Conformational entropy

构象熵
  • 文章类型: Journal Article
    使用含有残基16-29、17-35和1-73的p53肽评估MDM2和MDMX上的次级p53结合位点的热力学。所有的肽都很大,负热容量(ΔCp),与MDM2和MDMX的主要结合位点中p53残基F19,W23和L26的埋藏一致。对于p5317-35,MDMX比MDM2具有更高的亲和力和更负的ΔCp,这是由于MDMX稳定而不是与次级结合位点的额外相互作用。ΔCp测量显示,WTp53的MDM2无序尾巴抑制了与次要位点的结合,但脯氨酸27变为丙氨酸的更螺旋的突变体却没有抑制。该结果得到全原子分子动力学模拟的支持,表明p53残基30-35从P27A17-35中MDM2的无序尾部移开,并与p5317-35中的该区域直接接触。分子动力学模拟还表明,在MDM2和MDMX中发现的分子内甲硫氨酸-芳族基序在结构上适应于支持与次要位点的多种p53结合模式。ΔCp测量还表明,P27A突变体与MDM2和MDMX的更紧密结合是由于螺旋度增加,这减少了与耦合折叠和结合相关的能量惩罚。我们的结果将有助于设计MDM2和MDMX的选择性p53抑制剂。
    The thermodynamics of secondary p53 binding sites on MDM2 and MDMX were evaluated using p53 peptides containing residues 16-29, 17-35, and 1-73. All the peptides had large, negative heat capacity (ΔCp), consistent with the burial of p53 residues F19, W23, and L26 in the primary binding sites of MDM2 and MDMX. MDMX has a higher affinity and more negative ΔCp than MDM2 for p5317-35, which is due to MDMX stabilization and not additional interactions with the secondary binding site. ΔCp measurements show binding to the secondary site is inhibited by the disordered tails of MDM2 for WT p53 but not a more helical mutant where proline 27 is changed to alanine. This result is supported by all-atom molecular dynamics simulations showing that p53 residues 30-35 turn away from the disordered tails of MDM2 in P27A17-35 and make direct contact with this region in p5317-35. Molecular dynamics simulations also suggest that an intramolecular methionine-aromatic motif found in both MDM2 and MDMX structurally adapts to support multiple p53 binding modes with the secondary site. ΔCp measurements also show that tighter binding of the P27A mutant to MDM2 and MDMX is due to increased helicity, which reduces the energetic penalty associated with coupled folding and binding. Our results will facilitate the design of selective p53 inhibitors for MDM2 and MDMX.
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  • 文章类型: Journal Article
    第一代和第二代临床使用的HIV-1整合酶(IN)链转移抑制剂(INSTIs)是抗逆转录病毒疗法(ART)的关键组成部分,它通过阻断HIV-1复制循环中的整合步骤起作用,该步骤由称为整合体的核蛋白组装催化。然而,甚至对最新临床使用的INSTIs的抵抗也开始出现。发展中的第三代INSTIs,基于萘啶支架,是对抗耐药病毒变体的有希望的候选人。在这些小说中,化合物4f在与HIV-1和密切相关的原型泡沫病毒(PFV)的溶体结合时表现出两种不同的构象,尽管它们的INSTI结合袋具有高度的结构相似性。分子机制和负责这些不同结合模式的关键活性位点残基在密切相关的肠小体仍然难以捉摸。为了解开控制两种不同结合模式的分子决定因素,我们应用了一种新颖的基于分子动力学的自由能方法,该方法利用炼金术途径克服了与在这些囊体中的INSTI结合袋的拥挤环境中配体4f的两种结合构象之间转换相关的采样挑战.计算出的构象自由能成功地概括了两个病毒肠溶体中实验观察到的结合模式偏好。模拟结构的分析表明,观察到的结合模式偏好是由HIV-1和PFV中INSTI结合位点的前部和中央催化子袋中的氨基酸残基差异引起的。对HIV-1和PFV突变体的其他自由能计算表明,虽然两个子袋都有助于结合模式选择,中央子口袋起着更重要的作用。这些结果突出了侧链和溶剂重组的重要性,以及确定配体结合模式的构象熵,并将有助于为开发更有效的INSTIs来对抗耐药病毒变体。
    The first- and second-generation clinically used HIV-1 integrase (IN) strand transfer inhibitors (INSTIs) are key components of antiretroviral therapy (ART), which work by blocking the integration step in the HIV-1 replication cycle that is catalyzed by a nucleoprotein assembly called an intasome. However, resistance to even the latest clinically used INSTIs is beginning to emerge. Developmental third-generation INSTIs, based on naphthyridine scaffolds, are promising candidates to combat drug-resistant viral variants. Among these novel INSTIs, compound 4f exhibits two distinct conformations when binding with intasomes from HIV-1 and the closely related prototype foamy virus (PFV) despite the high structural similarity of their INSTI binding pockets. The molecular mechanism and the key active site residues responsible for these differing binding modes