Well-tempered metadynamics

  • 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
    受体酪氨酸激酶(RTK)下游的异源三聚体G蛋白(Gαβγ)的激活是由G蛋白偶联受体(GPCR)和RTK介导的信号传导途径之间公认的串扰。虽然GPCR在Gα的规范激活中充当鸟嘌呤交换因子(GEF),促进GTP的GDP交换,RTK磷酸化诱导Gα活化的机制尚不清楚。最近的实验研究表明,表皮生长因子受体(EGFR),著名的RTK,磷酸化螺旋结构域酪氨酸残基Y154和Y155,并加速Gα蛋白亚型Gαi3的GDP释放。使用回火良好的元动力学和广泛的无偏分子动力学模拟,我们捕获了GDP释放事件,并通过马尔可夫状态模型确定了束缚状态和非束缚状态之间的中间体。除了在域界面处弱化的盐桥,磷酸化诱导螺旋αF的解折叠,这有助于增加铰链区附近的灵活性,促进磷酸化Gαi3中结构域之间更大的距离。尽管磷酸化系统中较大的结构域分离为核苷酸提供了通畅的路径,国内生产总值的加速释放归因于几个保守地区的波动增加,如P-loop,开关1和开关2…总的来说,这项研究提供了对RTK磷酸化诱导的G蛋白激活的原子见解,并确定了参与该过程的特定结构基序。从研究中获得的知识可以为靶向非规范信号传导途径和开发针对与失调的G蛋白信号传导相关的疾病的治疗策略奠定基础。
    Activation of heterotrimeric G-proteins (Gαβγ) downstream to receptor tyrosine kinases (RTKs) is a well-established crosstalk between the signaling pathways mediated by G-protein coupled receptors (GPCRs) and RTKs. While GPCR serves as a guanine exchange factor (GEF) in the canonical activation of Gα that facilitates the exchange of GDP for GTP, the mechanism through which RTK phosphorylations induce Gα activation remains unclear. Recent experimental studies revealed that the epidermal growth factor receptor (EGFR), a well-known RTK, phosphorylates the helical domain tyrosine residues Y154 and Y155 and accelerates the GDP release from the Gαi3, a subtype of Gα-protein. Using well-tempered metadynamics and extensive unbiased molecular dynamics simulations, we captured the GDP release event and identified the intermediates between bound and unbound states through Markov state models. In addition to weakened salt bridges at the domain interface, phosphorylations induced the unfolding of helix αF, which contributed to increased flexibility near the hinge region, facilitating a greater distance between domains in the phosphorylated Gαi3. Although the larger domain separation in the phosphorylated system provided an unobstructed path for the nucleotide, the accelerated release of GDP was attributed to increased fluctuations in several conserved regions like P-loop, switch 1, and switch 2. Overall, this study provides atomistic insights into the activation of G-proteins induced by RTK phosphorylations and identifies the specific structural motifs involved in the process. The knowledge gained from the study could establish a foundation for targeting non-canonical signaling pathways and developing therapeutic strategies against the ailments associated with dysregulated G-protein signaling.
