Molecular dynamic simulations

分子动力学模拟
  • 文章类型: Journal Article
    Pediocin和类似的细菌素,重视热稳定性,作为食品领域的多功能抗菌剂。提高其在高温下的弹性和衍生衍生物不仅有利于食品生产,而且在药物中提供广谱抗微生物潜力,跨越治疗消化性溃疡,妇女的健康,和新型抗癌剂。该研究旨在创建能够建立第三个二硫键或通过半胱氨酸取代增强的突变肽。这涉及将额外的Cys残基引入到儿茶素PA-1的固有结构中以促进二硫键形成。系统地产生具有双Cys取代的五个突变体(Mut1-5),并通过跨温度(298-394K)的MD模拟评估热稳定性。最强大的突变体(Mut1,Mut4-5)通过MD模拟进行了扩展分析,比较它们的结构稳定性,二级结构,和对参考PediocinPA-1分子的表面可达性。该综合评估旨在了解Cys取代如何影响二硫键和突变肽的整体热稳定性。硅片分析表明,Mut1和Mut5以及参考结构,在高温下失去螺旋结构和一个天然二硫键,并可能影响抗菌活性。相反,Mut4保留了其螺旋结构,并表现出与PediocinPA-1相似的热稳定性。有待进一步的实验验证,这项研究表明,Mut4可能具有很高的稳定性和优异的耐高温性,可能作为一种有效的抗菌替代品。
    Pediocin and analogous bacteriocins, valued for thermal stability, serve as versatile antimicrobials in the food sector. Improving their resilience at high temperatures and deriving derivatives not only benefit food production but also offer broad-spectrum antimicrobial potential in pharmaceuticals, spanning treatments for peptic ulcers, women\'s health, and novel anticancer agents. The study aims to create mutant peptides capable of establishing a third disulfide bond or enhanced through cysteine substitutions. This involves introducing additional Cys residues into the inherent structure of pediocin PA-1 to facilitate disulfide bond formation. Five mutants (Mut 1-5) were systematically generated with double Cys substitutions and assessed for thermal stability through MD simulations across temperatures (298-394 K). The most robust mutants (Mut 1, Mut 4-5) underwent extended analysis via MD simulations, comparing their structural stability, secondary structure, and surface accessibility to the reference Pediocin PA-1 molecule. This comprehensive assessment aims to understand how Cys substitutions influence disulfide bonds and the overall thermal stability of the mutant peptides. In silico analysis indicated that Mut 1 and Mut 5, along with the reference structure, lose their helical structure and one natural disulfide bond at high temperatures, and may impacting antimicrobial activity. Conversely, Mut 4 retained its helical structure and exhibited thermal stability similar to Pediocin PA-1. Pending further experimental validation, this study implies Mut 4 may have high stability and exceptional resistance to high temperatures, potentially serving as an effective antimicrobial alternative.
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  • 文章类型: Journal Article
    多巴脱羧酶(DDC)基因在多巴胺等生物胺的合成中起着重要作用,血清素,和组胺.DDC基因中的非同义单核苷酸多态性(nsSNP)与各种神经退行性疾病有关。在这项研究中,我们对DDC基因中的nsSNPs进行了全面的计算机模拟分析,以评估其潜在的功能后果以及与疾病结局的关联.使用公开可用的数据库,获得了DDC基因中nsSNP的完整列表。使用29种计算工具和算法来表征这些nsSNPs对蛋白质结构的影响,函数,和稳定性。此外,我们进行了基于人群的关联研究,以调查特定nsSNP与关节炎之间可能的关联.我们的研究确定了四个新的DDC基因nsSNP,它们对蛋白质的结构和功能有重大影响。通过分子动力学模拟(MDS),我们观察到特定nsSNP诱导的DDC蛋白稳定性的变化。此外,基于人群的关联研究揭示了某些DDCnsSNP与各种神经系统疾病之间的潜在关联,包括帕金森病和痴呆症。本研究中使用的计算机模拟方法提供了有关nsSNP在DDC基因中的功能作用的有见地的信息。这些发现提供了对认知障碍背后的细胞过程的见解。此外,在DDC基因中检测疾病相关的nsSNPs可能有助于开发定制的靶向治疗方法.由RamaswamyH.Sarma沟通。
    The Dopa Decarboxylase (DDC) gene plays an important role in the synthesis of biogenic amines such as dopamine, serotonin, and histamine. Non-synonymous single nucleotide polymorphisms (nsSNPs) in the DDC gene have been linked with various neurodegenerative disorders. In this study, a comprehensive in silico analysis of nsSNPs in the DDC gene was conducted to assess their potential functional consequences and associations with disease outcomes. Using publicly available databases, a complete list of nsSNPs in the DDC gene was obtained. 29 computational tools and algorithms were used to characterise the effects of these nsSNPs on protein structure, function, and stability. In addition, the population-based association studies were performed to investigate possible associations between specific nsSNPs and arthritis. Our research identified four novel DDC gene nsSNPs that have a major impact on the structure and function of proteins. Through molecular dynamics simulations (MDS), we observed changes in the stability of the DDC protein induced by specific nsSNPs. Furthermore, population-based association studies have revealed potential associations between certain DDC nsSNPs and various neurological disorders, including Parkinson\'s disease and dementia. The in silico approach used in this study offers insightful information about the functional effects of nsSNPs in the DDC gene. These discoveries provide insight into the cellular processes that underlie cognitive disorders. Furthermore, the detection of disease-associated nsSNPs in the DDC gene may facilitate the development of tailored and targeted therapy approaches.Communicated by Ramaswamy H. Sarma.
