umbrella sampling

伞形取样
  • 文章类型: Journal Article
    在过去的几十年里,糖胺聚糖(GAG)研究对于获得各种生理、病态,以及由GAG分子和不同蛋白质之间的直接相互作用介导的治疗方面。GAG的结构和功能异质性以及它们结合特定蛋白质的能力由GAG的糖组成决定。GAG链的大小,以及硫酸化的程度和模式。深入了解蛋白质-GAG复合物中的相互作用对于解释其生物学功能至关重要。在这项研究中,伞形取样(US)方法用于将GAG配体从结合位点拉出,然后将其拉回。我们分析了三种类型的GAG之间的结合相互作用(肝素,脱硫硫酸乙酰肝素,和硫酸软骨素)与三种不同的蛋白质(碱性成纤维细胞生长因子,酸性成纤维细胞生长因子,和组织蛋白酶K)。我们研究的主要重点是评估美国方法是否能够复制实验获得的结构,以及它对更深入地了解GAG属性有多有用,特别是蛋白质识别特异性和多姿态结合。我们发现GAG天然结合姿势附近的结合自由能景观是复杂的,并且暗示了几种结合姿势的共存。GAG链沿着蛋白质表面的滑动可能是蛋白质识别GAG特定序列的潜在机制。
    In the past few decades, glycosaminoglycan (GAG) research has been crucial for gaining insights into various physiological, pathological, and therapeutic aspects mediated by the direct interactions between the GAG molecules and diverse proteins. The structural and functional heterogeneities of GAGs as well as their ability to bind specific proteins are determined by the sugar composition of the GAG, the size of the GAG chains, and the degree and pattern of sulfation. A deep understanding of the interactions in protein-GAG complexes is essential to explain their biological functions. In this study, the umbrella sampling (US) approach is used to pull away a GAG ligand from the binding site and then pull it back in. We analyze the binding interactions between GAGs of three types (heparin, desulfated heparan sulfate, and chondroitin sulfate) with three different proteins (basic fibroblast growth factor, acidic fibroblast growth factor, and cathepsin K). The main focus of our study was to evaluate whether the US approach is able to reproduce experimentally obtained structures, and how useful it can be for getting a deeper understanding of GAG properties, especially protein recognition specificity and multipose binding. We found that the binding free energy landscape in the proximity of the GAG native binding pose is complex and implies the co-existence of several binding poses. The sliding of a GAG chain along a protein surface could be a potential mechanism of GAG particular sequence recognition by proteins.
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  • 文章类型: Journal Article
    对存在于肠液中的胶束和囊泡的增溶能力的理论预测对于开发新的递送技术和生物利用度的改善是重要的。准确性和计算成本之间的平衡是在不同环境中广泛研究众多化合物的关键因素。在这项研究中,我们旨在确定最佳分子动力学(MD)方案,以评估小分子与由胆汁盐和磷脂组成的胶束的相互作用.MD模拟用于产生三种药物分子的自由能曲线(达那唑,普罗布考,和泼尼松龙)和一个表面活性剂分子(癸酸钠)作为距胶体质心距离的函数。为了应对与此类任务相关的挑战,我们比较了不同的模拟设置,包括自由组装的胶体和预先组织的球形胶束,完全自由能量曲线与只有几个兴趣点,以及粗粒度模型和全原子模型。我们的发现表明,当评估胶束的溶解能力时,结合这些技术对于实现最佳性能和准确性是有利的。将全原子(AA)和粗粒(CG)伞形采样(US)模拟和逐点自由能(FE)计算与其效率进行比较,以计算分析活性药物成分在肠液胶体中的溶解。
    Theoretical predictions of the solubilizing capacity of micelles and vesicles present in intestinal fluid are important for the development of new delivery techniques and bioavailability improvement. A balance between accuracy and computational cost is a key factor for an extensive study of numerous compounds in diverse environments. In this study, we aimed to determine an optimal molecular dynamics (MD) protocol to evaluate small-molecule interactions with micelles composed of bile salts and phospholipids. MD simulations were used to produce free energy profiles for three drug molecules (danazol, probucol, and prednisolone) and one surfactant molecule (sodium caprate) as a function of the distance from the colloid center of mass. To address the challenges associated with such tasks, we compared different simulation setups, including freely assembled colloids versus pre-organized spherical micelles, full free energy profiles versus only a few points of interest, and a coarse-grained model versus an all-atom model. Our findings demonstrate that combining these techniques is advantageous for achieving optimal performance and accuracy when evaluating the solubilization capacity of micelles. All-atom (AA) and coarse-grained (CG) umbrella sampling (US) simulations and point-wise free energy (FE) calculations were compared to their efficiency to computationally analyze the solubilization of active pharmaceutical ingredients in intestinal fluid colloids.