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  • 文章类型: Preprint
    针对大麻素受体1(CB1)的新型精神活性物质(NPS)作为娱乐性滥用药物对社会构成了重大威胁,可以避免发现并具有较高的生理副作用。NPS的这些生理副作用显示与更高的β-抑制蛋白信号传导有关。我们假设NPxxY基序的构象动力学差异导致与经典大麻素相反的NPS的不同下游信号传导。为了比较NPS和经典大麻素结合对NPxxY构象集合的动态影响,我们使用无偏和有偏分子动力学模拟,模拟了来自CB1的NPSMDMB-Fubinaca和经典大麻素HU-210的(非)结合过程。基于过渡的重重方法(TRAM)用于结合多集合模拟,以估算具有纳摩尔亲和力的配体(非)结合过程的过渡速率和基本热力学,在那里获得局部可逆采样更昂贵。我们的分析表明,配体使用相同的途径但通过不同的机制与受体解除结合。进一步的分析揭示了NPS结合CB1的NPxxY基序中更高的构象波动,支持我们的假设。使用基于神经理性推理的变分自动编码器(VAE)进一步验证了观察结果,对于NPS结合的CB1,其显示结合袋残基与NPxxY之间的基于动态变构的相互作用更高。因此,在这项工作中,MD模拟,数据驱动的统计方法,和深度学习指出NPS和经典大麻素的(非)结合和下游信号传导存在显著差异。
    New psychoactive substances (NPS) targeting cannabinoid receptor 1 pose a significant threat to society as recreational abusive drugs that have pronounced physiological side effects. These greater adverse effects compared to classical cannabinoids have been linked to the higher downstream β-arrestin signaling. Thus, understanding the mechanism of differential signaling will reveal important structure-activity relationship essential for identifying and potentially regulating NPS molecules. In this study, we simulate the slow (un)binding process of NPS MDMB-Fubinaca and classical cannabinoid HU-210 from CB1 using multi-ensemble simulation to decipher the effects of ligand binding dynamics on downstream signaling. The transition-based reweighing method is used for the estimation of transition rates and underlying thermodynamics of (un)binding processes of ligands with nanomolar affinities. Our analyses reveal major interaction differences with transmembrane TM7 between NPS and classical cannabinoids. A variational autoencoder-based approach, neural relational inference (NRI), is applied to assess the allosteric effects on intracellular regions attributable to variations in binding pocket interactions. NRI analysis indicate a heightened level of allosteric control of NPxxY motif for NPS-bound receptors, which contributes to the higher probability of formation of a crucial triad interaction (Y7.53-Y5.58-T3.46) necessary for stronger β-arrestin signaling. Hence, in this work, MD simulation, data-driven statistical methods, and deep learning point out the structural basis for the heightened physiological side effects associated with NPS, contributing to efforts aimed at mitigating their public health impact.
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  • 文章类型: Journal Article
    磷酸二酯酶-5(PDE5)负责通过将第二信使分子cGMP水解成5'-GMP来调节其浓度。PDE5与勃起功能障碍和心血管疾病有关。PDE5催化结构域中的底物结合位点被几个动态结构基序(包括α14螺旋,M-loop,和H环),已知通过当前未解析的结构中间体在非活性和活性构象状态之间切换。我们评估了这些结构基序在apo状态和结合变构抑制剂(evodamine)或avanafil时的构象动力学,竞争性抑制剂。我们采用了基于增强采样的复制交换溶质缩放(REST2)方法,主成分分析(PCA),时滞独立成分分析(TICA),分子动力学(MD)模拟,和回火良好的元动力学模拟,以探测这些结构基序的构象变化。我们的结果支持PDE5的调节机制,其中α14螺旋在向内(较低活性)构象和向外(较高活性)构象之间交替,并伴随着α8'和α8'螺旋的折叠/展开H环。当变构抑制剂evodamine与PDE5结合时,优选α14螺旋的向内(非活性)状态,从而防止底物进入催化位点。相比之下,PDE5的竞争性抑制剂通过占据活性位点并伴随着α14螺旋的向外构象的稳定而阻断催化。定义PDE5活化调控的构象动力学将有助于合理设计下一代PDE5活性小分子调节剂。本文受版权保护。保留所有权利。
    Phosphodiesterase-5 (PDE5) is responsible for regulating the concentration of the second messenger molecule cGMP by hydrolyzing it into 5\'-GMP. PDE5 is implicated in erectile dysfunction and cardiovascular diseases. The substrate binding site in the catalytic domain of PDE5 is surrounded by several dynamic structural motifs (including the α14 helix, M-loop, and H-loop) that are known to switch between inactive and active conformational states via currently unresolved structural intermediates. We evaluated the conformational dynamics of these structural motifs in the apo state and upon binding of an allosteric inhibitor (evodiamine) or avanafil, a competitive inhibitor. We employed enhanced sampling-based replica exchange solute scaling (REST2) method, principal component analysis (PCA), time-lagged independent component analysis (tICA), molecular dynamics (MD) simulations, and well-tempered metadynamics simulations to probe the conformational changes in these structural motifs. Our results support a regulatory mechanism for PDE5, where the α14 helix alternates between an inward (lower activity) conformation and an outward (higher activity) conformation that is accompanied by the folding/unfolding of the α8\' and α8″ helices of the H-loop. When the allosteric inhibitor evodiamine is bound to PDE5, the inward (inactive) state of the α14 helix is preferred, thus preventing substrate access to the catalytic site. In contrast, competitive inhibitors of PDE5 block catalysis by occupying the active site accompanied by stabilization of the outward conformation of the α14 helix. Defining the conformational dynamics underlying regulation of PDE5 activation will be helpful in rational design of next-generation small molecules modulators of PDE5 activity.
