MM-GBSA

MM - GBSA
  • 文章类型: Journal Article
    II型跨膜丝氨酸蛋白酶是宿主防御病毒进入和某些癌细胞进展的有效药理学靶标。这些丝氨酸蛋白酶切割病毒刺突蛋白以暴露融合肽用于细胞进入,这对病毒的生命周期至关重要。TMPRSS2抑制剂还可以对抗使用它们进入细胞的呼吸道病毒。我们的研究结合了虚拟筛查,全原子分子动力学,和良好的元动力学模拟识别维琴宁-2,新橙皮苷,柚皮苷,和rhifolin作为有前途的TMPRSS2拮抗剂。对于vicenin-2,新橙皮苷,获得的结合能为-16.3,-15.4,-13.6和-13.8kcal/mol,柚皮苷,和rhifolin分别。RMSD,RMSF,PCA,DCCM,和结合自由能谱也与这些配体在TMPRSS2的活性位点的稳定结合相关。该研究表明,这些分子可能是有希望的铅分子,用于对抗未来冠状病毒和其他呼吸道病毒的爆发。
    Type-II transmembrane serine proteases are effective pharmacological targets for host defence against viral entry and in certain cancer cell progressions. These serine proteases cleave viral spike proteins to expose the fusion peptide for cell entry, which is essential to the life cycle of the virus. TMPRSS2 inhibitors can also fight against respiratory viruses that employ them for cell entry. Our study combining virtual screening, all-atom molecular dynamics, and well-tempered metadynamics simulation identifies vicenin-2, neohesperidin, naringin, and rhoifolin as promising TMPRSS2 antagonists. The binding energies obtained are - 16.3, - 15.4, - 13.6, and - 13.8 kcal/mol for vicenin-2, neohesperidin, naringin, and rhoifolin respectively. The RMSD, RMSF, PCA, DCCM, and binding free energy profiles also correlate with the stable binding of these ligands at the active site of TMPRSS2. The study reveals that these molecules could be promising lead molecules for combating future outbreaks of coronavirus and other respiratory viruses.
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  • 文章类型: Journal Article
    登革热(DF)是一种地方病,已成为全球公共卫生问题。由于NS3蛋白酶-解旋酶对病毒复制的影响,因此它是开发针对DENV(登革病毒)的抗病毒药物的重要靶标。抑制NS3蛋白酶-解旋酶复合物的活性显著抑制与DENV相关的感染。不幸的是,没有科学批准的抗病毒药物来预防它。然而,这项研究已经开发出天然的生物活性分子,可以通过分子对接阻断与DENV感染相关的NS3蛋白酶-解旋酶复合物的活性,MM-GBSA(分子力学-广义出生表面积),和分子动力学(MD)模拟。通过分子对接和MM-GBSA研究,从20种传统药用植物中选择了三百四十二(342)种化合物,并针对NS3蛋白酶-解旋酶蛋白进行了筛选。根据结合亲和力确定了前六种植物化学物质。然后对六种化合物进行药代动力学和毒性分析,我们对三种蛋白质-配体复合物进行了分子动力学模拟,以验证其稳定性。通过计算分析,这项研究揭示了两种选定的天然生物活性抑制剂(CID-440015和CID-7424)作为新型抗登革热药物的潜力.
    Dengue fever (DF) is an endemic disease that has become a public health concern around the globe. The NS3 protease-helicase enzyme is an important target for the development of antiviral drugs against DENV (dengue virus) due to its impact on viral replication. Inhibition of the activity of the NS3 protease-helicase enzyme complex significantly inhibits the infection associated with DENV. Unfortunately, there are no scientifically approved antiviral drugs for its prevention. However, this study has been developed to find natural bioactive molecules that can block the activity of the NS3 protease-helicase enzyme complex associated with DENV infection through molecular docking, MM-GBSA (molecular mechanics-generalized born surface area), and molecular dynamics (MD) simulations. Three hundred forty-two (342) compounds selected from twenty traditional medicinal plants were retrieved and screened against the NS3 protease-helicase protein by molecular docking and MM-GBSA studies, where the top six phytochemicals have been identified based on binding affinities. The six compounds were then subjected to pharmacokinetics and toxicity analysis, and we conducted molecular dynamics simulations on three protein-ligand complexes to validate their stability. Through computational analysis, this study revealed the potential of the two selected natural bioactive inhibitors (CID-440015 and CID-7424) as novel anti-dengue agents.