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  • 文章类型: Journal Article
    钙调蛋白(CaM)是一种关键的信号蛋白,可触发细胞内的几种细胞和生理过程。与钙离子结合后,CaM经历从封闭状态到开放状态的大规模构象转变,这促进其与各种靶蛋白的相互作用并调节其活性。这项工作探索了野生型和突变的CaM的能量和结构变异的起源,并探索了它们之间结构差异的分子起源。我们首先使用PDLD/S-LRA/β方法计算了钙对CaM的顺序结合能。这项研究显示与实验钙结合能有很好的相关性。接下来,我们计算了实验报道的野生型CaM和几种突变CaM系统的钙结合能。在结构方面,据实验报道,钙结合的CaM中的某些突变(Q41L-K75I)导致从开放状态到封闭状态的完全构象转变。通过使用平衡分子动力学模拟,自由能计算和接触频率图分析,我们已经表明,形成一簇远程疏水接触,由Q41L-K75ICaM变体发起的是其关闭运动背后的驱动力。这项研究揭示了野生型CaM及其变体中钙离子诱导的构象变化背后的能量学和结构方面。
    Calmodulin (CaM) is a key signaling protein that triggers several cellular and physiological processes inside the cell. Upon binding with calcium ion, CaM undergoes large scale conformational transition from a closed state to an open state that facilitates its interaction with various target protein and regulates their activity. This work explores the origin of the energetic and structural variation of the wild type and mutated CaM and explores the molecular origin for the structural differences between them. We first calculated the sequential calcium binding energy to CaM using the PDLD/S-LRA/β approach. This study  shows a very good correlation with experimental calcium binding energies. Next we calculated the calcium binding energies to the wild type CaM and several mutated CaM systems which were reported experimentally. On the structural aspect, it has been reported experimentally that certain mutation (Q41L-K75I) in calcium bound CaM leads to complete conformational transition from an open to a closed state. By using equilibrium molecular dynamics simulation, free energy calculation and contact frequency map analysis, we have shown that the formation of a cluster of long-range hydrophobic contacts, initiated by the Q41L-K75I CaM variant is the driving force behind its closing motion. This study unravels the energetics and structural aspects behind calcium ion induced conformational changes in wild type CaM and its variant.
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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
    分子动力学(MD)模拟是生物分子研究中用于研究动力学的强大计算工具,能量学,以及各种生物系统在原子水平上的相互作用。GROMACS是一种广泛使用的免费和开源的生物分子MD模拟软件,以其效率而闻名。准确度,和广泛的模拟选项。然而,设置的复杂性,跑步,分析不同系统的MD模拟通常会带来重大挑战,需要相当长的时间,努力,和专业知识。这里,我们介绍CHAPERONG,一种自动化蛋白质和蛋白质-配体系统的GROMACSMD模拟管道的工具。CHAPERONg还与GROMACS模块和第三方工具无缝集成,以提供对MD仿真轨迹的全面分析,提供多达20个仿真后处理和轨迹分析。它还简化和自动化已建立的管道,以通过引导的MD伞式采样工作流程进行和分析有偏差的MD模拟。因此,CHAPERONg使初学者GROMACS用户更容易获得MD模拟,同时使专家能够专注于MD模拟工作流程的数据解释和其他可编程程度较低的方面。CHAPERONG是用Bash和Python编写的,源代码可在https://github.com/abeebyekeen/CHAPERONG免费获得。详细的文档和教程可在专用网页上在线访问通过https://abeebyekeen.com/chaperong-online。
    Molecular dynamics (MD) simulation is a powerful computational tool used in biomolecular studies to investigate the dynamics, energetics, and interactions of a wide range of biological systems at the atomic level. GROMACS is a widely used free and open-source biomolecular MD simulation software recognized for its efficiency, accuracy, and extensive range of simulation options. However, the complexity of setting up, running, and analyzing MD simulations for diverse systems often poses a significant challenge, requiring considerable time, effort, and expertise. Here, we introduce CHAPERONg, a tool that automates the GROMACS MD simulation pipelines for protein and protein-ligand systems. CHAPERONg also integrates seamlessly with GROMACS modules and third-party tools to provide comprehensive analyses of MD simulation trajectories, offering up to 20 post-simulation processing and trajectory analyses. It also streamlines and automates established pipelines for conducting and analyzing biased MD simulations via the steered MD-umbrella sampling workflow. Thus, CHAPERONg makes MD simulations more accessible to beginner GROMACS users whilst empowering experts to focus on data interpretation and other less programmable aspects of MD simulation workflows. CHAPERONg is written in Bash and Python, and the source code is freely available at https://github.com/abeebyekeen/CHAPERONg. Detailed documentation and tutorials are available online at dedicated web pages accessible via https://abeebyekeen.com/chaperong-online.