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  • 文章类型: Journal Article
    由于有效的抗原呈递和安全性,自组装蛋白质纳米颗粒显示出疫苗设计的希望。然而,在上游设计中,表位融合蛋白组装体的不可预测的形成仍然具有挑战性。本研究建议采用分子动力学(MD)模拟从热力学角度研究乙型肝炎核心蛋白(HBc)的组装特性。八种HBc衍生物在大肠杆菌中表达,具有高效液相色谱和透射电子显微镜表征的自组装特性。对二聚体的MD模拟,基于AlphaFold预测的3D结构,在原子水平上分析了导数。结果表明,由于组装失败,HBc衍生物可以形成解离聚合物或大的多亚基结构。二聚体在水性溶剂中的不稳定性或不适当的内部距离可能导致主要的组装失败。极性溶剂化能量在形成无组装能力的二聚体中也起着至关重要的作用。重要的是,我们的研究表明,对二聚体的MD模拟可以提供对HBc衍生物的组装性质的初步预测,从而通过降低工程蛋白质自组装失败的风险来帮助疫苗设计。由RamaswamyH.Sarma沟通。
    Self-assembling protein nanoparticles showed promise for vaccine design due to efficient antigen presentations and safety. However, the unpredictable formations of epitopes-fused protein assemblies remain challenging in the upstream design. This study suggests employing molecular dynamic (MD) simulations to investigate the assembly properties of Hepatitis B core protein (HBc) from thermodynamic perspectives. Eight HBc derivatives were expressed in E. coli, with their self-assembly properties characterised by high-performance liquid chromatography and transmission electron microscopy. MD simulations on the dimers, based on AlphaFold-predicted 3D structures, analysed the derivative at the atomic level. Results revealed that HBc derivatives can form dissociative polymers or large multi-subunit structures due to assembly failures. The instability of the dimer in aqueous solvents or inappropriate intradimer distances could cause major assembly failures. Polar solvation energies played a vital role too in forming assemble-incompetent dimers. Importantly, our study demonstrated that MD simulations on dimers can provide preliminary predictions on the assembly properties of HBc derivatives, thus aiding vaccine design by lowering the risk of self-assembling failures in engineered proteins.Communicated by Ramaswamy H. Sarma.
