MM-GBSA

MM - GBSA
  • 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
    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
    含有主要促进剂超家族结构域的2a(Mfsd2a)是钠依赖性溶血磷脂酰胆碱协同转运蛋白,在维持血脑屏障和神经功能的完整性中起重要作用。Mfsd2a的异常降解通常会导致血脑屏障功能障碍,而Mfsd2a的上调可以恢复神经损伤。据报道,Mfsd2a可以被神经前体细胞表达的发育下调基因42型(NEDD4-2)泛素连接酶特异性识别和泛素化,并最终通过蛋白酶体途径降解。然而,Mfsd2a与NEDD4-2特异性结合的结构基础尚不清楚.在这项工作中,我们将深度学习和分子动力学模拟相结合,获得了高质量的Mfsd2a结构和稳定的Mfsd2a/NEDD4-2-WW3相互作用模型。此外,进行了分子力学广义Born表面积(MM-GBSA)方法和每个残基能量分解研究,以分析主导结合相互作用的关键残基。基于这些结果,我们通过截短Mfsd2a序列设计了三个含有关键残基的肽。其中一个被发现显著抑制Mfsd2a泛素化,在人微血管内皮细胞系中的氧-葡萄糖剥夺(OGD)模型中进一步验证。这项工作为了解Mfsd2a和NEDD4-2相互作用提供了一些新的见解,并可能促进靶向Mfsd2a泛素化的药物的进一步开发。
    Major facilitator superfamily domain-containing 2a (Mfsd2a) is a sodium-dependent lysophosphatidylcholine cotransporter that plays an important role in maintaining the integrity of the blood-brain barrier and neurological function. Abnormal degradation of Mfsd2a often leads to dysfunction of the blood-brain barrier, while upregulation of Mfsd2a can retrieve neurological damage. It has been reported that Mfsd2a can be specifically recognized and ubiquitinated by neural precursor cell-expressed developmentally downregulated gene 4 type 2 (NEDD4-2) ubiquitin ligase and finally degraded through the proteasome pathway. However, the structural basis for the specific binding of Mfsd2a to NEDD4-2 is unclear. In this work, we combined deep learning and molecular dynamics simulations to obtain a Mfsd2a structure with high quality and a stable Mfsd2a/NEDD4-2-WW3 interaction model. Moreover, molecular mechanics generalized Born surface area (MM-GBSA) methods coupled with per-residue energy decomposition studies were carried out to analyze the key residues that dominate the binding interaction. Based on these results, we designed three peptides containing the key residues by truncating the Mfsd2a sequences. One of them was found to significantly inhibit Mfsd2a ubiquitination, which was further validated in an oxygen-glucose deprivation (OGD) model in a human microvascular endothelial cell line. This work provides some new insights into the understanding of Mfsd2a and NEDD4-2 interaction and might promote further development of drugs targeting Mfsd2a ubiquitination.