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  • 文章类型: Journal Article
    阿尔茨海默病(AD)是由淀粉样β(Aβ)肽积累引起的最常见的痴呆类型。人AD脑中Aβ肽的细胞外沉积导致神经元死亡。因此,已经发现Aβ肽降解是AD的可能的治疗靶标。已知CathD分解淀粉样β肽。然而,CathD的结构作用尚不清楚。因此,为了更深入地理解CathD的结构,本计算研究采用虚拟筛选技术预测CathD的活性位点残基和底物结合模式。针对CathD的晶体结构,对来自ZINC数据库的小分子实施基于配体的虚拟筛选。Further,利用分子对接来研究CathD与底物和几乎筛选的抑制剂的结合机制。通过PyRx和AutoDock4.2与CathD受体进行筛选获得的局部化合物和具有最高结合亲和力的化合物被选为;ZINC00601317、ZINC04214975和ZINCC12500925作为我们的首选。疏水性残基Viz.Gly35,Val31,Thr34,Gly128,Ile124和Ala13有助于稳定CathD-配体复合物,这反过来又强调了底物和抑制剂的选择性。Further,MM-GBSA方法已用于计算CathD与所选化合物之间的结合自由能。因此,在这些发现的帮助下,了解CathD的活性位点口袋将是有益的。因此,本研究将有助于确定CathD的活性位点口袋,这可能有利于开发新的AD治疗策略。
    Alzheimer\'s disease (AD) is the most prevalent type of dementia caused by the accumulation of amyloid beta (Aβ) peptides. The extracellular deposition of Aβ peptides in human AD brain causes neuronal death. Therefore, it has been found that Aβ peptide degradation is a possible therapeutic target for AD. CathD has been known to breakdown amyloid beta peptides. However, the structural role of CathD is not yet clear. Hence, for the purpose of gaining a deeper comprehension of the structure of CathD, the present computational investigation was performed using virtual screening technique to predict CathD\'s active site residues and substrate binding mode. Ligand-based virtual screening was implemented on small molecules from ZINC database against crystal structure of CathD. Further, molecular docking was utilised to investigate the binding mechanism of CathD with substrates and virtually screened inhibitors. Localised compounds obtained through screening performed by PyRx and AutoDock 4.2 with CathD receptor and the compounds having highest binding affinities were picked as; ZINC00601317, ZINC04214975 and ZINCC12500925 as our top choices. The hydrophobic residues Viz. Gly35, Val31, Thr34, Gly128, Ile124 and Ala13 help stabilising the CathD-ligand complexes, which in turn emphasises substrate and inhibitor selectivity. Further, MM-GBSA approach has been used to calculate binding free energy between CathD and selected compounds. Therefore, it would be beneficial to understand the active site pocket of CathD with the assistance of these discoveries. Thus, the present study would be helpful to identify active site pocket of CathD, which could be beneficial to develop novel therapeutic strategies for the AD.
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  • 文章类型: Journal Article
    目的:由新型SARS-CoV-2病毒引起的全球大流行强调了对治疗干预措施的迫切需要。靶向病毒的主要蛋白酶(Mpro),对病毒复制至关重要,是一个很有前途的策略。
    目的:本研究旨在发现新型的Mpro抑制剂。
    方法:当前研究确定了五种天然化合物(桃金娘酚B(C1),没药B(C2),儿茶素(C3),槲皮素(C4),通过虚拟筛选和计算方法,对Mpro具有很强的抑制潜力,预测它们的结合效率,并使用体外抑制活性进行验证。在人BJ细胞系上使用MTT测定法检查所选化合物的毒性。
    结果:化合物C1表现出最高的结合亲和力,对接评分为-9.82kcal/mol,Mpro活性位点内强氢键相互作用。微尺度分子动力学模拟证实了化合物在蛋白质的活性口袋中的稳定性和紧密配合,显示出优越的结合相互作用。体外试验验证了它们的抑制作用,C1具有最显著的效力(IC50=2.85μM)。这些化合物在人BJ细胞系中的无毒性质也得到证实,提倡他们的安全形象。
    结论:这些发现强调了结合计算和实验方法来鉴定SARS-CoV-2的潜在先导化合物的有效性,其中C1-C5正在成为针对该病毒的进一步药物开发的有希望的候选药物。
    OBJECTIVE: The global pandemic caused by the novel SARS-CoV-2 virus underscores the urgent need for therapeutic interventions. Targeting the virus\'s main protease (Mpro), crucial for viral replication, is a promising strategy.