in closely related intasomes remain elusive. To unravel the molecular determinants governing the two distinct binding modes, we applied a novel molecular dynamics-based free energy method that utilizes alchemical pathways to overcome the sampling challenges associated with transitioning between the two bound conformations of ligand 4f within the crowded environments of the INSTI binding pockets in these intasomes. The calculated conformational free energies successfully recapitulate the experimentally observed binding mode preferences in the two viral intasomes. Analysis of the simulated structures suggests that the observed binding mode preferences are caused by amino acid residue differences in both the front and the central catalytic sub-pocket of the INSTI binding site in HIV-1 and PFV. Additional free energy calculations on mutants of HIV-1 and PFV revealed that while both sub-pockets contribute to binding mode selection, the central sub-pocket plays a more important role. These results highlight the importance of both side chain and solvent reorganization, as well as the conformational entropy in determining the ligand binding mode, and will help inform the development of more effective INSTIs for combatting drug-resistant viral variants.
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  • 文章类型: Journal Article
    在这项研究中,我们利用蛋白质残基网络(PRN),使用局部空间模式(LSP)对齐构建,探讨代谢物激活蛋白(CAP)与cAMP序贯结合的动力学行为。我们采用这些PRN的程度中心性来研究亚纳秒级时间尺度上的蛋白质动力学,假设它将反映与热运动相关的CAP熵的变化。我们表明,第一个cAMP的结合导致环核苷酸结合域A(CNBD-A)的稳定性增加和CNBD-B的不稳定,与以前的报告一致,这些报告解释了cAMP结合在熵驱动变形法方面的负协同性。基于LSP的PRN还允许研究中间性中心性,PRN的另一个图论特征,提供对CAP内全球残留物连通性的见解。使用这种方法,我们能够正确鉴定在介导CAP变构相互作用中起关键作用的氨基酸.我们的研究和以前的实验报告之间的协议验证了我们的方法,特别是关于度中心性作为与蛋白质热动力学相关的熵的代理的可靠性。因为基于LSP的PRN可以很容易地扩展到包括有机小分子的动力学,多核苷酸,或其他变构蛋白,这里提出的方法标志着该领域的重大进步,将它们定位为快速的重要工具,成本效益高,熵驱动变构的准确分析和变构热点的识别。
    In this study, we utilize Protein Residue Networks (PRNs), constructed using Local Spatial Pattern (LSP) alignment, to explore the dynamic behavior of Catabolite Activator Protein (CAP) upon the sequential binding of cAMP. We employed the Degree Centrality of these PRNs to investigate protein dynamics on a sub-nanosecond time scale, hypothesizing that it would reflect changes in CAP\'s entropy related to its thermal motions. We show that the binding of the first cAMP led to an increase in stability in the Cyclic-Nucleotide Binding Domain A (CNBD-A) and destabilization in CNBD-B, agreeing with previous reports explaining the negative cooperativity of cAMP binding in terms of an entropy-driven allostery. LSP-based PRNs also allow for the study of Betweenness Centrality, another graph-theoretical characteristic of PRNs, providing insights into global residue connectivity within CAP. Using this approach, we were able to correctly identify amino acids that were shown to be critical in mediating allosteric interactions in CAP. The agreement between our studies and previous experimental reports validates our method, particularly with respect to the reliability of Degree Centrality as a proxy for entropy related to protein thermal dynamics. Because LSP-based PRNs can be easily extended to include dynamics of small organic molecules, polynucleotides, or other allosteric proteins, the methods presented here mark a significant advancement in the field, positioning them as vital tools for a fast, cost-effective, and accurate analysis of entropy-driven allostery and identification of allosteric hotspots.