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  • 文章类型: Journal Article
    琥珀酸脱氢酶抑制剂(SDHI)是一类靶向病原真菌线粒体SDH的杀真菌剂。这里,分子对接,三维定量构效关系(3D-QSAR),和分子动力学(MD)模拟用于指导SDHI创新。进行分子对接以探索SDH及其抑制剂的结合模式。3D-QSAR模型对33种具有抗小麦根瘤菌活性的化合物进行了研究(R.谷物);使用比较分子场分析和比较分子相似性指数分析分析了它们的结构-活性关系。MD模拟用于评估复合物在生理条件下的稳定性,结果与分子对接一致。结合自由能通过分子力学广义出生表面积法计算,结合自由能被分解。结果与生物测定的活性一致,表明范德华和亲脂性相互作用在分子结合过程中贡献最大。之后,在上述分析的指导下,我们设计并合成了12个化合物,生物测定发现,F9对R.cerealis具有活性,EC50值为9.43μg/mL,F4、F5和F9对灰葡萄孢有活性,EC50值为5.80、3.17和1.63μg/mL,分别。它们在吡替氟美芬和噻氟胺的阳性对照之间都显示出良好的活性。我们的研究为有效的SDHI发现提供了新的考虑因素。
    Succinate dehydrogenase inhibitors (SDHIs) are a class of fungicides targeting the pathogenic fungi mitochondrial SDH. Here, molecular docking, three-dimensional quantitative structure-activity relationship (3D-QSAR), and molecular dynamics (MD) simulations were used to guide SDHI innovation. Molecular docking was performed to explore the binding modes of SDH and its inhibitors. 3D-QSAR models were carried out on 33 compounds with activity against Rhizoctonia cerealis (R. cerealis); their structure-activity relationships were analyzed using comparative molecular field analysis and comparative molecular similarity indices analysis. MD simulations were used to assess the stability of the complexes under physiological conditions, and the results were consistent with molecular docking. Binding free energy was calculated through the molecular mechanics generalized born surface area method, and the binding free energy was decomposed. The results are consistent with the activity of bioassay and indicate that van der Waals and lipophilic interactions contribute the most in the molecular binding process. Afterward, we designed and synthesized 12 compounds under the guidance of the above-mentioned analyses, bioassay found that F9 was active against R. cerealis with the EC50 value of 9.43 μg/mL, and F4, F5, and F9 were active against Botrytis cinerea with an EC50 values of 5.80, 3.17, and 1.63 μg/mL, respectively. They all showed good activity between positive controls of pydiflumetofen and thifluzamide. Our study provides new considerations for effective SDHIs discovery.
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  • 文章类型: Journal Article
    背景:ZAP-70(70kDa的ζ链相关蛋白),作为T细胞抗原受体信号传导的关键调节剂,代表了自身免疫性疾病的一个有吸引力的治疗靶标。ZAP-70对人类自身免疫综合征相关R192W突变的机制机制尚不清楚。结果表明,ZAP-70的R192W突变明显影响了N端ITAM-Y2P的构象灵活性。结构分析揭示ZAP-70的R192W突变导致N-末端ITAM-Y2P暴露于溶剂。MM-GBSA结合自由能计算显示R192W突变降低了ITAM-Y2P对ZAP-70突变体的结合亲和力。基于残基的自由能分解进一步揭示了涉及静电相互作用的蛋白质-肽相互作用网络为复合物形成提供了重要贡献。能量不利的残基包括来自ZAP-70的Arg43、Arg192、Tyr240和Lys244以及R192W突变体中来自ITAM-Y2P的Asn301、Leu303、pY304和pY315。我们获得的结果可能有助于理解R192W突变诱导的ZAP-70失活机制。
    方法:在工作中,进行了多重复制分子动力学模拟和分子力学广义Born表面积(MM-GBSA)方法,以揭示R192W突变诱导的ZAP-70双磷酸化ITAM(ITAM-Y2P)介导的失活机制。
    BACKGROUND: ZAP-70 (zeta-chain-associated protein of 70 kDa), serving as a critical regulator for T cell antigen receptor signaling, represents an attractive therapeutic target for autoimmunity disease. How the mechanistical mechanism of ZAP-70 to a human autoimmune syndrome-associated R192W mutation remains unclear. The results indicated that the R192W mutation of ZAP-70 clearly affected the conformational flexibility of the N-terminal ITAM-Y2P. Structural analysis unveiled that the R192W mutation of ZAP-70 caused the exposure of the N-terminal ITAM-Y2P to the solvent. MM-GBSA binding free energy calculations exhibited that the R192W mutation decreased the binding affinity of ITAM-Y2P to the ZAP-70 mutant. Residue-based free energy decomposition further revealed that the protein-peptide interaction networks involving electrostatic interactions provide significant contributions for complex formation. The energy unfavorable residues include Arg43, Arg192, Tyr240, and Lys244 from ZAP-70 and Asn301, Leu303, pY304, and pY315 from ITAM-Y2P in the R192W mutant. Our obtained results may help the understanding of the deactivation mechanism of ZAP-70 induced by the R192W mutation.