    OBJECTIVE: The current study aims to discover novel inhibitors of Mpro.
    METHODS: The current study identified five natural compounds (myrrhanol B (C1), myrrhanone B (C2), catechin (C3), quercetin (C4), and feralolide (C5) with strong inhibitory potential against Mpro through virtual screening and computational methods, predicting their binding efficiencies and validated it using the in-vitro inhibition activity. The selected compound\'s toxicity was examined using the MTT assay on a human BJ cell line.
    RESULTS: Compound C1 exhibited the highest binding affinity, with a docking score of -9.82 kcal/mol and strong hydrogen bond interactions within Mpro\'s active site. A microscale molecular dynamics simulation confirmed the stability and tight fit of the compounds in the protein\'s active pocket, showing superior binding interactions. in vitro assays validated their inhibitory effects, with C1 having the most significant potency (IC50 = 2.85 μM). The non-toxic nature of these compounds in human BJ cell lines was also confirmed, advocating their safety profile.
    CONCLUSIONS: These findings highlight the effectiveness of combining computational and experimental approaches to identify potential lead compounds for SARS-CoV-2, with C1-C5 emerging as promising candidates for further drug development against this virus.
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  • 文章类型: Journal Article
    RNA在许多对细胞生存至关重要的生物过程中发挥着重要作用。并且已经表明,通过靶向RNA的特定序列,可能抑制涉及许多疾病的个体过程。这项工作的目的是确定新的3,9-二取代吖啶衍生物1与三种不同的RNA分子的亲和力,即单链聚(rA),双链均聚物聚(rAU)和三股聚(rUAU)。吸收滴定测定的结果表明,新型衍生物与RNA分子的结合常数在1.7-6.2×104moldm-3的范围内。荧光和圆二色性滴定测定显示出相当大的变化。就解释相互作用的性质而言,最重要的结果是与1复合物中RNA样品的解链温度。在聚(rA)的情况下,变性导致自结构形成;对于聚(rAU)观察到增加的稳定性,而配体-聚(rUAU)复合物的熔点由于相互作用而显示出显着的不稳定。应用分子力学原理提出了结合复合物内的非键合相互作用,五腺苷核糖核苷酸和吖啶配体作为研究模型。初始分子对接为高级模拟技术提供了输入结构。分子动力学模拟和聚类分析揭示了π-π堆积和氢键形成是稳定结合复合物的主要作用力。随后的MM-GBSA计算显示负结合焓伴随着复合物的形成,并提出了相互作用复合物的最优选构象。
    RNA plays an important role in many biological processes which are crucial for cell survival, and it has been suggested that it may be possible to inhibit individual processes involved in many diseases by targeting specific sequences of RNA. The aim of this work is to determine the affinity of novel 3,9-disubstited acridine derivative 1 with three different RNA molecules, namely single stranded poly(rA), double stranded homopolymer poly(rAU) and triple stranded poly(rUAU). The results of the absorption titration assays show that the binding constant of the novel derivative to the RNA molecules was in the range of 1.7-6.2 × 104 mol dm-3. The fluorescence and circular dichroism titration assays revealed considerable changes. The most significant results in terms of interpreting the nature of the interactions were the melting temperatures of the RNA samples in complexes with the 1. In the case of poly(rA), denaturation resulted in a self-structure formation; increased stabilization was observed for poly(rAU), while the melting points of the ligand-poly(rUAU) complex showed significant destabilization as a result of the interaction. The principles of molecular mechanics were applied to propose the non-bonded interactions within the binding complex, pentariboadenylic acid and acridine ligand as the study model. Initial molecular docking provided the input structure for advanced simulation techniques. Molecular dynamics simulation and cluster analysis reveal π - π stacking and the hydrogen bonds formation as the main forces that can stabilize the binding complex. Subsequent MM-GBSA calculations showed negative binding enthalpy accompanied the complex formation and proposed the most preferred conformation of the interaction complex.
