTP 新型抑制剂的发现。
Pub Date : 2024-01-15 DOI: 10.2174/0115734099277605231218071503
Juxia Bai, Yangyang Ni, Yuqi Zhang, Junfeng Wan, Liqun Liang, Haoran Qiao, Yanyan Zhu, Qingjie Zhao, Huiyu Li

Background: Translationally controlled tumour protein (TCTP) is associated with tumor diseases, such as breast cancer, and its inhibitor can reduce the growth of tumor cells. Unfortunately, there is currently no effective medication available for treating TCTP-related breast cancer.

Objective: The objective of this study was to explore the inhibitor candidates among natural compounds for the treatment of breast cancer related to TCTP protein.

Methods: To explore the potential inhibitors of TCTP, we first screened out four potential inhibitors in the Traditional Chinese Medicine (TCM) for cancer based on AI virtual screening using the docking method, and then revealed the interaction mechanism of TCTP and four candidate inhibitors from TCM with molecular docking and molecular dynamics (MD) methods.

Results: Based on the conformational characteristics and the MD properties of the four leading compounds, we designed the new skeleton molecules with the AI method using MolAICal software. Our MD simulations have revealed that different small molecules bind to different sites of TCTP, but the flexible regions and the signaling pathways are almost the same, and the VDW and hydrophobic interactions are crucial in the interactions between TCTP and ligands.

Conclusion: We have proposed the candidate inhibitor of TCTP. Our study has provided a potential new method for exploring inhibitors from Traditional Chinese Medicine (TCM).

背景:转化控制肿瘤蛋白(TCTP)与乳腺癌等肿瘤疾病有关,其抑制剂可减少肿瘤细胞的生长。遗憾的是,目前还没有治疗与 TCTP 相关的乳腺癌的有效药物:本研究旨在探索天然化合物中治疗与 TCTP 蛋白相关的乳腺癌的候选抑制剂:为了探索TCTP的潜在抑制剂,我们首先基于人工智能虚拟筛选,利用对接法筛选出4种潜在的中药癌症抑制剂,然后利用分子对接和分子动力学(MD)方法揭示了TCTP与4种候选中药抑制剂的相互作用机制:根据四个主要化合物的构象特征和 MD 特性,我们利用 MolAICal 软件,采用 AI 方法设计了新的骨架分子。我们的 MD 模拟发现,不同的小分子与 TCTP 的不同位点结合,但其柔性区域和信号传导途径几乎相同,VDW 和疏水相互作用在 TCTP 与配体的相互作用中至关重要:结论:我们提出了 TCTP 的候选抑制剂。我们的研究为探索中药抑制剂提供了一种潜在的新方法。
{"title":"AI-based Virtual Screening of Traditional Chinese Medicine and the Discovery of Novel Inhibitors of TCTP.","authors":"Juxia Bai, Yangyang Ni, Yuqi Zhang, Junfeng Wan, Liqun Liang, Haoran Qiao, Yanyan Zhu, Qingjie Zhao, Huiyu Li","doi":"10.2174/0115734099277605231218071503","DOIUrl":"https://doi.org/10.2174/0115734099277605231218071503","url":null,"abstract":"<p><strong>Background: </strong>Translationally controlled tumour protein (TCTP) is associated with tumor diseases, such as breast cancer, and its inhibitor can reduce the growth of tumor cells. Unfortunately, there is currently no effective medication available for treating TCTP-related breast cancer.</p><p><strong>Objective: </strong>The objective of this study was to explore the inhibitor candidates among natural compounds for the treatment of breast cancer related to TCTP protein.</p><p><strong>Methods: </strong>To explore the potential inhibitors of TCTP, we first screened out four potential inhibitors in the Traditional Chinese Medicine (TCM) for cancer based on AI virtual screening using the docking method, and then revealed the interaction mechanism of TCTP and four candidate inhibitors from TCM with molecular docking and molecular dynamics (MD) methods.</p><p><strong>Results: </strong>Based on the conformational characteristics and the MD properties of the four leading compounds, we designed the new skeleton molecules with the AI method using MolAICal software. Our MD simulations have revealed that different small molecules bind to different sites of TCTP, but the flexible regions and the signaling pathways are almost the same, and the VDW and hydrophobic interactions are crucial in the interactions between TCTP and ligands.</p><p><strong>Conclusion: </strong>We have proposed the candidate inhibitor of TCTP. Our study has provided a potential new method for exploring inhibitors from Traditional Chinese Medicine (TCM).</p>","PeriodicalId":93961,"journal":{"name":"Current computer-aided drug design","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139682148","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 Marine Bioactive Compound as Potential Multiple Inhibitors in Triple-negative Breast Cancer - An in silico Approach. 鉴定作为三阴性乳腺癌潜在多重抑制剂的新型海洋生物活性化合物--一种硅学方法。
Pub Date : 2024-01-12 DOI: 10.2174/0115734099287118240102112337
Hema Priya Manivannan, Vishnu Priya Veeraraghavan, Arul Prakash Francis