    METHODS: In the work, multiple replica molecular dynamics simulations and molecular mechanics-generalized Born surface area (MM-GBSA) method were performed to reveal the doubly phosphorylated ITAMs (ITAM-Y2P)-mediated deactivation mechanism of ZAP-70 induced by the R192W mutation.
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  • 文章类型: Journal Article
    大多数乳腺癌是雌激素受体阳性复发,其稳定速率长达20年,使正常细胞周期失调。Dinaciclib仍在临床试验中,被认为是针对CDK2靶向此类癌症的研究药物。这项研究的主要目的是确定辣木中存在的用于治疗激素受体阳性乳腺癌的CDK-2的潜在抑制剂。为此,计算机技术;分子对接,MM-GBSA和分子动力学模拟用于筛选辣木化合物,并确定其针对CDK-2蛋白靶标的抗癌潜力。在文献报道的36种辣木化合物中,绿原酸(1),槲皮素(2),鞣花酸(3),niazirin(4),山奈酚(5)与靶标显示出良好的亲和力。使用PYMOL软件可视化化合物的相互作用。吸收的轮廓,分布,新陈代谢,使用SWISS和ProToxII网络服务器确定排泄(ADME)和毒性.使用MCF-7癌细胞系体外进行MTT测定以验证辣木叶提取物的抗癌潜力。MTT测定结果显示,在用组分A(石油醚)处理24小时后,Mcf-7细胞的增殖没有显著变化。然而,在200µg/mL剂量的B部分(乙酸乙酯)下观察到显着的抗增殖作用,细胞活力降低至40%。总之,数据表明,所有具有最高负对接得分比参考的化合物可能是潜在的候选细胞周期蛋白依赖性激酶-2(CDK-2)抑制,而鞣花酸,绿原酸和槲皮素是治疗雌激素受体阳性乳腺癌最稳定和最有效的抑制剂,靶向CDK-2。此外,数据表明,需要进一步的研究来确定使用体内模型获得显著抗增殖作用的最佳剂量,以验证我们的计算机模拟分析结果.
    Most of the breast cancers are estrogen receptor-positive recurring with a steady rate of up to 20 years dysregulating the normal cell cycle. Dinaciclib is still in clinical trials and considered as a research drug against such cancers targeting CDK2.The major goal of this study was to identify the potential inhibitors of CDK-2 present in Moringa oleifera for treating hormonal receptor positive breast cancers. For this purpose, in silico techniques; molecular docking, MM-GBSA and molecular dynamics simulations were employed to screen Moringa oleifera compounds and their anticancer potential was determined against CDK-2 protein targets. Among 36 compounds of Moringa oleifera reported in literature, chlorogenic acid (1), quercetin (2), ellagic acid (3), niazirin (4), and kaempferol (5) showed good affinity with the target. The interaction of the compounds was visualized using PYMOL software. The profiles of absorption, distribution, metabolism, excretion (ADME) and toxicity were determined using SWISS and ProTox II webservers. The MTT assay was performed in-vitro using MCF-7 cancer cell lines to validate the anticancer potential of Moringa oleifera leaf extract.MTT assay results revealed no significant change in proliferation of Mcf-7 cells following 24 h treatment with fraction A (petroleum ether). However, significant antiproliferative effect was observed at 200 µg/mL dose of fraction B (ethyl acetate) and cell viability was reduced to 40%.In conclusion, the data suggested that all the compounds with highest negative docking score than the reference could be the potential candidates for cyclin dependent kinase-2 (CDK-2) inhibition while ellagic acid, chlorogenic acid and quercetin being the most stable and potent inhibitors to treat estrogen receptor positive breast cancer targeting CDK-2. Moreover, the data suggested that further investigation is required to determine the optimum dose for significant antiproliferative effects using in-vivo models to validate our findings of in-silico analysis.