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  • 文章类型: Journal Article
    胰脂肪酶(PL)是减少饮食脂肪吸收的抗肥胖治疗的重要目标。这里,我们研究了具有实验IC50值的220种PL抑制剂的结合模式,使用分子对接和结合能计算。这些化合物的筛选表明,它们中的大多数结合在PL的催化位点(S1-S2通道)上,少数化合物在PL的非催化位点(S2-S3通道/S1-S3通道)上。这种结合模式可能是由于构象搜索中的结构唯一性或偏差。pIC50值与SP/XP对接分数的强相关性,结合能(ΔGMMGBSA)确保结合姿势更真实。Further,对多酚的每个类别和子类的理解表明,单宁首选非催化位点,其中结合能由于巨大的去溶剂化能而被低估。相比之下,由于与催化残基的强相互作用,大多数类黄酮和呋喃类黄酮具有良好的结合能。虽然评分功能限制了对类黄酮亚类的理解。因此,专注于55种IC50<5µM的强效PL抑制剂,以获得更好的体内疗效。生物活性的预测,药物相似特性,导致了14种生物活性化合物。在100ns分子动力学运行(MD)期间,这些有效的类黄酮和非类黄酮/非多酚PL抑制剂复合物的均方根偏差较低(0.1-0.2nm),以及从MD和良好调节的元动力学获得的结合能,支持与催化位点的强结合。基于生物活性,ADMET属性,有效的PL抑制剂的MD和wt-metaD的结合亲和力数据表明Epiafzelechin3-O-没食子酸酯,SanggenonC,和SanggenofuranA在体内条件下将是有前途的抑制剂。由RamaswamyH.Sarma沟通。
    Pancreatic lipase (PL) is a keen target for anti-obesity therapy that reduces dietary fat absorption. Here, we investigated the binding patterns of 220 PL inhibitors having experimental IC50 values, using molecular docking and binding energy calculations. Screening of these compounds illustrated most of them bound at the catalytic site (S1-S2 channel) and a few compounds are at the non-catalytic site (S2-S3 channel/S1-S3 channel) of PL. This binding pattern could be due to structural uniqueness or bias in conformational search. A strong correlation of pIC50 values with SP/XP docking scores, binding energies (ΔGMMGBSA) assured the binding poses are more true positives. Further, understanding of each class and subclasses of polyphenols indicated tannins preferred non-catalytic site wherein binding energies are underestimated due to huge desolvation energy. In contrast, most of the flavonoids and furan-flavonoids have good binding energies due to strong interactions with catalytic residues. While scoring functions limited the understanding of sub-classes of flavonoids. Hence, focused on 55 potent PL inhibitors of IC50 < 5 µM for better in vivo efficacy. The prediction of bioactivity, drug-likeness properties, led to 14 bioactive compounds. The low root mean square deviation (0.1-0.2 nm) of these potent flavonoids and non-flavonoid/non-polyphenols PL-inhibitor complexes during 100 ns molecular dynamics runs (MD) as well as binding energies obtained from both MD and well-tempered metadynamics, support strong binding to catalytic site. Based on the bioactivity, ADMET properties, and binding affinity data of MD and wt-metaD of potent PL-inhibitors suggests Epiafzelechin 3-O-gallate, Sanggenon C, and Sanggenofuran A shall be promising inhibitors at in vivo conditions.Communicated by Ramaswamy H. Sarma.