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  • 文章类型: Journal Article
    两亲性肽,如Aβ淀粉样蛋白,可以吸附在两个不混溶的电解质溶液(ITIES)之间的界面。根据以前的工作(见下文),亲水/疏水界面被用作研究药物相互作用的简单仿生系统。ITIES提供了一个2D接口来研究与聚集相关的离子转移过程,作为伽伐尼电位差的函数。这里,在Cu(II)离子存在下研究了Aβ(1-42)的聚集/络合行为,以及多功能肽模拟物抑制剂(P6)的作用。循环和差分脉冲伏安法被证明对Aβ(1-42)的络合和聚集的检测特别敏感,能够估计与Cu(II)和P6结合后的亲脂性变化。在Cu(II):Aβ(1-42)的比例为1:1时,新鲜样品在0.40V时显示出单个DPV(差分脉冲伏安法)峰值半波转移电位(E1/2)。在DPV中观察到波动,指示聚合。通过执行差分脉冲伏安法(DPV)标准添加方法,确定了与Cu(II)络合过程中Aβ(1-42)的近似化学计量和结合性质,这显示了两个有约束力的制度。pKa估计为8.1,Cu:Aβ1-42的比例为~1:1.7。在ITIES处使用肽的分子动力学模拟的研究表明,Aβ(1-42)链通过β-折叠稳定结构的形成而相互作用。在没有铜的情况下,绑定/解除绑定是动态的,相互作用相对较弱,导致观察到β-折叠稳定聚集体的平行和反平行排列。在铜离子的存在下,强结合发生在铜离子和两个肽上的组氨酸残基之间。这提供了用于诱导折叠的β-折叠结构之间的有利相互作用的方便的几何结构。在向水相中添加Cu(II)和P6之后,使用圆二色光谱(CD光谱)来支持Aβ(1-42)肽的聚集行为。
    Amphiphilic peptides, such as Aß amyloids, can adsorb at an interface between two immiscible electrolyte solutions (ITIES). Based on previous work (vide infra), a hydrophilic/hydrophobic interface is used as a simple biomimetic system for studying drug interactions. The ITIES provides a 2D interface to study ion-transfer processes associated with aggregation, as a function of Galvani potential difference. Here, the aggregation/complexation behaviour of Aβ(1-42) is studied in the presence of Cu (II) ions, together with the effect of a multifunctional peptidomimetic inhibitor (P6). Cyclic and differential pulse voltammetry proved to be particularly sensitive to the detection of the complexation and aggregation of Aβ(1-42), enabling estimations of changes in lipophilicity upon binding to Cu (II) and P6. At a 1:1 ratio of Cu (II):Aβ(1-42), fresh samples showed a single DPV (Differential Pulse Voltammetry) peak half wave transfer potential (E1/2) at 0.40 V. Upon increasing the ratio of Cu (II) two-fold, fluctuations were observed in the DPVs, indicating aggregation. The approximate stoichiometry and binding properties of Aβ(1-42) during complexation with Cu (II) were determined by performing a differential pulse voltammetry (DPV) standard addition method, which showed two binding regimes. A pKa of 8.1 was estimated, with a Cu:Aβ1-42 ratio~1:1.7. Studies using molecular dynamics simulations of peptides at the ITIES show that Aβ(1-42) strands interact through the formation of β-sheet stabilised structures. In the absence of copper, binding/unbinding is dynamic, and interactions are relatively weak, leading to the observation of parallel and anti-parallel arrangements of β-sheet stabilised aggregates. In the presence of copper ions, strong binding occurs between a copper ion and histidine residues on two peptides. This provides a convenient geometry for inducing favourable interactions between folded β-sheet structures. Circular Dichroism spectroscopy (CD spectroscopy) was used to support the aggregation behaviour of the Aβ(1-42) peptides following the addition of Cu (II) and P6 to the aqueous phase.
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  • DNA聚合酶在活细胞中产生互补的DNA链,对基因组传递和维持至关重要。这些酶具有类似的人类右手褶皱,包含拇指,手指,和棕榈亚结构域,并有助于聚合活性。这些酶分为七个进化家族,A,B,C,D,X,Y,RT,基于氨基酸序列分析和生化特性。家族ADNA聚合酶存在于广泛的生物体中,包括嗜温,嗜热,和嗜热细菌,参与DNA复制和修复,在分子生物学和生物技术中有着广泛的应用。在这项研究中,我们试图检测在该家族成员的热稳定性特性中起作用的因素,尽管它们在结构和功能上具有显着相似性。为此,氨基酸序列的异同,结构,并对这些酶的动力学进行了检查。我们的结果表明,嗜热和超嗜热酶具有更多的电荷,芳香,和极性残基比中温性残基,因此显示出进一步的静电和阳离子-pi相互作用。此外,在嗜热酶中,脂肪族残基比嗜温酶更倾向于处于埋藏状态。在它们的脂肪族部分中的这些残基增加了疏水性核心填充,因此增强了这些酶的热稳定性。此外,嗜热腔体积的减少有助于蛋白质紧密度的增强。此外,分子动力学模拟结果表明,升高温度对嗜温酶的影响比对极性和脂肪族残基表面积和氢键变化的嗜热酶的影响更大。
    DNA polymerases create complementary DNA strands in living cells and are crucial to genome transmission and maintenance. These enzymes possess similar human right-handed folds which contain thumb, fingers, and palm subdomains and contribute to polymerization activities. These enzymes are classified into seven evolutionary families, A, B, C, D, X, Y, and RT, based on amino acid sequence analysis and biochemical characteristics. Family A DNA polymerases exist in an extended range of organisms including mesophilic, thermophilic, and hyper-thermophilic bacteria, participate in DNA replication and repair, and have a broad application in molecular biology and biotechnology. In this study, we attempted to detect factors that play a role in the thermostability properties of this family member despite their remarkable similarities in structure and function. For this purpose, similarities and differences in amino acid sequences, structure, and dynamics of these enzymes have been inspected. Our results demonstrated that thermophilic and hyper-thermophilic enzymes have more charged, aromatic, and polar residues than mesophilic ones and consequently show further electrostatic and cation-pi interactions. In addition, in thermophilic enzymes, aliphatic residues tend to position in buried states more than mesophilic enzymes. These residues within their aliphatic parts increase hydrophobic core packing and therefore enhance the thermostability of these enzymes. Furthermore, a decrease in thermophilic cavities volumes assists in the protein compactness enhancement. Moreover, molecular dynamic simulation results revealed that increasing temperature impacts mesophilic enzymes further than thermophilic ones that reflect on polar and aliphatic residues surface area and hydrogen bonds changes.