Background: Triple-negative breast cancer (TNBC) is a highly aggressive form of breast cancer lacking specific receptors, with dysregulated and overactivated Hedgehog (Hh) and mTOR/PI3K/AKT signaling pathways as potential therapeutic targets.

Objective: This study aimed to identify potential inhibitors among 53 alkaloids derived from 9 marine bryozoans using in silico approaches. It sought to analyze their impact on key signaling targets and their potential for future experimental validation.

Methods: In this research, selected targets were evaluated for protein-protein interactions, coexpression survival, and expression profiles. The protein expression was validated through the Human Protein Atlas (HPA) database and druggability through DGIdb. Online web servers were employed to assess drug-likeness, physiochemical properties, pharmacokinetics, and toxicological characteristics of the compounds. Molecular docking and dynamic simulations were carried out for ligand-protein interactions. Common Pharmacophore features, bioavailability, bioactivity, and biological activity spectrum (BAS) were also analyzed.

Results: Out of the 13 compounds studied, 10 displayed strong binding affinity with binding energies ranging from >-6.5 to <-8 Kcal/mol across all targets. Molecular dynamics simulations provided insights into Amathamide E's stability and conformational changes. Pharmacophore modeling revealed common features in 14 compounds potentially responsible for their biological activity.

Conclusion: Our findings indicate the potential of marine-derived compounds as TNBC inhibitors. Further in vitro and in vivo validation is necessary to establish their effectiveness and explore their role as novel anti-TNBC agents.

背景:三阴性乳腺癌(TNBC)是一种缺乏特异性受体的高侵袭性乳腺癌,其潜在的治疗靶点是失调和过度激活的刺猬(Hh)和mTOR/PI3K/AKT信号通路:本研究旨在利用硅学方法从 9 种海洋双壳类动物中提取的 53 种生物碱中找出潜在的抑制剂。研究旨在分析它们对关键信号传导靶点的影响及其未来实验验证的潜力:在这项研究中,对选定的靶标进行了蛋白质-蛋白质相互作用、共表达存活率和表达谱评估。蛋白质表达通过人类蛋白质图谱(HPA)数据库进行验证,可药用性通过 DGIdb 进行验证。在线网络服务器用于评估化合物的药物相似性、理化性质、药代动力学和毒理学特征。对配体与蛋白质的相互作用进行了分子对接和动态模拟。此外,还分析了常见的药理特征、生物利用度、生物活性和生物活性谱(BAS):结果:在研究的 13 种化合物中,有 10 种显示出很强的结合亲和力,结合能从大于 6.5 到结论不等:我们的研究结果表明,海洋衍生化合物具有作为 TNBC 抑制剂的潜力。有必要进一步进行体外和体内验证,以确定它们的有效性,并探索它们作为新型抗 TNBC 药物的作用。
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引用次数: 0
Computational Study of Antimicrobial Peptides for Promising Therapeutic Applications Against Methicillin-resistant Staphylococcus Aureus. 抗耐甲氧西林金黄色葡萄球菌的抗菌肽治疗应用前景计算研究。
Pub Date : 2024-01-12 DOI: 10.2174/0115734099285473240101111303
Priyanka Sinoliya, Pooran Singh Solanki, Ravi Ranjan Kumar Niraj, Vinay Sharma