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  • 文章类型: Journal Article
    正如这里提出的,β-转角在蛋白质自组装中起重要作用。这个紧凑的,四残基基序通过逆转整体链方向显着影响蛋白质构象。转弯是球状蛋白质中的“铰链”。这项新提议扩大了以前的假设,即球状蛋白质部分地通过过滤具有不满意的主链氢键的构象体来解决折叠问题。从而预先组织折叠人口。重述这一假设:不满意的整合者将极大地破坏稳定,将U(n折叠)N(活性)平衡向左移动。如果即使是单个主链极性基团在展开时被溶剂满足,但在折叠时被掩埋而不满足,仅仅是能源惩罚,大约+5千卡/摩尔,几乎可以与室温下蛋白质稳定的全部自由能相媲美。因此,球状蛋白建立在氢键α-螺旋和/或β-折叠链的支架上,可以无限期延长的图案,以段内氢键伙伴为其主链极性基团,没有空间冲突。支架促进蛋白质的氢键网络,and,热力学的必要性,他们合作自我组装。与重复二级结构的元素不同,α-螺旋和β-折叠,四残基β-转角只有一个氢键(从i+3→i),不是合作形成的氢键组装。因此,转弯可以自主形成,并准备通过以促进合作“拉链”的方向和配准将脚手架元件组合在一起来启动脚手架元件的组装。这种自组装机制的总体效果是在热力学可接近的折叠群体中诱导大量的预组织,同时,来减少折叠熵。
    As proposed here, β-turns play an essential role in protein self-assembly. This compact, four-residue motif affects protein conformation dramatically by reversing the overall chain direction. Turns are the \"hinges\" in globular proteins. This new proposal broadens a previous hypothesis that globular proteins solve the folding problem in part by filtering conformers with unsatisfied backbone hydrogen bonds, thereby preorganizing the folding population. Recapitulating that hypothesis: unsatisfied conformers would be dramatically destabilizing, shifting the U(nfolded) ⇌ N(ative) equilibrium far to the left. If even a single backbone polar group is satisfied by solvent when unfolded but buried and unsatisfied when folded, that energy penalty alone, approximately +5 kcal/mol, would rival almost the entire free energy of protein stabilization at room temperature. Consequently, globular proteins are built on scaffolds of hydrogen-bonded α-helices and/or strands of β-sheet, motifs that can be extended indefinitely, with intra-segment hydrogen bond partners for their backbone polar groups and without steric clash. Scaffolds foster a protein-wide hydrogen-bonded network, and, of thermodynamic necessity, they self-assemble cooperatively. Unlike elements of repetitive secondary structure, α-helices and β-sheet, a four-residue β-turn has only a single hydrogen bond (from i + 3 → i), not a cooperatively formed assembly of hydrogen bonds. As such, turns can form autonomously and are poised to initiate assembly of scaffold elements by bringing them together in an orientation and registration that promotes cooperative \"zipping\". The overall effect of this self-assembly mechanism is to induce substantial preorganization in the thermodynamically accessible folding population and, concomitantly, to reduce the folding entropy.
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  • 文章类型: Journal Article
    天然味道/风味增强剂是可能解决调味品过度消费的基本成分。第一次,我们报道透明质酸(HA)可以调节味觉,由味觉化合物之间的动态相互作用控制,粘蛋白,和HA。HA的各种构象影响味觉感知。1090kDaHA的高分子量(Mw)由于其粘度增加而抑制了味觉,这阻碍了Na+渗透到粘蛋白层。低分子量和中等分子量的HA(100kDa,400kDa)可以增强味觉。等温滴定量热分析证实粘蛋白和HA之间更强的结合。它们的相互作用强度随着HA的Mw从8kDa增加到400kDa而增加。具有耗散特性的石英晶体微天平进一步表明,100kDaHA的刚性构象促进了Na与味觉受体的结合,从而增强味觉感知。400kDaHA的柔性构象可能隐藏味觉感受器细胞,减少味道增强。我们的工作推进了对天然粘膜粘附和粘膜渗透聚合物的构象熵的理解,这为它们作为味觉增强剂的潜在用途奠定了基础。
    Natural taste/flavor enhancers are essential ingredients that could potentially address condiments overconsumption. For the first time, we report that hyaluronic acid (HA) could modulate taste perception, governed by the dynamic interactions among taste compounds, mucin, and HA. Various conformations of HA impact taste perception. The high molecular weight (Mw) of 1090 kDa HA inhibits the sense of taste due to its increased viscosity, which hinders the penetration of Na+ into the mucin layer. HA with low and medium Mw (100 kDa, 400 kDa) could enhance taste perception. Isothermal titration calorimetry analysis confirms the stronger binding between mucin and HA. The intensity of their interaction increases as the Mw of HA increases from 8 kDa to 400 kDa. Quartz crystal microbalance with dissipation characterization further indicates that the rigid conformation of 100 kDa HA facilitates the binding of Na+ with taste receptors, thereby enhancing taste perception. The flexible conformation of 400 kDa HA may conceal the taste receptor cells, reducing taste enhancement. Our work advances the understanding of conformational entropy of natural mucoadhesion and mucopenetration polymers, which lays the foundation for their potential use as taste enhancers.