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  • 文章类型: Journal Article
    Nucleolin, a multifaceted RNA binding domain protein is overexpressed in various cancers leading to dysfunction of several cellular signaling pathways. Quercetin, a distinctive bioactive molecule, along with its derivatives have shown exclusive physio-chemical properties which makes them appealing choices for drug development, yet their role in targeted cancer therapy is limited. Here, the RBD domain structure of Nucleolin was modeled and stabilized by MD simulations for a period of 1000 ns. Molecular docking was performed to determine the binding capability of ligands with the target. To determine the stability of the ligand inside the binding pocket of the protein, MD simulation was performed for a period of 250 ns each for Quercetin-4\'-o\'-Glucoside, Quercetin_9 and Quercetin complexes. Further, in-vitro studies including cytotoxicity and RT-PCR assays were performed to validate quercetin against Nucleolin. Molecular docking and MD Simulation studies suggested a potential mechanism of interaction of Quercetin-4\'-o\'-Glucoside, Querectin_9 and Quercetin with Nucleolin with the binding free energy of -63.653, -58.86 and -46.9 kcal/mol, respectively. Moreover, Lys 348 and Glu379 were identified as important amino acids in ligand interaction located at the RRM2 motif of Nucleolin. In-vitro studies showed significant downregulation in Nucleolin expression by 15.18 and 2.51-fold at 48h and 72h respectively in MCF-7 cells with Quercetin (IC50 = 160 µM). Our findings suggested the potential role of specific RRM motifs in interaction with natural compounds targeting Nucleolin. This could be an effective strategy in the identification of potential molecules in targeting Nucleolin which can be further explored for developing targeted therapies for breast cancer.Communicated by Ramaswamy H. Sarma.
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  • 文章类型: Journal Article
    SARS-CoV-2的主要蛋白酶(Mpro)在将病毒多蛋白裂解为病毒复制和组装所需的功能蛋白中起着关键作用。使其成为COVID-19的主要药物靶标。众所周知,非竞争性抑制为治疗COVID-19提供了潜在的治疗选择,可以有效降低与其他蛋白质交叉反应的可能性,并增加药物的选择性。因此,发现Mpro的变构位点具有科学和现实意义。在这项研究中,我们探索了两种最近报道的变构抑制剂对Mpro活性的结合特性和抑制过程,pelitinib和AT7519通过X射线筛选实验获得,通过分子动力学(MD)模拟来探索变构机制。我们发现pelitinib和AT7519可以稳定地结合远离活性位点的Mpro。pelitinib和AT7519的结合亲和力估计分别为-24.37±4.14和-26.96±4.05kcal/mol,与正构药物相比相当稳定。此外,强结合导致Mpro催化位点发生明显变化,从而降低基材的可接近性。社区网络分析还验证了pelitinib和AT7519增强了Mpro二聚体的域内和域间交流,导致了刚性的Mpro,这可能会对底物结合产生负面影响。总之,我们的发现为Mpro的两个实验观察到的变构位点提供了详细的工作机制。这些变构位点极大地增强了Mpro的“可药用性”,并代表了开发新的Mpro抑制剂的有吸引力的目标。
    The main proteinase (Mpro) of SARS-CoV-2 plays a critical role in cleaving viral polyproteins into functional proteins required for viral replication and assembly, making it a prime drug target for COVID-19. It is well known that noncompetitive inhibition offers potential therapeutic options for treating COVID-19, which can effectively reduce the likelihood of cross-reactivity with other proteins and increase the selectivity of the drug. Therefore, the discovery of allosteric sites of Mpro has both scientific and practical significance. In this study, we explored the binding characteristics and inhibiting process of Mpro activity by two recently reported allosteric inhibitors, pelitinib and AT7519 which were obtained by the X-ray screening experiments, to probe the allosteric mechanism via molecular dynamic (MD) simulations. We found that pelitinib and AT7519 can stably bind to Mpro far from the active site. The binding affinity is estimated to be -24.37 ± 4.14 and - 26.96 ± 4.05 kcal/mol for pelitinib and AT7519, respectively, which is considerably stable compared with orthosteric drugs. Furthermore, the strong binding caused clear changes in the catalytic site of Mpro, thus decreasing the substrate accessibility. The community network analysis also validated that pelitinib and AT7519 strengthened intra- and inter-domain communication of Mpro dimer, resulting in a rigid Mpro, which could negatively impact substrate binding. In summary, our findings provide the detailed working mechanism for the two experimentally observed allosteric sites of Mpro. These allosteric sites greatly enhance the \'druggability\' of Mpro and represent attractive targets for the development of new Mpro inhibitors.