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  • 文章类型: Journal Article
    香叶酸胆碱(CAGE)离子液体(ILs)稳定胰岛素,从而帮助其口服递送,而乙醇(EtOH)通过破坏疏水相互作用影响其稳定性。在这项研究中,通过有偏和无偏分子动力学(MD)模拟,可以认识到在CAGEIL和EtOH混合物存在下胰岛素二聚体的稳定机制。这里,使用两个阶参数来研究胰岛素二聚体解离,使用良好的元动力学(WT-MetaD)。发现胰岛素的稳定性被强烈维持,直到EtOH的摩尔分数为0.20。此外,较高浓度的EtOH轻微影响胰岛素的稳定性。此外,香叶酸阴离子与水分子形成更多的氢键相互作用,有助于胰岛素稳定。相反,EtOH的加入使叶酸水介导的H-键合相互作用最小化。此外,香叶酸捕获EtOH分子,从而防止胰岛素和EtOH之间的相互作用。此外,自由能景观(FEL)表明不存在二聚体解离,并且距离R和接触Q的数量存在明显偏差。在0.20摩尔分数的EtOH下,胰岛素的二聚化自由能计算为-16.1kcal/mol。此外,EtOH摩尔分数的增加导致胰岛素稳定性降低。因此,本研究代表CAGEIL,因为有效的胰岛素二聚体在低浓度的EtOH下稳定。
    Choline geranate (CAGE) ionic liquids (ILs) stabilize insulin, thereby aiding its oral delivery, whereas ethanol (EtOH) affects its stability by disrupting the hydrophobic interactions. In this study, cognizance of the stabilization mechanism of insulin dimer in the presence of both CAGE ILs and EtOH mixtures is achieved through biased and unbiased molecular dynamics (MD) simulations. Here, two order parameters are employed to study the insulin dimer dissociation using well-tempered metadynamics (WT-MetaD). The stability of insulin is found to be strongly maintained until a 0.20 mole fraction of EtOH. Besides, higher concentrations of EtOH marginally affect the insulin stability. Moreover, geranate anions form a higher number of H-bonding interactions with water molecules, which aids insulin stabilization. Conversely, the addition of EtOH minimizes the water-mediated H-bonding interactions of geranate. Additionally, geranate traps the EtOH molecules, thereby preventing the interactions between insulin and EtOH. Furthermore, the free energy landscape (FEL) reveals the absence of dimer dissociation along with noticeable deviations in the distances R and the number of contacts Q. The dimerization free energy of insulin was calculated to be -16.1 kcal/mol at a 0.20 mole fraction of EtOH. Moreover, increments in mole fractions of EtOH effectuate a decrease in the insulin stability. Thus, the present study represents CAGE ILs as efficient insulin dimer stabilizes at low concentrations of EtOH.
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  • 文章类型: Journal Article
    使用超分子进行蛋白质功能调节是化学生物学和药物发现中的有效策略。然而,由于蛋白质表面上存在多个结合位点,通过超分子的选择性结合来调节蛋白质功能是具有挑战性的。最近,14-3-3蛋白质的功能,在通过蛋白质-蛋白质相互作用调节细胞内信号通路中起重要作用,已经用超分子镊子调制了,CLR01。然而,镊子分子与14-3-3蛋白的结合机制尚不清楚,这阻碍了针对14-3-3蛋白的新型超分子的开发。在这里,通过良好的元动力学探索了镊子与14-3-3σ(14-3-3蛋白质家族中的同工型)上赖氨酸残基的结合机制。结果表明,蛋白质与超分子之间形成的包合物受动力学和热力学因素的影响。特别是,模拟证实K214可以与镊子形成强结合复合物;计算出的结合自由能为-10.5kcal·mol-1,缔合势垒高度为3.7kcal·mol-1。此外,14-3-3σ上的其他几个赖氨酸残基被镊子识别,这与实验结果一致,虽然只有K214/镊子共结晶。此外,通过探索包合物形成过程中的代表性构象,分析了镊子与所有赖氨酸残基的结合机制。这可能有助于开发基于镊子的新型抑制剂,该镊子通过修饰CLR01对14-3-3蛋白具有更多功能。我们还认为,提出的计算策略可以扩展到理解多结合位点蛋白质与超分子的结合机制,因此,对药物设计有用。
    Using supramolecules for protein function regulation is an effective strategy in chemical biology and drug discovery. However, due to the presence of multiple binding sites on protein surfaces, protein function regulation via selective binding of supramolecules is challenging. Recently, the functions of 14-3-3 proteins, which play an important role in regulating intracellular signaling pathways via protein-protein interactions, have been modulated using a supramolecular tweezer, CLR01. However, the binding mechanisms of the tweezer molecule to 14-3-3 proteins are still unclear, which has hindered the development of novel supramolecules