Computational design

  • 文章类型: Journal Article
    为了适应复杂多变的环境,动物有各种各样的运动形式,这激发了对它们的变形和驱动机制的研究。在本文中,我们提出了一种肌肉驱动软机器人的计算设计方法,以满足所需的变形,旨在模仿自然界中肌肉驱动动物的变形行为。通过输入初始形状和所需形状,本文为软机器人生成了理想的肌肉驱动布局,使其能够紧密地实现所需的变形。利用材料点法(MPM)模拟软介质,以达到任意形状耦合协调变形的效果。该方法有效地搜索对应于各种变形的肌肉布局,并实现各种生物启发机器人的变形行为,包括仿生蛇等软机器人,青蛙,和人类的面孔。实验结果表明,对于仿生蛇形和青蛙形机器人来说,实际变形和模拟变形之间的几何轮廓区域的重叠超过90%,验证了该方法的有效性。此外,生成仿生蛇和人脸软机器人在运动过程中的全局肌肉分布,并通过有效的仿真验证。
    In order to adapt to complex and changing environments, animals have a wide variety of locomotor forms, which has inspired the investigation of their deformation and driving mechanisms. In this paper, we propose a computational design method for muscle-driven soft robots to satisfy desired deformations, aiming to mimic the deformation behavior of muscle-driven animals in nature. By inputting an initial shape and a desired shape, this paper generates the ideal muscle-driven layout for the soft robot so that it can closely realize the desired deformation. The material point method (MPM) is utilized to simulate the soft medium so as to achieve the effect of coupling and coordinated deformation of arbitrary shapes. The method efficiently searches for muscle layouts corresponding to various deformations and realizes the deformation behaviors of a variety of bio-inspired robots, including soft robots such as bionic snakes, frogs, and human faces. Experimental results show that for both the bionic snake and frog soft robots, the overlap of the geometric contour regions between the actual and simulated deformations is more than 90%, which validates the effectiveness of the method. In addition, the global muscle distributions of the bionic snake and human face soft robots during motion are generated and validated by effective simulation.
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  • 文章类型: Journal Article
    将二氧化碳转化为增值化学品仍然是一个巨大的挑战。琥珀酸长期以来一直被认为是顶级的积木化学品之一。这项研究报道了通过电化学和工程大肠杆菌之间的结合将CO2有效地向上循环到琥珀酸中。在这个过程中,合成了Cu-有机骨架催化剂,用于高法拉第效率的电催化CO2转化为乙醇(FE,84.7%)和相对纯度(RP,95wt%)。随后,通过结合计算设计和代谢工程,构建了一种能有效吸收CO2衍生乙醇生产琥珀酸的工程大肠杆菌,琥珀酸滴度达到53.8mM,产量为0.41mol/mol,这是82%的理论产率。这项研究努力将电催化CO2和从CO2衍生乙醇生产琥珀酸的两种有效乙醇合成过程联系起来,通过将二氧化碳转化为乙醇,为生产琥珀酸和其他增值化学品铺平了道路。
    Converting CO2 into value-added chemicals still remains a grand challenge. Succinic acid has long been considered as one of the top building block chemicals. This study reported efficiently upcycling CO2 into succinic acid by combining between electrochemical and engineered Escherichia coli. In this process, the Cu-organic framework catalyst was synthesized for electrocatalytic CO2-to-ethanol conversion with high Faradaic efficiency (FE, 84.7 %) and relative purity (RP, 95 wt%). Subsequently, an engineered E. coli with efficiently assimilating CO2-derived ethanol to produce succinic acid was constructed by combining computational design and metabolic engineering, and the succinic acid titer reached 53.8 mM with the yield of 0.41 mol/mol, which is 82 % of the theoretical yield. This study effort to link the two processes of efficient ethanol synthesis by electrocatalytic CO2 and succinic acid production from CO2-derived ethanol, paving a way for the production of succinic acid and other value-added chemicals by converting CO2 into ethanol.
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  • 文章类型: Journal Article
    目前胰腺癌靶向治疗的有限成功强调了对新治疗方式的迫切需求。减轻这种恶性肿瘤的挑战可以归因于消化器官扩张因子(DEF)。胰腺肿瘤发生中一个关键但未被开发的因子。这项研究使用了体外和体内方法的混合,在理论分析的补充下,提出DEF作为一个有希望的抗肿瘤靶点。临床样品的分析揭示了DEF的高表达与胰腺癌患者的存活率降低相关。至关重要的是,DEF的消耗显著阻碍肿瘤生长。该研究进一步发现DEF与p65结合,使其免受癌细胞中泛素-蛋白酶体途径介导的降解。基于这些发现和计算方法,这项研究制定了一种模拟DEF的肽,肽-031,旨在破坏DEF-p65相互作用。已经在体外和体内证明了肽-031抑制肿瘤增殖的有效性。这项研究揭示了DEF的致癌作用,同时强调了其在胰腺癌中的预后价值和治疗潜力。此外,肽-031是具有有效抗肿瘤作用的有前途的治疗剂。
    The limited success of current targeted therapies for pancreatic cancer underscores an urgent demand for novel treatment modalities. The challenge in mitigating this malignancy can be attributed to the digestive organ expansion factor (DEF), a pivotal yet underexplored factor in pancreatic tumorigenesis. The study uses a blend of in vitro and in vivo approaches, complemented by the theoretical analyses, to propose DEF as a promising anti-tumor target. Analysis of clinical samples reveals that high expression of DEF is correlated with diminished survival in pancreatic cancer patients. Crucially, the depletion of DEF significantly impedes tumor growth. The study further discovers that DEF binds to p65, shielding it from degradation mediated by the ubiquitin-proteasome pathway in cancer cells. Based on these findings and computational approaches, the study formulates a DEF-mimicking peptide, peptide-031, designed to disrupt the DEF-p65 interaction. The effectiveness of peptide-031 in inhibiting tumor proliferation has been demonstrated both in vitro and in vivo. This study unveils the oncogenic role of DEF while highlighting its prognostic value and therapeutic potential in pancreatic cancer. In addition, peptide-031 is a promising therapeutic agent with potent anti-tumor effects.