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  • 文章类型: Journal Article
    食品保藏是一种用于维持和改善食品质量的示意性和科学的程序,保质期,和营养价值。虽然,一方面,古老的常规方法,如冷冻,巴氏灭菌,罐装,和化学方法有可能延长可食用物质的保质期,但另一方面,它们也会降低其营养价值。本研究的重点是通过消减蛋白质组学管道鉴定有前途的细菌素,以作为食品保存的替代方法。细菌素是由某些微生物产生的小肽,通过破坏居住在其附近的其他密切相关的细菌来自然地保护自己。P.fragi是引起食物腐败的最著名的微生物之一。由于多药耐药菌的出现和流行,有必要解开新的药物靶点,在食物腐烂过程中至关重要。基于减法审查,UDP-N-乙酰葡糖胺O-酰基转移酶(LpxA)被选为有前途的治疗性蛋白质靶标,可在食物腐败的发展中起重要作用。SubtilosinA,Thuricin-CD,根据分子对接测定结果,发现变酸B-NY266是LpxA的最有效抑制剂。通过MM/PBSA方法对LpxA和三个顶级对接复合物进行分子动力学模拟和结合能计算,即,LpxA-subtilosinA,LpxA-Thuricin-CD,和LpxA-mutacinB-NY266在整个模拟过程中显示出稳定性,并确保入围的细菌素对LpxA具有很强的亲和力。
    Food preservation is a schematic and scientific procedure employed for the maintenance and improvement of food\'s quality, shelf life, and nutritional value. Although, on one hand, ancient conventional methods such as freezing, pasteurization, canning, and chemical methods have the potential to lengthen the shelf life of edible substances, but on the other hand, they can deteriorate its nutritional value as well. Present research focuses on the identification of promising bacteriocins against Pseudomonas fragi via subtractive proteomics pipeline as an alternative approach for food preservation. Bacteriocins are small peptides produced by certain microbes to naturally defend themselves by destroying other closely related bacteria residing in their neighborhood. P. fragi lies among the most notable microbes responsible for the elicitation of food spoilage. Due to increasing emergence and prevalence of multidrug resistance bacteria, there is a need to unravel novel drug targets, crucially involved in food decay process. Based on subtractive scrutinization, UDP-N-acetylglucosamine O-acyltransferase (LpxA) was chosen as promising therapeutic protein target that could play a significant role in progression of food spoilage. Subtilosin A, thuricin-CD, and mutacin B-NY266 were found as the most robust inhibitors of LpxA according to the molecular docking assay results. Molecular dynamic simulations and binding energy calculations via MM/PBSA method of LpxA and three top hit docked complexes, i.e., LpxA-subtilosin A, LpxA-thuricin-CD, and LpxA-mutacin B-NY266, revealed stability throughout simulations and ensured that shortlisted bacteriocins had strong affinity for LpxA.