Background: Methicillin-resistant Staphylococcus aureus (MRSA) is a causative agent for multiple drug-resistant diseases and is a prime health concern. Currently, antibiotics like vancomycin, daptomycin, fluoroquinolones, linezolid, fifth-generation cephalosporin and others are available in the market for the treatment of MRSA infection.

Methods: With the increasing prevalence of drug-resistant cases, researchers are actively investigating alternative strategies to combat MRSA, including the exploration of peptide therapeutics. This study employed computational methods to prospect for potential Antimicrobial Peptides (AMPs).

Results: A total of One hundred and fifty antimicrobial peptides were explored based on physicochemical properties. The results showed that Clavanin B was the most appropriate candidate. Molecular Docking and Molecular Dynamics Simulation results showed the protein-peptide interaction of the MRSA target proteins, Penicillin Binding Protein 2a and Panton-Valentine Leukocidin Toxin, with the Antimicrobial Peptide Clavanin B.

Conclusion: Currently, the antimicrobial peptide database highlights Clavanin B's role as an anti-HIV peptide. Moreover, this investigation proposes Clavanin B as a viable repurposed drug for treating MRSA, underscoring its potential deployment in the management of MRSA infections.

背景:耐甲氧西林金黄色葡萄球菌(MRSA)是多种耐药疾病的致病菌,是一个主要的健康问题。目前,市场上有万古霉素、达托霉素、氟喹诺酮类、利奈唑胺、第五代头孢菌素等抗生素用于治疗 MRSA 感染:随着耐药病例的增加,研究人员正在积极研究抗击 MRSA 的替代策略,包括探索多肽疗法。这项研究采用计算方法来寻找潜在的抗菌肽(AMPs):结果:根据物理化学特性,共探索出 150 种抗菌肽。结果表明,Clavanin B 是最合适的候选肽。分子对接和分子动力学模拟结果显示,MRSA 目标蛋白青霉素结合蛋白 2a 和 Panton-Valentine Leukocidin Toxin 与抗菌肽 Clavanin B 发生了蛋白-肽相互作用:目前,抗菌肽数据库强调了 Clavanin B 作为抗艾滋病毒肽的作用。此外,这项研究还提出将 Clavanin B 作为治疗 MRSA 的一种可行的再利用药物,强调了它在治疗 MRSA 感染方面的潜在用途。
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引用次数: 0
Molecular Mechanism Analysis of the Effect of Hederagenin Combined with L-OHP on Chemosensitivity of AGS/L-OHP Based on Network Pharmacology. 基于网络药理学的Hederagenin联合L-OHP对AGS/L-OHP化疗敏感性影响的分子机制分析
Pub Date : 2024-01-11 DOI: 10.2174/0115734099270389240104050955
Hongyue Tang, Chao Wang, Chenhao Xing, Guoxin Liang, Chang Guo, Xin Liu, YanJie Li, Mingming Zhang

Aims and objectives: This study aimed to evaluate the pharmacological mechanism of Hederagenin (HD) combined with oxaliplatin (L-OHP) in treating gastric cancer (GC) through network pharmacology combined with experimental verification.

Material and methods: Network pharmacology methods were used to screen potential targets for HD, L-OHP, and GC-related targets from public databases, and the intersection of the three gene sets was taken. Cross genes were analyzed through protein-protein interaction (PPI) networks to predict core targets, and related pathways were predicted through GO and KEGG enrichment analysis. The experimental results were verified by the in vitro experiments. HD was applied on AGS/L-OHP cells, and then cellular chemosensitivity and the expressions of P-gp, Survivin, Bcl-2, p-Akt, and p-PI3K genes were detected. Wound assay and Transwell Chamber assay were employed to detect the effect of HD on AGS/L-OHP cells. Nude mice xenograft models transfected using AGS/L-OHP cells were also treated with HD in order to verify the results. The size and weight of the tumor, as well as the expressions of P-gp, Survivin, Bcl-2, p- Akt and p-PI3K genes, were also measured.