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  • 文章类型: Journal Article
    唾液酸Lewisx中的d-GlcNAc部分(sLex,1)主要用作连接体以将d-Gal和l-Fuc部分定位在生物活性空间取向上。有人假设GlcNAc的NHAc基团推动半乳糖下面的岩藻糖,因此,有助于sLex(1)核心的生物活性构象的稳定。为了检验这个假设,GlcNAc模拟物组成为(R,合成了与岩藻糖部分的连接位置相邻的烷基和芳基取代基取代的R)-1,2-环己烷二醇。为了探索广泛的扩展和空间要求高的R组,采用酶促方法合成3-烷基/芳基-1,2-环己烷二醇(3b-n)。将这些环己二醇衍生物掺入sLex模拟物2b-n中。为了分析亲和力和核心构象的关系,应用了1HNMR结构-报告基团的概念。因此,H-C5Fuc的化学位移被证明是这类sLex模拟物核心预组织程度的敏感指标,因此可用于量化R基团的贡献。
    The d-GlcNAc moiety in sialyl Lewisx (sLex, 1) acts predominantly as a linker to position the d-Gal and the l-Fuc moieties in the bioactive spatial orientation. The hypothesis has been made that the NHAc group of GlcNAc pushes the fucose underneath the galactose and, thus, contributes to the stabilization of the bioactive conformation of the core of sLex (1). To test this hypothesis, GlcNAc mimetics consisting of (R,R)-1,2-cyclohexanediols substituted with alkyl and aryl substituents adjacent to the linking position of the fucose moiety were synthesized. To explore a broad range of extended and spatially demanding R-groups, an enzymatic approach for the synthesis of 3-alkyl/aryl-1,2-cyclohexanediols (3b-n) was applied. These cyclohexanediol derivatives were incorporated into the sLex mimetics 2b-n. For analyzing the relationship of affinity and core conformation, a 1H NMR structural-reporter-group concept was applied. Thus, the chemical shift of H-C5Fuc proved to be a sensitive indicator for the degree of pre-organization of the core of this class of sLex mimetics and therefore could be used to quantify the contribution of the R-groups.
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  • 文章类型: Journal Article
    cAMP依赖性蛋白激酶A(PKA)是典型的真核激酶。催化亚基(PKA-C)结构在AGC激酶家族中高度保守。PKA-C是一种具有动态N叶的双叶酶,具有ATP结合位点和更刚性的螺旋C叶。底物结合凹槽位于两个叶片的界面处。PKA-C的显著特征是核苷酸和底物之间的正结合协同性。一些PKA-C突变导致腺癌的发展,粘液瘤,和其他罕见的肝脏肿瘤.核磁共振波谱显示这些突变破坏了两个叶片之间的变构通讯,导致结合协同性急剧下降。协同性的丧失与底物保真度的变化和对内源性抑制剂PKI的降低的激酶亲和力相关。PKI和激酶调节亚基的抑制序列之间的相似性表明激酶调节的整体机制可能被破坏。我们推测,减少或消除的协同性可能构成PKA-C的正构和变构突变的共同特征,这可能导致失调和疾病。
    The cAMP-dependent protein kinase A (PKA) is the archetypical eukaryotic kinase. The catalytic subunit (PKA-C) structure is highly conserved among the AGC-kinase family. PKA-C is a bilobal enzyme with a dynamic N-lobe, harbouring the Adenosine-5\'-triphosphate (ATP) binding site and a more rigid helical C-lobe. The substrate-binding groove resides at the interface of the two lobes. A distinct feature of PKA-C is the positive binding cooperativity between nucleotide and substrate. Several PKA-C mutations lead to the development of adenocarcinomas, myxomas, and other rare forms of liver tumours. Nuclear magnetic resonance (NMR) spectroscopy shows that these mutations disrupt the allosteric communication between the two lobes, causing a drastic decrease in binding cooperativity. The loss of cooperativity correlates with changes in substrate fidelity and reduced kinase affinity for the endogenous protein kinase inhibitor (PKI). The similarity between PKI and the inhibitory sequence of the kinase regulatory subunits suggests that the overall mechanism of regulation of the kinase may be disrupted. We surmise that a reduced or obliterated cooperativity may constitute a common trait for both orthosteric and allosteric mutations of PKA-C that may lead to dysregulation and disease.