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  • 文章类型: Journal Article
    近年来,由于SARS-CoV-2,人类不得不面对严重的流行病。在快速寻找对抗这种RNA阳性病毒的有效药物时,已经评估了能够通过抑制RNA依赖性RNA聚合酶来终止RNA复制的已经存在的核苷酸/核苷类似物的再利用。在这个过程中,一个有效的贡献是使用了计算机模拟实验,这可以快速评估拟议药物的可能有效性。在这里,我们提出了一个分子动力学研究,以提供深入了解喷昔洛韦的抑制机制,RNA依赖性RNA聚合酶上的核苷酸类似物。除了提出的结果,在这篇文章中,第一次,分子动力学模拟不仅考虑了RNA依赖性RNA聚合酶蛋白,还有它的辅因子(RNA复制的基础)和双链RNA。
    In recent years, humanity has had to face a critical pandemic due to SARS-CoV-2. In the rapid search for effective drugs against this RNA-positive virus, the repurposing of already existing nucleotide/nucleoside analogs able to stop RNA replication by inhibiting the RNA-dependent RNA polymerase enzyme has been evaluated. In this process, a valid contribution has been the use of in silico experiments, which allow for a rapid evaluation of the possible effectiveness of the proposed drugs. Here we propose a molecular dynamic study to provide insight into the inhibition mechanism of Penciclovir, a nucleotide analog on the RNA-dependent RNA polymerase enzyme. Besides the presented results, in this article, for the first time, molecular dynamic simulations have been performed considering not only the RNA-dependent RNA polymerase protein, but also its cofactors (fundamental for RNA replication) and double-strand RNA.
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  • 文章类型: Journal Article
    肝素和硫酸乙酰肝素是重要的糖胺聚糖,可以调节许多重要蛋白质的活性,特别是成纤维细胞生长因子(FGF)家族。由于FGF7(KGF)在组织修复和维持粘膜屏障的完整性方面具有重要作用,重组人角质形成细胞生长因子(rhKGF,palifermin)已被批准用于治疗伤口愈合和口腔。由于肝素在KGF信号通路中起着重要作用,在原子水平上对rhKGF和肝素之间的药物-药物相互作用(DDIs)进行了更详细的研究,并研究了它们在生物学方面的协同作用。尤其是在硅,对于更好地理解DDI是必要的。在这项研究中,研究了rhKGF和低分子量肝素类型(LMWH)之间的DDI。在这方面,使用诸如分子对接和分子动态模拟(MD)的计算方法来完成协同肝素类型对rhKGF的结构和生物稳定性的影响的审查。随后,rhKGF与LMWH相互作用的运动行为是通过主成分分析(PCA)基于特征向量进行评估的。此外,通过分子力学/泊松-玻尔兹曼表面积(MM-BPSA)方法计算了rhKGF-LMWH复合物的结合自由能。结果表明,在100ns模拟期间,rhKGF-idraparinux(-6.9kcal/mol)和rhKGF-肝素(-6.0kcal/mol)复合物具有显着的结合亲和力,并且与rhKGF的结合比与其他LMWH的结合更稳定。然而,为了证实这些药物的疗效,必须进行临床试验。
    Heparin and heparan sulfate are important glycosaminoglycans that can regulate the activities of many vital proteins, especially the fibroblast growth factor (FGF) family. Because FGF7 (KGF) has an important role in tissue repair and maintaining the integrity of the mucosal barrier, recombinant human keratinocyte growth factor (rhKGF, palifermin) has been approved for the treatment of wound healing and oral cavity. Due to heparin plays an important role in the KGF signaling pathway, a more detailed study of the drug-drug interactions (DDIs) between rhKGF and heparin at the atomic level and investigating their synergistic effect on each other in terms of biology, especially in silico, is necessary for a better understanding of DDIs. In this study, DDIs between rhKGF and low-molecular weight heparin types (LMWH) were investigated. In this regard, scrutiny of the influence of the synergistic heparin types on the structure and biostability of rhKGF is accomplished using computational methods such as molecular docking and molecular dynamic simulations (MDs). Subsequently, the motion behavior of rhKGF in interaction with LMWHs was evaluated based on eigenvectors by using principal component analysis (PCA). Also, the binding free energies of rhKGF-LMWH complexes were calculated by the molecular mechanics/Poisson-Boltzmann surface area (MM-BPSA) method. The result showed that rhKGF-idraparinux (-6.9 kcal/mol) and rhKGF-heparin (-6.0 kcal/mol) complexes had significant binding affinity as well as they had a more stable binding to rhKGF than to other LMWH during 100 ns simulation. However, in order to confirm the curative effect of these drugs, clinical trials must be done.