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  • 文章类型: Journal Article
    当代研究令人信服地表明,G蛋白偶联受体183(GPR183)的上调,由其内源性激动剂精心策划,7α,25-二羟基胆固醇(7α,25-OHC),导致癌症的发展,糖尿病,多发性硬化症,传染性,和炎症性疾病。最近的一项研究揭示了7α的低温EM结构,25-OHC结合的GPR183复合物,为潜在的GPR183抑制剂的计算探索提供了尚未开发的机会,这是我们当前工作的灵感来源。在实验GPR183抑制数据上,使用遗传算法(GA)和多元线性回归(MLR)开发了预测和验证的二维QSAR模型。QSAR研究强调了不同电负性原子等结构特征,季碳原子,和CH2RX片段(X:杂原子)积极影响,而氧原子的存在具有3个拓扑分离,对GPR183抑制活性产生负面影响。真实外部集预测能力的后评估,MLR模型被用来筛选12,449种药库化合物,随后是涉及分子对接的筛选管道,像毒品一样,ADMET,使用深度学习算法进行蛋白质-配体稳定性评估,分子动力学,和分子力学。目前的发现有力地证明了DB05790是氧固醇介导的GPR183过表达的潜在干扰,保证进一步的体外和体内验证。
    Contemporary research has convincingly demonstrated that upregulation of G protein-coupled receptor 183 (GPR183), orchestrated by its endogenous agonist, 7α,25-dihydroxyxcholesterol (7α,25-OHC), leads to the development of cancer, diabetes, multiple sclerosis, infectious, and inflammatory diseases. A recent study unveiled the cryo-EM structure of 7α,25-OHC bound GPR183 complex, presenting an untapped opportunity for computational exploration of potential GPR183 inhibitors, which served as our inspiration for the current work. A predictive and validated two-dimensional QSAR model using genetic algorithm (GA) and multiple linear regression (MLR) on experimental GPR183 inhibition data was developed. QSAR study highlighted that structural features like dissimilar electronegative atoms, quaternary carbon atoms, and CH2RX fragment (X: heteroatoms) influence positively, while the existence of oxygen atoms with a topological separation of 3, negatively affects GPR183 inhibitory activity. Post assessment of true external set prediction capability, the MLR model was deployed to screen 12,449 DrugBank compounds, followed by a screening pipeline involving molecular docking, druglikeness, ADMET, protein-ligand stability assessment using deep learning algorithm, molecular dynamics, and molecular mechanics. The current findings strongly evidenced DB05790 as a potential lead for prospective interference of oxysterol-mediated GPR183 overexpression, warranting further in vitro and in vivo validation.