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  • 文章类型: Journal Article
    计算机辅助分子建模应用于设计一系列的SpodopterafrugiperdaRyR激动剂。比较分子场分析(CoMFA)和比较分子相似性指数分析(CoMSIA)用于生成3D-QSAR模型。在与S.frugiperda本地人的复合体中进行MD模拟,突变体RyR,和哺乳动物RyR1在生理条件下用于验证详细的结合机制。通过分子力学广义表面积(MM-GBSA)计算的结合自由能解释了关键氨基酸残基在配体-受体结合中的作用。因此,有效地设计和合成了14个新化合物,生物分析表明,化合物A-2和A-3的活性与氯蒽醌相当,LC50值分别为0.27、0.18和0.20mgL-1,对抗S.Frugiperda.大多数目标化合物在0.1mgL-1时也显示出对Mythinmaseparata的良好活性。分子对接和MM-GBSA计算表明A-3与天然和突变的frugiperdaRyRs具有更好的结合能力。
    Computer-aided molecular modeling was applied to design a series of Spodoptera frugiperda RyR agonists. Comparative molecular field analysis (CoMFA) and comparative molecular similarity indices analysis (CoMSIA) were used to generate 3D-QSAR models. MD simulations in the complex with S. frugiperda native, mutant RyR, and mammalian RyR1 under physiological conditions were used to validate the detailed binding mechanism. Binding free energy calculation by molecular mechanics generalized surface area (MM-GBSA) explained the role of key amino acid residues in ligand-receptor binding. Therefore, 14 new compounds were effectively designed and synthesized, and a bioassay indicated that compounds A-2 and A-3 showed comparable activity to that of chloranthraniliprole with LC50 values of 0.27, 0.18, and 0.20 mg L-1, respectively, against S. frugiperda. Most target compounds also displayed good activity against Mythinma separata at 0.1 mg L-1. Molecular docking and MM-GBSA calculations demonstrated that A-3 had a better binding capacity with native and mutant S. frugiperda RyRs.
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  • 文章类型: Journal Article
    热休克蛋白(HSP90)一直是人类疾病治疗药物设计的重要靶点。探索HSP90的构象变化可以为开发靶向HSP90的有效抑制剂提供有用的信息。在这项工作中,进行了多个独立的全原子分子动力学(AAMD)模拟,然后计算了分子力学广义玻恩表面积(MM-GBSA),以探索三种抑制剂(W8Y,W8V,和W8S)到HSP90。动力学分析证实,抑制剂的存在影响结构的灵活性,相关运动,和HSP90的动力学行为。MM-GBSA计算结果表明,GB模型和经验参数的选择对预测结果具有重要影响,并验证了范德华相互作用是决定抑制剂-HSP90结合的主要力量。不同残基对抑制剂-HSP90结合过程的贡献表明,氢键相互作用(HBIs)和疏水相互作用在HSP90抑制剂鉴定中起重要作用。此外,残基L34,N37,D40,A41,D79,I82,G83,M84,F124和T171被认为是抑制剂-HSP90结合的热点,并为与HSP90相关的药物设计提供了重要的靶位点。本研究旨在通过提供基于能量的理论基础,为开发靶向HSP90的有效抑制剂做出贡献。
    The heat shock protein (HSP90) has been an import target of drug design in the treatment of human disease. An exploration of the conformational changes in HSP90 can provide useful information for the development of efficient inhibitors targeting HSP90. In this work, multiple independent all-atom molecular dynamics (AAMD) simulations followed by calculations of the molecular mechanics generalized Born surface area (MM-GBSA) were performed to explore the binding mechanism of three inhibitors (W8Y, W8V, and W8S) to HSP90. The dynamics analyses verified that the presence of inhibitors impacts the structural flexibility, correlated movements, and dynamics behavior of HSP90. The results of the MM-GBSA calculations suggest that the selection of GB models and empirical parameters has important influences on the predicted results and verify that van der Waals interactions are the main forces that determine inhibitor-HSP90 binding. The contributions of separate residues to the inhibitor-HSP90 binding process indicate that hydrogen-bonding interactions (HBIs) and hydrophobic interactions play important roles in HSP90-inhibitor identifications. Moreover, residues L34, N37, D40, A41, D79, I82, G83, M84, F124, and T171 are recognized as hot spots of inhibitor-HSP90 binding and provide significant target sites of for the design of drugs related to HSP90. This study aims to contribute to the development of efficient inhibitors that target HSP90 by providing an energy-based and theoretical foundation.