Results: KEGG analysis showed that the anti-gastric cancer effect of HD was mediated mainly by PI3K-Akt signaling pathways. The PI3K-Akt signaling pathway containing more enriched genes may play a greater role in anti-gastric cancer. It was observed that for AGS/L-OHP cells jointly treated with HD and L-OHP, their activity, migration and invasion were significantly lower than those treated only using HD or L-OHP group. Moreover, expressions of p-Akt, p- PI3K, Bcl-2, P-gp, and Survivin for the HD+L-OHP group decreased significantly. Results of the in vivo experiments showed that the sizes and weights of tumors in the HD+L-OHP group were the lowest compared to the HD group and L-OHP group.

Conclusion: Our findings suggest that HD may reduce the resistance of AGS/L-OHP cells to LOHP by regulating the PI3K/Akt signaling pathway.

目的和目标:本研究旨在通过网络药理学结合实验验证,评估赫达瑞林(Hederagenin,HD)联合奥沙利铂(L-OHP)治疗胃癌(GC)的药理机制:采用网络药理学方法从公共数据库中筛选HD、L-OHP和GC相关靶点的潜在靶点,并提取三个基因集的交叉点。通过蛋白质-蛋白质相互作用(PPI)网络分析交叉基因,预测核心靶点,并通过GO和KEGG富集分析预测相关通路。实验结果经体外实验验证。将 HD 应用于 AGS/L-OHP 细胞,然后检测细胞化学敏感性和 P-gp、Survivin、Bcl-2、p-Akt 和 p-PI3K 基因的表达。采用伤口试验和 Transwell 室试验检测 HD 对 AGS/L-OHP 细胞的影响。为了验证结果,还对转染了 AGS/L-OHP 细胞的裸鼠异种移植模型进行了 HD 处理。此外,还测定了肿瘤的大小和重量,以及 P-gp、Survivin、Bcl-2、p- Akt 和 p-PI3K 基因的表达:KEGG分析表明,HD的抗胃癌作用主要由PI3K-Akt信号通路介导。含有更多富集基因的 PI3K-Akt 信号通路可能在抗胃癌中发挥更大作用。研究发现,联合使用HD和L-OHP处理的AGS/L-OHP细胞,其活性、迁移和侵袭能力明显低于仅使用HD或L-OHP组。此外,HD+L-OHP 组的 p-Akt、p- PI3K、Bcl-2、P-gp 和 Survivin 的表达也明显下降。体内实验结果显示,与 HD 组和 L-OHP 组相比,HD+L-OHP 组的肿瘤大小和重量最小:我们的研究结果表明,HD可通过调节PI3K/Akt信号通路降低AGS/L-OHP细胞对LOHP的耐药性。
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引用次数: 0
Exploration of Pharmacological Mechanisms of Dapagliflozin against Type 2 Diabetes Mellitus through PI3K-Akt Signaling Pathway based on Network Pharmacology Analysis and Deep Learning Technology. 基于网络药理学分析和深度学习技术的达帕格列净通过 PI3K-Akt 信号通路对抗 2 型糖尿病的药理机制探索
Pub Date : 2024-01-09 DOI: 10.2174/0115734099274407231207070451
Jie Wu, Yufan Chen, Shuai Shi, Junru Liu, Fen Zhang, Xingxing Li, Xizhi Liu, Guoliang Hu, Yang Dong

Background: Dapagliflozin is commonly used to treat type 2 diabetes mellitus (T2DM). However, research into the specific anti-T2DM mechanisms of dapagliflozin remains scarce.