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  • 文章类型: Journal Article
    通过生物膜的渗透对于药物到达其活性位点是普遍存在的。细胞质膜(PM)的不对称性已被描述为在此过程中起重要作用。在这里,我们描述了同源系列的7-硝基苯并-2-氧杂-1,3-二唑-4-基(NBD)标记的两亲物(NBD-Cn,n=4至16),具有不同组成的脂质双层(1-棕榈酰,2-油酰基-sn-甘油-3-磷酸胆碱(POPC):胆固醇(1:1)和棕榈酰化鞘磷脂(SpM):胆固醇(6:4)),包括不对称的双层。进行了无限制和伞形采样(US)模拟(到双层中心的距离不同)。从US模拟获得NBD-Cn在膜中不同深度处的自由能分布。两亲物在渗透过程中的行为描述了它们的取向,链伸长,和H键与脂质和水分子。还计算了该系列不同两亲物的渗透系数,使用不均匀溶解度-扩散模型(ISDM)。无法获得与从渗透过程的动力学建模获得的值的定量一致性。然而,时间越长,和更疏水的两亲物,当每个两亲物的平衡位置作为参考(ΔG=0)时,ISDM在质量上更好地匹配了沿着同源序列的变化趋势,相比通常选择散装水。
    Permeation through biomembranes is ubiquitous for drugs to reach their active sites. Asymmetry of the cell plasma membrane (PM) has been described as having an important role in this process. Here we describe the interaction of a homologous series of 7-nitrobenz-2-oxa-1,3-diazol-4-yl (NBD)-labeled amphiphiles (NBD-Cn, n = 4 to 16) with lipid bilayers of different compositions (1-palmitoyl, 2-oleoyl-sn-glycero-3-phosphocholine (POPC):cholesterol (1:1) and palmitoylated sphingomyelin (SpM):cholesterol (6:4)), including an asymmetric bilayer. Both unrestrained and umbrella sampling (US) simulations (at varying distances to the bilayer center) were carried out. The free energy profile of NBD-Cn at different depths in the membrane was obtained from the US simulations. The behavior of the amphiphiles during the permeation process was described regarding their orientation, chain elongation, and H-bonding to lipid and water molecules. Permeability coefficients were also calculated for the different amphiphiles of the series, using the inhomogeneous solubility-diffusion model (ISDM). Quantitative agreement with values obtained from kinetic modeling of the permeation process could not be obtained. However, for the longer, and more hydrophobic amphiphiles, the variation trend along the homologous series was qualitatively better matched by the ISDM when the equilibrium location of each amphiphile was taken as reference (ΔG = 0), compared to the usual choice of bulk water.