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  • 文章类型: Journal Article
    蛋白质磷酸化在信号转导中起着重要作用,能够调节细胞活性。死亡相关蛋白激酶1(DAPK1),作为Ser/Thr激酶,与钙调蛋白(CaM)相互作用以调节凋亡和自噬信号。DAPK1在位于自动调节结构域(ARD)的Ser308处的自磷酸化阻断CaM结合并抑制激酶催化活性。然而,Ser308磷酸化(pS308)对DAPK1活性影响的潜在机制尚不清楚.这里,我们表演了多个,微秒长度分子动力学(MD)模拟,分子力学广义Born/表面积(MM-GBSA)结合自由能计算,主成分分析,和动态互相关分析,以解开由pS308在ARD触发的DAPK1-CaM相互作用的构象动力学和变构。MD模拟显示pS308影响DAPK1-CaM复合物的构象稳定性。进一步的能量和结构探索表明,pS308削弱了磷酸化的DAPK1与CaM的缔合,降低了DAPK1被CaM激活的敏感性。该结果可以提供对分子基础的机械见解,通过该分子基础,DAPK1激酶活性受到自磷酸化的调节。由RamaswamyH.Sarma沟通。
    Protein phosphorylation plays an important role in the signal transduction and is capable of regulation of cell activity. The death-associated protein kinase 1 (DAPK1), as a Ser/Thr kinase, interacts with calmodulin (CaM) to regulate apoptotic and autophagic signaling. Autophosphorylation of DAPK1 at Ser308 located at the autoregulatory domain (ARD) blocks CaM binding and inhibits kinase catalytic activity. However, the mechanism underlying the influence of Ser308 phosphorylation (pS308) on the DAPK1 activity remains unclear. Here, we performed multiple, microsecond length molecular dynamics (MD) simulations, the molecular mechanics generalized Born/surface area (MM-GBSA) binding free energy calculations, principal component analysis, and dynamic cross-correlation analysis to unravel the conformational dynamics and allostery of the DAPK1 - CaM interaction triggered by the pS308 at the ARD. MD simulations showed that pS308 affected the conformational stability of the DAPK1 - CaM complex. Further energetic and structural exploration revealed that pS308 weakened the association of the phosphorylated DAPK1 to CaM, which lowered the susceptibility of DAPK1 to be activated by CaM. This result can provide mechanistic insights into the molecular underpinning through which the DAPK1 kinase activity is modulated by the auto-phosphorylation.Communicated by Ramaswamy H. Sarma.
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  • 文章类型: Journal Article
    粘着斑激酶(FAK)是一种至关重要的酶,因为它参与了几个关键作用,这与癌细胞的增殖有关。FAK是癌细胞缓解的典范,粘附和存活,其下调会干扰癌细胞的生长。乳腺癌中FAK的表达升高,肝细胞癌,神经母细胞瘤细胞,证明需要FAK抑制剂作为潜在的治疗方法。根据电脑药物筛选,该研究旨在鉴定潜在的FAK抑制剂。从锌数据库检索的3180个分子,包括生物分子,针对FAK酶(PDB:2ETM)筛选了FDA批准的药物和临床试验中的化合物。最佳51配体的XP对接研究表明,ZINC02033589(水飞蓟素)与FAK的结合良好,对接评分为-10.97kcal/mol,其次是ZINC00518397,-8.23kcal/mol和ZINC03831112-8.07kcal/mol。通过100ns的分子动力学模拟研究和MM-GBSA计算进一步验证了前三种配体与FAK的相互作用。发现ZINC02033589,ZINC00518397和ZINC03831112的结合ΔG分别为-59.09,-45.08和-48.53kcal/mol。这项研究证实了这三种分子中,ZINC02033589显示良好的稳定性和对FAK的结合。这些结果可能会导致潜在的FAK抑制剂实体的发展,这可以通过本研究中确定的分子说服和证实,用于随后的合成和生物活性研究。由RamaswamyH.Sarma沟通。
    Focal adhesion kinase (FAK) is an enzyme of paramount importance as it is involved in several critical roles, which are linked to proliferation of cancer cells. FAK is quintessential for cancer cell mitigation, adhesion and survival, downregulation of which interferes with the growth of cancer cells. The expression of FAK is elevated in breast cancer, hepatocellular carcinomas, neuroblastoma cells, demonstrating the need for FAK inhibitors as a potential treatment. Based on an in silico drug screen, the study aimed to identify potential FAK inhibitors. 3180 molecules retrieved from the Zinc database comprising biogenic molecules, FDA-approved drugs and compounds in clinical trials were screened against the FAK enzyme (PDB:2ETM). The XP docking study of the best 51 ligands revealed that ZINC02033589 (Silymarin) showed good binding to FAK with -10.97 kcal/mol dock score followed by ZINC00518397 with -8.23 kcal/mol and ZINC03831112 - 8.07 kcal/mol. The interactions of the top three ligands with FAK were further validated by molecular dynamic simulation study of 100 ns and MM-GBSA calculations. The ΔG of binding of ZINC02033589, ZINC00518397 and ZINC03831112 was found to be -59.09, -45.08 and -48.53 kcal/mol respectively. The study established the fact that among the three molecules, ZINC02033589 showed good stability and binding towards FAK. These results could usher in the development of potential FAK inhibitor entities, that could be persuaded and substantiated by the molecules identified in this study for subsequent synthetic and bioactivity research studies.Communicated by Ramaswamy H. Sarma.
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