Objective: This study aimed to explore the underlying mechanisms of dapagliflozin against T2DM.

Methods: Dapagliflozin-associated targets were acquired from CTD, SwissTargetPrediction, and SuperPred. T2DM-associated targets were obtained from GeneCards and DigSee. VennDiagram was used to obtain the overlapping targets of dapagliflozin and T2DM. GO and KEGG analyses were performed using clusterProfiler. A PPI network was built by STRING database and Cytoscape, and the top 30 targets were screened using the degree, maximal clique centrality (MCC), and edge percolated component (EPC) algorithms of CytoHubba. The top 30 targets screened by the three algorithms were intersected with the core pathway-related targets to obtain the key targets. DeepPurpose was used to evaluate the binding affinity of dapagliflozin with the key targets.

Results: In total, 155 overlapping targets of dapagliflozin and T2DM were obtained. GO and KEGG analyses revealed that the targets were primarily enriched in response to peptide, membrane microdomain, protein serine/threonine/tyrosine kinase activity, PI3K-Akt signaling pathway, MAPK signaling pathway, and AGE-RAGE signaling pathway in diabetic complications. AKT1, PIK3CA, NOS3, EGFR, MAPK1, MAPK3, HSP90AA1, MTOR, RELA, NFKB1, IKBKB, ITGB1, and TP53 were the key targets, mainly related to oxidative stress, endothelial function, and autophagy. Through the DeepPurpose algorithm, AKT1, HSP90AA1, RELA, ITGB1, and TP53 were identified as the top 5 anti-targets of dapagliflozin.

Conclusion: Dapagliflozin might treat T2DM mainly by targeting AKT1, HSP90AA1, RELA, ITGB1, and TP53 through PI3K-Akt signaling.