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  • 文章类型: Journal Article
    玉米赤霉烯酮(ZEN)是最常见的雌激素真菌毒素之一,主要由镰刀菌属真菌产生,并对动物的健康构成风险。玉米赤霉烯酮水解酶(ZHD)是一种能够将ZEN降解为无毒化合物的重要酶。尽管以前的研究已经研究了ZHD的催化机理,有关其与ZEN动态交互的信息仍然未知。本研究旨在开发一条用于识别ZHD变构途径的管道。使用身份分析,我们确定了hub基因,其序列可以概括蛋白质家族中的一组序列。然后,我们利用神经关系推断(NRI)模型在整个分子动力学模拟中鉴定蛋白质的变构途径。生产运行持续了1微秒,我们使用NRI模型分析了残基139-222的变构途径。我们发现蛋白质的帽结构域在催化过程中打开,像止血带.我们使用伞形采样来模拟配体-蛋白质复合物的动态对接阶段,发现蛋白质呈正方形三明治形状。我们的能源分析,使用分子力学/泊松-玻尔兹曼(广义玻尔兹曼)表面积(MMPBSA)和潜在平均力(PMF)分析,显示差异,分数为-8.45kcal/mol和-1.95kcal/mol,分别。MMPBSA,然而,获得了与上一份报告相似的分数。
    Zearalenone (ZEN) is one of the most prevalent estrogenic mycotoxins, is produced mainly by the Fusarium family of fungi, and poses a risk to the health of animals. Zearalenone hydrolase (ZHD) is an important enzyme capable of degrading ZEN into a non-toxic compound. Although previous research has investigated the catalytic mechanism of ZHD, information on its dynamic interaction with ZEN remains unknown. This study aimed to develop a pipeline for identifying the allosteric pathway of ZHD. Using an identity analysis, we identified hub genes whose sequences can generalize a set of sequences in a protein family. We then utilized a neural relational inference (NRI) model to identify the allosteric pathway of the protein throughout the entire molecular dynamics simulation. The production run lasted 1 microsecond, and we analyzed residues 139-222 for the allosteric pathway using the NRI model. We found that the cap domain of the protein opened up during catalysis, resembling a hemostatic tape. We used umbrella sampling to simulate the dynamic docking phase of the ligand-protein complex and found that the protein took on a square sandwich shape. Our energy analysis, using both molecular mechanics/Poisson-Boltzmann (Generalized-Born) surface area (MMPBSA) and Potential Mean Force (PMF) analysis, showed discrepancies, with scores of -8.45 kcal/mol and -1.95 kcal/mol, respectively. MMPBSA, however, obtained a similar score to that of a previous report.
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  • 文章类型: Journal Article
    伞形采样分子动力学已用于通过对苯二酚β-笼形纳米通道确定不同客体分子的跃迁能,以及它们的温度趋势。该包合物已被证明可以成功包合物不同类型的小气体,具有显着的选择性,因此,它已被提出作为潜在的气体分离和储存介质。这些潜在的客体气体中的大多数可以成功地建模为单个Lennard-Jones球体。然后,为了获得不同潜在客体分子扩散概率的一般观点,对不同的Lennard-Jones参数描述的不同虚拟客体分子进行了比较研究。对于所探索的分子模型特征参数范围,已经获得了过渡能的规则温度趋势。最后,为了在所探索的相空间内定位实际气体的过渡能量值,对不同稀有气体和H2的分子模型进行了重复计算。所呈现的相关性结果允许广泛的插值能力来确定通过所研究的包合物结构的纳米通道存储或扩散的潜在客体分子的跃迁能。
    Umbrella Sampling Molecular Dynamics has been used to determine transition energies for different guest molecules through hydroquinone β-clathrate nanochannels, as well as their temperature trend. This clathrate has been shown to successfully enclathrate different types of small gases with remarkable selectivity, and thus it has been proposed as a potential gas separation and storage medium. Most of these potential guest gases can be successfully modeled as single Lennard-Jones spheres. Then, to obtain a general view of diffusion probabilities for different potential guest molecules, a comparative study for different virtual guest molecules described by different Lennard-Jones parameters has been performed. A regular temperature trend has been obtained for the transition energies for the molecular model characteristic parameter range explored. Finally, to locate the transition energy values of real gases within the space of phases explored, calculations have been repeated for molecular models of different noble gases and H2. The correlation results presented allow a wide interpolation ability for determining the transition energies of potential guest molecules stored or diffusing through the nanochannels of the studied clathrate structure.