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  • 文章类型: Journal Article
    核磁共振(NMR)研究表明,快速的甲基侧链动力学可以报告熵驱动的变构。然而,NMR的应用主要限于G蛋白偶联受体(GPCR)的超微秒运动机制。我们使用基于13Cε-蛋氨酸化学位移的全局有序参数来测试配体是否会影响热稳定GPCR的快速动力学,神经降压素受体1(NTS1)。我们确定NTS1解决方案集合包括寿命在几个上的子阶段,离散时间尺度。最长寿命的状态反映了在激动剂和反向激动剂结合的晶体结构中捕获的状态,被巨大的能量屏障隔开。我们观察到单个蛋氨酸残基的快速波动,叠加在这些长寿状态上,以快速的程度集体回应,与配体药理学相关的全球动力学。这种方法为根据局部结构和甲基二面角几何形状解释光谱提供了信心。结果表明亚微秒动力学和构象熵在GPCR配体鉴别中的作用。
    Nuclear magnetic resonance (NMR) studies have revealed that fast methyl sidechain dynamics can report on entropically-driven allostery. Yet, NMR applications have been largely limited to the super-microsecond motional regimes of G protein-coupled receptors (GPCRs). We use 13Cε-methionine chemical shift-based global order parameters to test if ligands affect the fast dynamics of a thermostabilized GPCR, neurotensin receptor 1 (NTS1). We establish that the NTS1 solution ensemble includes substates with lifetimes on several, discrete timescales. The longest-lived states reflect those captured in agonist- and inverse agonist-bound crystal structures, separated by large energy barriers. We observe that the rapid fluctuations of individual methionine residues, superimposed on these long-lived states, respond collectively with the degree of fast, global dynamics correlating with ligand pharmacology. This approach lends confidence to interpreting spectra in terms of local structure and methyl dihedral angle geometry. The results suggest a role for sub-microsecond dynamics and conformational entropy in GPCR ligand discrimination.
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  • 文章类型: Journal Article
    人胸苷酸合酶(hTS)对于DNA复制是必需的,因此是癌症的治疗靶标。有效的靶向需要了解该72kDa同二聚体酶的调节机制。这里,我们研究了核苷酸底物的结合协同作用机制。我们采用了灵敏的基于甲基的CPMG和CESTNMR实验,使我们能够鉴定经历分叉线性三态交换的残基。包括apo酶中活性和非活性构象之间的协调转换。非活动状态只填充到~1.3%,这表明构象选择对协同性的贡献是微不足道的。相反,甲基旋转轴顺序参数,由2H横向弛豫率确定,表明酶在底物结合时的硬化是熵驱动协同性的原因。缺乏产物结合和底物与N末端截短的酶结合的硬化,两者都不合作,支持这个想法。此外,在N端截短中缺乏这种硬化表明柔性N端与蛋白质其余部分之间的相互作用,它们受到底物结合的干扰,在协同作用中起着重要作用-一种新的动态变构机制。一起,这些发现对必需酶的底物结合协同性产生了罕见的深入了解。
    Human thymidylate synthase (hTS) is essential for DNA replication and therefore a therapeutic target for cancer. Effective targeting requires knowledge of the mechanism(s) of regulation of this 72 kDa homodimeric enzyme. Here, we investigate the mechanism of binding cooperativity of the nucleotide substrate. We have employed exquisitely sensitive methyl-based CPMG and CEST NMR experiments enabling us to identify residues undergoing bifurcated linear 3-state exchange, including concerted switching between active and inactive conformations in the apo enzyme. The inactive state is populated to only ~1.3%, indicating that conformational selection contributes negligibly to the cooperativity. Instead, methyl rotation axis order parameters, determined by 2H transverse relaxation rates, suggest that rigidification of the enzyme upon substrate binding is responsible for the entropically-driven cooperativity. Lack of the rigidification in product binding and substrate binding to an N-terminally truncated enzyme, both non-cooperative, support this idea. In addition, the lack of this rigidification in the N-terminal truncation indicates that interactions between the flexible N-terminus and the rest of the protein, which are perturbed by substrate binding, play a significant role in the cooperativity-a novel mechanism of dynamic allostery. Together, these findings yield a rare depth of insight into the substrate binding cooperativity of an essential enzyme.