targeting the 14-3-3 proteins. Herein, the binding mechanisms of the tweezer to the lysine residues on 14-3-3σ (an isoform in 14-3-3 protein family) were explored by well-tempered metadynamics. The results indicated that the inclusion complex formed between the protein and supramolecule is affected by both kinetic and thermodynamic factors. In particular, simulations confirmed that K214 could form a strong binding complex with the tweezer; the binding free energy was calculated to be -10.5 kcal·mol-1 with an association barrier height of 3.7 kcal·mol-1. In addition, several other lysine residues on 14-3-3σ were identified as being well-recognized by the tweezer, which agrees with experimental results, although only K214/tweezer was co-crystallized. Additionally, the binding mechanisms of the tweezer to all lysine residues were analyzed by exploring the representative conformations during the formation of the inclusion complex. This could be helpful for the development of new inhibitors based on tweezers with more functions against 14-3-3 proteins via modifications of CLR01. We also believe that the proposed computational strategies can be extended to understand the binding mechanism of multi-binding sites proteins with supramolecules and will, thus, be useful toward drug design.
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  • 文章类型: Journal Article
    非质子溶剂的添加导致在许多关键的水相生物质反应中更高的反应性和选择性。包括果糖酸催化转化为5-羟甲基糠醛(HMF)。某些共溶剂的添加通过关键官能团的优先溶剂化来抑制腐殖质的形成,并且可以改变反应动力学。在这种情况下,一个重要因素是与本体相比,生物质部分附近的水合氢离子(催化剂)的相对稳定性。因为它可以确定其在质子化步骤中的功效。因此,在目前的工作中,在酸性水和水-DMSO混合物中进行HMF(模型产物)和果糖(模型反应物)的分子动力学(MD)模拟,以分析它们与水合氢离子的相互作用。我们表明,DMSO的存在有利于水合氢离子与果糖的相互作用,而对水合氢离子与HMF的相互作用有不利影响。进行了温和的元动力学(WT-MTD)模拟,以确定果糖和HMF附近的水合氢离子的相对稳定性。与本体溶剂相相比,作为溶剂组成的函数。我们发现,与本体溶剂相比,DMSO改善了果糖第一溶剂化壳中水合氢离子的稳定性。另一方面,水合氢离子在HMF附近变得不太稳定,随着DMSO浓度的增加。
    The addition of aprotic solvents results in higher reactivities and selectivities in many key aqueous phase biomass reactions, including the acid-catalyzed conversion of fructose to 5-hydroxyl methyl furfural (HMF). The addition of certain co-solvents inhibits the formation of humins via preferential solvation of key functional groups and can alter reaction kinetics. An important factor in this context is the relative stability of the hydronium ion (the catalyst) in the vicinity of the biomass moiety as compared to that in bulk, as it could determine its efficacy in the protonation step. Hence, in the present work, molecular dynamics (MD) simulations of HMF (the model product) and fructose (the model reactant) in acidic water and water-DMSO mixtures are performed to analyze their interaction with the hydronium ions. We show that the presence of DMSO favors the interaction of the hydronium ion with fructose, whereas it has a detrimental effect on the interaction of hydronium ion with HMF. Well-tempered metadynamics (WT-MTD) simulations are performed to determine the relative stability of the hydronium ion in the immediate vicinity of fructose and HMF, as compared to that in the bulk solvent phase, as a function of solvent composition. We find that DMSO improves the stabilization of the hydronium ions in the first solvation shell of fructose compared to that in the bulk solvent. On the other hand, hydronium ions become less stable in the immediate vicinity of HMF, as the concentration of DMSO increases.