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  • 文章类型: Journal Article
    吴茱萸碱(EVO)和吴茱萸碱(RUT)是传统中草药吴茱萸的主要活性化合物。这里,我们在B3LYP/6-311++G(d,p)密度泛函理论水平。自然人口分析(NPA)收费,前沿分子轨道,分子静电势,并研究了EVO和RUT的化学反应性描述符。此外,分子对接,分子动力学模拟,并分析了EVO和RUT对抗癌靶标拓扑异构酶1(TOP1)的结合自由能,以阐明其抗癌机理。对接结果表明,它们可以通过插入切割的DNA结合位点以形成TOP1-DNA-配体三元复合物来抑制TOP1,提示它们可能是潜在的TOP1抑制剂。分子动力学(MD)模拟评估了TOP1-DNA-配体三元复合物的结合稳定性。结合自由能的计算表明,EVO与TOP1的结合能力强于RUT。这些结果在分子水平上阐明了EVO和RUT的构效关系和抗肿瘤机制。提示EVO和RUT可能是开发新抗癌药物的潜在化合物。
    Evodiamine (EVO) and rutaecarpine (RUT) are the main active compounds of the traditional Chinese medicinal herb Evodia rutaecarpa. Here, we fully optimized the molecular geometries of EVO and RUT at the B3LYP/6-311++G (d, p) level of density functional theory. The natural population analysis (NPA) charges, frontier molecular orbitals, molecular electrostatic potentials, and the chemical reactivity descriptors for EVO and RUT were also investigated. Furthermore, molecular docking, molecular dynamics simulations, and the analysis of the binding free energies of EVO and RUT were carried out against the anticancer target topoisomerase 1 (TOP1) to clarify their anticancer mechanisms. The docking results indicated that they could inhibit TOP1 by intercalating into the cleaved DNA-binding site to form a TOP1−DNA−ligand ternary complex, suggesting that they may be potential TOP1 inhibitors. Molecular dynamics (MD) simulations evaluated the binding stability of the TOP1−DNA−ligand ternary complex. The calculation of binding free energy showed that the binding ability of EVO with TOP1 was stronger than that of RUT. These results elucidated the structure−activity relationship and the antitumor mechanism of EVO and RUT at the molecular level. It is suggested that EVO and RUT may be potential compounds for the development of new anticancer drugs.
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  • 文章类型: Journal Article
    使用药物重新定位和严格的计算建模方法(例如分子对接和分子动力学(MD)模拟,然后进行结合自由能计算),对一组FDA批准的药物评估了SARS-CoV-2靶标。6种FDA批准的药物,包括,Ouabain,洋地黄毒素,地高辛,Proscillaridin,针对四种SARS-CoV-2蛋白-木瓜蛋白酶样蛋白酶(PLpro),筛选了具有良好抗SARS-CoV-2活性的盐霉素和氯硝柳胺,RNA依赖性RNA聚合酶(RdRp),SARS-CoV-2主要蛋白酶(Mpro),和衔接子相关激酶1(AAK1)-试图定义它们有希望的靶标。应用的计算技术表明,与天然蛋白质共结晶抑制剂相比,所有测试的药物都表现出优异的结合模式,得分更高,复合物稳定。Ouabain被认为是PLpro和Mpro酶的双重抑制剂,而Digitoxin与RdRp完美结合。此外,盐霉素靶向PLpro。特别是,与参考药物相比,发现氯硝柳胺以更高的亲和力靶向AAK1。我们的研究为识别或设计新型抗COVID-19药物提供了全面的分子水平见解。
    The SARS-CoV-2 targets were evaluated for a set of FDA-approved drugs using a combination of drug repositioning and rigorous computational modeling methodologies such as molecular docking and molecular dynamics (MD) simulations followed by binding free energy calculations. Six FDA-approved drugs including, Ouabain, Digitoxin, Digoxin, Proscillaridin, Salinomycin and Niclosamide with promising anti-SARS-CoV-2 activity were screened in silico against four SARS-CoV-2 proteins-papain-like protease (PLpro), RNA-dependent RNA polymerase (RdRp), SARS-CoV-2 main protease (Mpro), and adaptor-associated kinase 1 (AAK1)-in an attempt to define their promising targets. The applied computational techniques suggest that all the tested drugs exhibited excellent binding patterns with higher scores and stable complexes compared to the native protein cocrystallized inhibitors. Ouabain was suggested to act as a dual inhibitor for both PLpro and Mpro enzymes, while Digitoxin bonded perfectly to RdRp. In addition, Salinomycin targeted PLpro. Particularly, Niclosamide was found to target AAK1 with greater affinity compared to the reference drug. Our study provides comprehensive molecular-level insights for identifying or designing novel anti-COVID-19 drugs.
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