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  • 文章类型: Journal Article
    β-葡萄糖苷酶在第二代生物燃料(2G-biofuel)生产中起着关键作用。对于此应用程序,由于生物反应器上的变性条件,热稳定酶是必需的。随机氨基酸取代已经产生了新的热稳定的β-葡萄糖苷酶,但没有清楚了解它们的分子机制。这里,我们通过不同的分子动力学模拟方法与不同的力场和提交的结果进行各种计算分析,多粘芽孢杆菌GH1β-葡萄糖苷酶通过两点突变E96K(TR1)和M416I(TR2)热稳定的分子基础。不同温度下的平衡分子动力学模拟(EMD),主成分分析(PCA),虚拟对接,元动力学(MetaDy),加速分子动力学(aMD),泊松-玻尔兹曼表面分析,网格不均匀溶剂化理论和菌落方法对构象熵的估计可以收敛到这样的想法,即两种取代所携带的稳定取决于三种经典机制的不同贡献:(i)静电表面稳定;(ii)从溶剂中有效分离疏水核,在溶剂化帽具有能量优势;(iii)移动活性位点环比蛋白质核心的蛋白质动力学分布更高,具有功能和熵的优势。机制i和ii占TR1的主导地位,而在TR2中,机制iii占主导地位。循环A完整性和循环A,C,D,E动力学在这种机制中起着至关重要的作用。热稳定突变体和野生型蛋白与氨基酸共进化网络和来自文献的热稳定热点之间观察到的动态和拓扑变化的比较允许推断这里恢复的机制可以与通过沿着整个家族GH1的不同取代获得的热稳定性有关。我们希望这里讨论的结果和见解可以有助于未来合理的方法来优化β-葡萄糖苷酶的工程,用于工业的2G-生物燃料生产,生物技术,和科学。
    β-glucosidases play a pivotal role in second-generation biofuel (2G-biofuel) production. For this application, thermostable enzymes are essential due to the denaturing conditions on the bioreactors. Random amino acid substitutions have originated new thermostable β-glucosidases, but without a clear understanding of their molecular mechanisms. Here, we probe by different molecular dynamics simulation approaches with distinct force fields and submitting the results to various computational analyses, the molecular bases of the thermostabilization of the Paenibacillus polymyxa GH1 β-glucosidase by two-point mutations E96K (TR1) and M416I (TR2). Equilibrium molecular dynamic simulations (eMD) at different temperatures, principal component analysis (PCA), virtual docking, metadynamics (MetaDy), accelerated molecular dynamics (aMD), Poisson-Boltzmann surface analysis, grid inhomogeneous solvation theory and colony method estimation of conformational entropy allow to converge to the idea that the stabilization carried by both substitutions depend on different contributions of three classic mechanisms: (i) electrostatic surface stabilization; (ii) efficient isolation of the hydrophobic core from the solvent, with energetic advantages at the solvation cap; (iii) higher distribution of the protein dynamics at the mobile active site loops than at the protein core, with functional and entropic advantages. Mechanisms i and ii predominate for TR1, while in TR2, mechanism iii is dominant. Loop A integrity and loops A, C, D, and E dynamics play critical roles in such mechanisms. Comparison of the dynamic and topological changes observed between the thermostable mutants and the wildtype protein with amino acid co-evolutive networks and thermostabilizing hotspots from the literature allow inferring that the mechanisms here recovered can be related to the thermostability obtained by different substitutions along the whole family GH1. We hope the results and insights discussed here can be helpful for future rational approaches to the engineering of optimized β-glucosidases for 2G-biofuel production for industry, biotechnology, and science.
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