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  • 文章类型: Journal Article
    β-淀粉样蛋白裂解酶1(BACE1)被认为是治疗阿尔茨海默病(AD)的重要药物设计靶点。在这项研究中,进行了三个单独的分子动力学(MD)模拟和结合自由能的计算,以比较确定BACE1对三种抑制剂的识别机制,60W,954和60X。对MD轨迹的分析表明,三种抑制剂的存在会影响结构稳定性,BACE1的灵活性和内部动力学。通过使用溶剂化相互作用能(SIE)和分子力学广义玻恩表面积(MM-GBSA)方法计算的结合自由能表明,疏水相互作用为抑制剂-BACE1结合提供了决定性的力。基于残基的自由能分解的计算表明,残基L91,D93,S96,V130,Q134,W137,F169和I179的侧链在抑制剂-BACE1结合中起关键作用,为未来治疗AD的药物设计提供了方向。
    β-amyloid cleaving enzyme 1 (BACE1) is regarded as an important target of drug design toward the treatment of Alzheimer\'s disease (AD). In this study, three separate molecular dynamics (MD) simulations and calculations of binding free energies were carried out to comparatively determine the identification mechanism of BACE1 for three inhibitors, 60W, 954 and 60X. The analyses of MD trajectories indicated that the presence of three inhibitors influences the structural stability, flexibility and internal dynamics of BACE1. Binding free energies calculated by using solvated interaction energy (SIE) and molecular mechanics generalized Born surface area (MM-GBSA) methods reveal that the hydrophobic interactions provide decisive forces for inhibitor-BACE1 binding. The calculations of residue-based free energy decomposition suggest that the sidechains of residues L91, D93, S96, V130, Q134, W137, F169 and I179 play key roles in inhibitor-BACE1 binding, which provides a direction for future drug design toward the treatment of AD.
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  • 文章类型: Journal Article
    背景:在SARS-CoV-2的复制中,主要蛋白酶(Mpro/3CLpro)具有重要意义。它在许多新型冠状病毒变异中保守,并且没有已知的人类蛋白酶共享其切割位点。因此,3CLpro是一个理想的目标。在报告中,我们通过工作流程筛选了SARS-CoV-2Mpro的5种潜在抑制剂(1543,2308,3717,5606和9000).MM-GBSA结合自由能的计算表明,五种潜在抑制剂中的三种(1543、2308、5606)对SARS-CoV-2的Mpro具有与X77相似的抑制剂作用。总之,该手稿为Mpro抑制剂的设计奠定了基础。
    方法:在虚拟筛选阶段,我们使用基于结构的虚拟筛选(Qvina2.1)和基于配体的虚拟筛选(AncPhore).在分子动力学模拟部分,我们使用Amber14SB+GAFF力场对复合物进行了100ns的分子动力学模拟(Gromacs2021.5),并根据模拟轨迹进行了MM-GBSA结合自由能计算。
    BACKGROUND: In the replication of SARS-CoV-2, the main protease (Mpro/3CLpro) is significant. It is conserved in a number of novel coronavirus variations, and no known human proteases share its cleavage sites. Therefore, 3CLpro is an ideal target. In the report, we screened five potential inhibitors (1543, 2308, 3717, 5606, and 9000) of SARS-CoV-2 Mpro through a workflow. The calculation of MM-GBSA binding free energy showed that three of the five potential inhibitors (1543, 2308, 5606) had similar inhibitor effects to X77 against Mpro of SARS-CoV-2. In conclusion, the manuscript lays the groundwork for the design of Mpro inhibitors.
    METHODS: In the virtual screening phase, we used structure-based virtual screening (Qvina2.1) and ligand-based virtual screening (AncPhore). In the molecular dynamic simulation part, we used the Amber14SB + GAFF force field to perform molecular dynamic simulation of the complex for 100 ns (Gromacs2021.5) and performed MM-GBSA binding free energy calculation according to the simulation trajectory.
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