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  • 文章类型: Journal Article
    对于像COVID-19这样的新的和不可预见的疾病,计算药物设计变得越来越重要。在这项研究中,我们提出了一种新的从头计算药物设计和再利用方法,并将其应用于寻找SARS-CoV-2(COVID-19)受体结合域(RBD)的合理候选药物。我们的研究包括三个步骤:在受体周围逐个原子产生新分子,与现有批准和研究药物的结构相似性映射,并基于严格的全原子验证它们与病毒刺突蛋白的结合强度,显式水回火元动力学自由能计算。通过选择病毒刺突蛋白的受体结合域,我们发现我们的一些新分子和一些可再利用的药物与RBD的结合比hACE2更强。为了验证我们的方法,我们还计算了hACE2和RBD的自由能,发现它与实验非常吻合。这些药物库将允许针对特定的流行条件对COVID-19进行战略再利用。
    Computational drug design is increasingly becoming important with new and unforeseen diseases like COVID-19. In this study, we present a new computational de novo drug design and repurposing method and applied it to find plausible drug candidates for the receptor binding domain (RBD) of SARS-CoV-2 (COVID-19). Our study comprises three steps: atom-by-atom generation of new molecules around a receptor, structural similarity mapping to existing approved and investigational drugs, and validation of their binding strengths to the viral spike proteins based on rigorous all-atom, explicit-water well-tempered metadynamics free energy calculations. By choosing the receptor binding domain of the viral spike protein, we showed that some of our new molecules and some of the repurposable drugs have stronger binding to RBD than hACE2. To validate our approach, we also calculated the free energy of hACE2 and RBD, and found it to be in an excellent agreement with experiments. These pool of drugs will allow strategic repurposing against COVID-19 for a particular prevailing conditions.
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  • 文章类型: Journal Article
    核糖开关是存在于RNA中的非编码区中的代谢物感测适体结构域,并且充当基因调控元件。硫胺素焦磷酸盐(TPP)核糖开关已发展成为开发针对许多致病菌的抗生素的新靶标。早期的报道表明,配体分子中焦磷酸基团的修饰可以增强基因表达。在这项工作中,我们已经检查了TPP和两个最近报道的配体的结合亲和力和功效,CH2-TPP,CF2-TPP,使用回火元动力学(WT-MtD)模拟。体外实验实验表明,TPP和CH2-TPP均以相同的程度抑制基因表达。计算的结合能与实验研究很好地相关,并显示了与TPP核糖开关的配体的结合亲和力的相同趋势。均方根波动曲线表明,CH2-TPP和TPP触发了P1和L3区域的较高波动,P1区的这种波动参与了基因调控过程。发现金属离子介导的TPP配体与焦磷酸结合螺旋的接触在基因调控过程中至关重要。模拟结果证实了实验观察,即在配体结合时在不同核糖开关区域中发生的构象变化的作用对于抑制基因表达过程至关重要。这项工作揭示了配体结构的细微变化,该变化可以对配体与核糖开关的结合亲和力和功效产生更大的影响。
    Riboswitches are metabolite sensing aptamer domains present in non-coding regions in RNA and act as gene-regulating elements. Thiamine pyrophosphate (TPP) riboswitch is evolved as a new target for developing antibiotics against many pathogenic bacteria. The earlier reports suggest that the modification of the pyrophosphate group in the ligand molecule can enhance gene expression. In this work, we have examined the binding affinity and efficacy of TPP and two recently reported ligands, CH2-TPP, and CF2-TPP, using Well-tempered metadynamics (WT-MtD) simulations. The experimental in vitro assays show that both TPP and CH2-TPP repress the gene expression to the same extent. The calculated binding energies correlate well with the experimental study and show the same trend of binding affinity of ligands for the TPP riboswitch. The root mean square fluctuation profiles suggest that the CH2-TPP and TPP trigger higher fluctuations in P1 and L3 region, and such fluctuations in the P1 region is involved in the gene regulation process. The metal ion mediated contact of TPP ligand with pyrophosphate binding helix is found to be critical in the gene regulation process. The simulation results corroborate the experimental observations that the role of conformational changes occurring in different riboswitch regions upon ligand binding is essential to repress the gene expression process. This work sheds light on the subtle change in the ligand structure that can induce a more considerable impact on binding affinity and efficacy of ligands with riboswitch.
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