背景达帕格列净常用于治疗2型糖尿病(T2DM)。然而,有关达帕格列净抗T2DM具体机制的研究仍然很少:本研究旨在探讨达帕格列净抗T2DM的内在机制:达帕格列净相关靶点来自 CTD、SwissTargetPrediction 和 SuperPred。T2DM相关靶点来自GeneCards和DigSee。VennDiagram 用于获取达帕格列净与 T2DM 的重叠靶标。使用 clusterProfiler 进行 GO 和 KEGG 分析。利用STRING数据库和Cytoscape建立了PPI网络,并使用CytoHubba的degree、maximal clique centrality(MCC)和edge percolated component(EPC)算法筛选出前30个靶点。三种算法筛选出的前 30 个靶标与核心通路相关靶标相交,得到关键靶标。利用DeepPurpose评估达帕格列净与关键靶点的结合亲和力:结果:总共获得了 155 个达帕利洛嗪与 T2DM 的重叠靶点。GO和KEGG分析显示,这些靶点主要富集于糖尿病并发症中的多肽反应、膜微域、蛋白丝氨酸/苏氨酸/酪氨酸激酶活性、PI3K-Akt信号通路、MAPK信号通路和AGE-RAGE信号通路。AKT1、PIK3CA、NOS3、表皮生长因子受体、MAPK1、MAPK3、HSP90AA1、MTOR、RELA、NFKB1、IKBKB、ITGB1和TP53是关键靶点,主要与氧化应激、内皮功能和自噬有关。通过DeepPurpose算法,AKT1、HSP90AA1、RELA、ITGB1和TP53被确定为达帕格列净的前5大抗靶点:结论:达帕格列净可能主要通过PI3K-Akt信号转导靶向AKT1、HSP90AA1、RELA、ITGB1和TP53来治疗T2DM。
{"title":"Exploration of Pharmacological Mechanisms of Dapagliflozin against Type 2 Diabetes Mellitus through PI3K-Akt Signaling Pathway based on Network Pharmacology Analysis and Deep Learning Technology.","authors":"Jie Wu, Yufan Chen, Shuai Shi, Junru Liu, Fen Zhang, Xingxing Li, Xizhi Liu, Guoliang Hu, Yang Dong","doi":"10.2174/0115734099274407231207070451","DOIUrl":"https://doi.org/10.2174/0115734099274407231207070451","url":null,"abstract":"<p><strong>Background: </strong>Dapagliflozin is commonly used to treat type 2 diabetes mellitus (T2DM). However, research into the specific anti-T2DM mechanisms of dapagliflozin remains scarce.</p><p><strong>Objective: </strong>This study aimed to explore the underlying mechanisms of dapagliflozin against T2DM.</p><p><strong>Methods: </strong>Dapagliflozin-associated targets were acquired from CTD, SwissTargetPrediction, and SuperPred. T2DM-associated targets were obtained from GeneCards and DigSee. VennDiagram was used to obtain the overlapping targets of dapagliflozin and T2DM. GO and KEGG analyses were performed using clusterProfiler. A PPI network was built by STRING database and Cytoscape, and the top 30 targets were screened using the degree, maximal clique centrality (MCC), and edge percolated component (EPC) algorithms of CytoHubba. The top 30 targets screened by the three algorithms were intersected with the core pathway-related targets to obtain the key targets. DeepPurpose was used to evaluate the binding affinity of dapagliflozin with the key targets.</p><p><strong>Results: </strong>In total, 155 overlapping targets of dapagliflozin and T2DM were obtained. GO and KEGG analyses revealed that the targets were primarily enriched in response to peptide, membrane microdomain, protein serine/threonine/tyrosine kinase activity, PI3K-Akt signaling pathway, MAPK signaling pathway, and AGE-RAGE signaling pathway in diabetic complications. AKT1, PIK3CA, NOS3, EGFR, MAPK1, MAPK3, HSP90AA1, MTOR, RELA, NFKB1, IKBKB, ITGB1, and TP53 were the key targets, mainly related to oxidative stress, endothelial function, and autophagy. Through the DeepPurpose algorithm, AKT1, HSP90AA1, RELA, ITGB1, and TP53 were identified as the top 5 anti-targets of dapagliflozin.</p><p><strong>Conclusion: </strong>Dapagliflozin might treat T2DM mainly by targeting AKT1, HSP90AA1, RELA, ITGB1, and TP53 through PI3K-Akt signaling.</p>","PeriodicalId":93961,"journal":{"name":"Current computer-aided drug design","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139418828","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
In-silico Design, ADMET Screening, Prime MM-GBSA Binding Free Energy Calculation and MD Simulation of Some Novel Phenothiazines as 5HT6R Antagonists Targeting Alzheimer's Disease. 将一些新型吩噻嗪类药物作为针对阿尔茨海默病的 5HT6R 拮抗剂的硅内设计、ADMET 筛选、Prime MM-GBSA 结合自由能计算和 MD 模拟。
Pub Date : 2024-01-09 DOI: 10.2174/0115734099282836231212064925
Prema V, Meena A, Ramalakshmi N

Background: Alzheimer's disease is a type of dementia that affects neuronal function, leading to a decline in cognitive functions. Serotonin-6 (5HT6) receptors are implicated in the etiology of neurological diseases. 5HT6 receptor antagonists act as anti-dementia agents.

Pdb id: 7YS6 represents a membrane protein, and amplification and overexpression of this protein are associated with Alzheimer's disease. Coumarin-fused phenothiazines are significant anti-Alzheimer's agents due to their inhibitory activity on the Serotonin- 6 receptor.

Objectives: Numerous previously unreported Coumarin-substituted Phenothiazines [A2 to A50] were designed using in-silico methods to evaluate their 5HT6 receptor antagonistic activity. Molecular modeling techniques were employed to study the ligands [A2 to A50] in interaction with the Serotonin-6 receptor (PDB ID: 7YS6) using Schrödinger Suite 2019-4.