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  • 文章类型: Journal Article
    抗微生物肽和淀粉样肽与细胞膜的相互作用是其活性的关键步骤。从澳大利亚两栖动物的皮肤分泌物中获得的uperin家族的肽显示出抗微生物和淀粉样变性。使用全原子分子动力学和伞形采样方法研究了uperin与模型细菌膜的相互作用。发现了两种稳定的肽构型。在绑定状态下,螺旋形式的肽以相对于双层表面平行的方向位于头部基团区的正下方。对于α-螺旋和延伸的非结构化形式的野生型uperin及其丙氨酸突变体,观察到稳定的跨膜构型。平均力的电势表征了肽从水结合到脂质双层并插入膜中的过程,并显示uperin从结合状态到跨膜位置的转变伴随着肽的旋转,并通过4-5kcal/mol的能障。Uperin对膜性质的影响较弱。
    The interaction of antimicrobial and amyloid peptides with cell membranes is a critical step in their activities. Peptides of the uperin family obtained from the skin secretion of Australian amphibians demonstrate antimicrobial and amyloidogenic properties. All-atomic molecular dynamics and an umbrella sampling approach were used to study the interaction of uperins with model bacterial membrane. Two stable configurations of peptides were found. In the bound state, the peptides in helical form were located right under the head group region in parallel orientation with respect to the bilayer surface. Stable transmembrane configuration was observed for wild-type uperin and its alanine mutant in both alpha-helical and extended unstructured forms. The potential of mean force characterized the process of peptide binding from water to the lipid bilayer and its insertion into the membrane, and revealed that the transition of uperins from the bound state to the transmembrane position was accompanied by the rotation of peptides and passes through the energy barrier of 4-5 kcal/mol. Uperins have a weak effect on membrane properties.
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  • 文章类型: Journal Article
    甘露聚糖C-5差向异构酶催化海藻酸盐聚合物中β-d-甘露糖醛酸向α-1-古洛糖醛酸的差向异构化。七种细胞外葡萄固氮菌差向异构酶(AvAlgE1-7)是钙依赖性的,和钙对于它们的碳水化合物结合R-模块的结构完整性是必需的。在A模块的晶体结构中也发现了Ca2,建议发挥结构性作用。在这项研究中,Vinelandii甘露聚糖C-5差向异构酶AvAlgE6的催化A模块的结构用于研究这种Ca2的作用。含钙和不含钙的分子动力学(MD)模拟揭示了结合的Ca2在β-折叠的疏水堆积中的可能重要性。此外,在活性位点发现了一个假定的钙结合位点,表明这种钙在催化中的潜在直接作用。根据文献,在该位点协调钙的两个残基对于活性是必需的。与结合底物的相互作用的MD模拟表明,在该结合位点中钙离子的存在增加了结合强度。Further,使用伞形采样模拟对底物解离途径进行的显式计算表明,当钙存在时,可以在能量上提高解离屏障。本研究揭示了钙在酶促反应的电荷中和第一步中的推定催化作用。除了理解这些酶的分子机制的重要性,这可能对工业海藻酸盐加工中差向异构酶的工程策略产生影响。
    The mannuronan C-5 epimerases catalyze epimerization of β-d-mannuronic acid to α-l-guluronic acid in alginate polymers. The seven extracellular Azotobacter vinelandii epimerases (AvAlgE1-7) are calcium-dependent, and calcium is essential for the structural integrity of their carbohydrate binding R-modules. Ca2+ is also found in the crystal structures of the A-modules, where it is suggested to play a structural role. In this study, the structure of the catalytic A-module of the A. vinelandii mannuronan C-5 epimerase AvAlgE6 is used to investigate the role of this Ca2+. Molecular dynamics (MD) simulations with and without calcium reveal the possible importance of the bound Ca2+ in the hydrophobic packing of β-sheets. In addition, a putative calcium binding site is found in the active site, indicating a potential direct role of this calcium in the catalysis. According to the literature, two of the residues coordinating calcium in this site are essential for the activity. MD simulations of the interaction with bound substrate indicate that the presence of a calcium ion in this binding site increases the binding strength. Further, explicit calculations of the substrate dissociation pathways with umbrella sampling simulations show and energetically higher dissociation barrier when calcium is present. The present study eludes to a putative catalytic role of calcium in the charge neutralizing first step of the enzymatic reaction. In addition to the importance for understanding these enzymes\' molecular mechanisms, this could have implications for engineering strategies of the epimerases in industrial alginate processing.
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