Methods: Molecular modeling studies of the designed ligands [A2 to A50] were conducted using the Glide module. In-silico ADMET screening was performed using the QikProp module, and binding free energy calculations were carried out using the Prime MM-GBSA module within the Schrödinger Suite. The binding affinity of the designed ligands [A2 to A50] towards 5HT6 receptors was determined based on Glide scores. Subsequently, ligand A31 underwent a 100 ns molecular dynamics simulation using the Desmond module of Schrödinger Suite 2020-1, which is based in New York, NY.

Results: The majority of the designed ligands exhibited strong hydrogen bonding interactions and hydrophobic associations with the serotonin-6 receptor, which hinder its activity. These ligands achieved remarkable Glide scores within the range of -4.2859 to -7.7128, in comparison to reference standards such as Idalopirdine (-7.78149), Intepirdine (-5.20103), Latrepirdine (-5.54853), and the co-crystallized ligand (-7.02889). In-silico ADMET properties for these ligands fell within the recommended values for drug-likeness. It is worth noting that the MM-GBSA binding free energy of the most potent inhibitor was positive, indicating a strong binding interaction. Additionally, the dynamic behavior of the protein (7YS6)-ligand (A31) complex was studied by subjecting ligand A31 to a 100 ns molecular dynamics simulation.

Conclusion: The results of this study reveal strong evidence supporting the potential of coumarin- substituted phenothiazine derivatives as effective Serotonin-6 receptor antagonists. Ligands [A2 to A50], which exhibited noteworthy Glide scores, hold promise for significant anti- Alzheimer activity. Further in-vitro and in-vivo investigations are warranted to explore and confirm their therapeutic potential.

背景:阿尔茨海默病是一种影响神经元功能的痴呆症,会导致认知功能下降。羟色胺-6(5HT6)受体与神经系统疾病的病因有关。5HT6 受体拮抗剂可作为抗痴呆药物。Pdb id: 7YS6 代表一种膜蛋白,这种蛋白的扩增和过表达与阿尔茨海默病有关。香豆素融合的吩噻嗪类药物对羟色胺-6 受体具有抑制活性,是重要的抗阿尔茨海默氏症药物:目的:我们采用室内方法设计了许多以前未报道过的香豆素取代的吩噻嗪类药物 [A2 至 A50],以评估它们对 5HT6 受体的拮抗活性。使用 Schrödinger Suite 2019-4.Methods 对配体 [A2 至 A50] 与羟色胺-6 受体(PDB ID:7YS6)的相互作用进行了分子建模研究:使用 Glide 模块对设计的配体 [A2 至 A50] 进行了分子建模研究。使用 QikProp 模块进行了体内 ADMET 筛选,并使用薛定谔套件中的 Prime MM-GBSA 模块进行了结合自由能计算。根据 Glide 分数确定了设计配体 [A2 至 A50] 与 5HT6 受体的结合亲和力。随后,使用 Schrödinger Suite 2020-1 中的 Desmond 模块对配体 A31 进行了 100 ns 的分子动力学模拟:结果:所设计的配体大多与血清素-6 受体有很强的氢键相互作用和疏水作用,从而阻碍了其活性。与 Idalopirdine(-7.78149)、Intepirdine(-5.20103)、Latrepirdine(-5.54853)和共晶体配体(-7.02889)等参考标准相比,这些配体在-4.2859 至 -7.7128之间取得了显著的 Glide 分数。这些配体的硅内 ADMET 属性符合药物亲和性的推荐值。值得注意的是,最有效抑制剂的 MM-GBSA 结合自由能为正值,表明其具有很强的结合相互作用。此外,通过对配体 A31 进行 100 ns 的分子动力学模拟,研究了蛋白质 (7YS6)- 配体 (A31) 复合物的动态行为:本研究的结果揭示了支持香豆素取代的吩噻嗪衍生物作为有效的羟色胺-6 受体拮抗剂的潜力的有力证据。配体[A2 至 A50]表现出值得注意的 Glide 分数,有望具有显著的抗老年痴呆活性。为了探索和证实它们的治疗潜力,有必要进行进一步的体外和体内研究。
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引用次数: 0
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Current computer-aided drug design
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