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  • 文章类型: Journal Article
    二硫化碳(CS2)是一种环境污染物,这对长期或急性暴露的工人来说是致命的危险。然而,CS2的毒性机制尚不清楚,由于生物相容性供体的稀缺性,它可以在细胞中释放CS2。在这里,我们基于中离子1,3-噻唑5-硫醇盐(TAT)和应变环辛炔外切BCN-OH之间的“点击和释放”反应,开发了第一个生物正交CS2递送系统。我们成功地实现了细胞内CS2的释放,并研究了CS2诱导的肝毒性的原因,包括氧化应激,蛋白毒性应激和铜依赖性细胞死亡。发现CS2与细胞质中的亲核试剂反应后,可以成为绕过铜转运蛋白的铜载体,和额外的铜补充将加剧细胞内稳态的丧失和最终细胞死亡。这些发现启发我们通过在我们的CS2递送系统中引入铜螯合基团来探索CS2与铜结合的抗癌活性。
    Carbon disulfide (CS2) is an environmental contaminant, which is deadly hazardous to the workers under chronic or acute exposure. However, the toxicity mechanisms of CS2 are still unclear due to the scarcity of biocompatible donors, which can release CS2 in cells. Here we developed the first bioorthogonal CS2 delivery system based on the \"click-and-release\" reactions between mesoionic 1,3-thiazolium-5-thiolates (TATs) and strained cyclooctyne exo-BCN-OH. We successfully realized intracellular CS2 release and investigated the causes of CS2-induced hepatotoxicity, including oxidative stress, proteotoxic stress and copper-dependent cell death. It is found that CS2 can be copper vehicles bypassing copper transporters after reacting with nucleophiles in cytoplasm, and extra copper supplementation will exacerbate the loss of homeostasis of cells and ultimately cell death. These findings inspired us to explore the anticancer activity of CS2 in combination with copper by introducing a copper chelating group in our CS2 delivery system.
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  • 文章类型: Journal Article
    烟酰胺腺嘌呤二核苷酸磷酸(NADPH),作为一个众所周知的辅因子,广泛用于大多数酶促氧化还原反应,在工业催化中发挥着重要作用。然而,缺乏有效的NADP与NADPH辅因子再生的可比方法从根本上损害了有效的绿色化学合成。酒精脱氢酶(ADH)酶,允许氧化还原辅因子NADPH的原位再生,具有高比活性和易于副产物分离过程,具有巨大的工业应用潜力和研究关注。因此,本文选择了来自贝氏梭菌的NADP特异性ADH进行工程改造以进行辅因子回收,使用名为蛋白质修复一站式服务(PROSS)的自动算法。突变体CbADH-6M(S24P/G182A/G196A/H222D/S250E/S254R)表现出良好的可溶性和高活性表达,活性为46.3U/mL,比野生型(2.9U/mL)高16倍,和更稳定的蛋白质构象,具有增强的热稳定性:ΔT1/260分钟=3.6°C(孵育60分钟后50%失活的温度)。此外,通过重组大肠杆菌的高细胞密度发酵策略,将CbADH-6M的活性上调至2401.8U/mL,展示其工业潜力。最后,在一些精细的手性芳族醇与另一种从开菲尔乳杆菌(LkADH)中的ADH偶联的合成中,证明了突变酶的NADPH再生的出色效率。
    Nicotinamide adenine dinucleotide phosphate (NADPH), as a well-known cofactor, is widely used in the most of enzymatic redox reactions, playing an important role in industrial catalysis. However, the absence of a comparable method for efficient NADP+ to NADPH cofactor regeneration radically impairs efficient green chemical synthesis. Alcohol dehydrogenase (ADH) enzymes, allowing the in situ regeneration of the redox cofactor NADPH with high specific activity and easy by-product separation process, are provided with great industrial application potential and research attention. Accordingly, herein a NADP+-specific ADH from Clostridium beijerinckii was selected to be engineered for cofactor recycle, using an automated algorithm named Protein Repair One-stop Shop (PROSS). The mutant CbADH-6M (S24P/G182A/G196A/H222D/S250E/S254R) exhibited a favorable soluble and highly active expression with an activity of 46.3 U/mL, which was 16 times higher than the wild type (2.9 U/mL), and a more stable protein conformation with an enhanced thermal stability: Δ T 1 / 2 60 min =  + 3.6 °C (temperature of 50% inactivation after incubation for 60 min). Furthermore, the activity of CbADH-6M was up-graded to 2401.8 U/mL by high cell density fermentation strategy using recombinant Escherichia coli, demonstrating its industrial potential. Finally, the superb efficiency for NADPH regeneration of the mutant enzyme was testified in the synthesis of some fine chiral aromatic alcohols coupling with another ADH from Lactobacillus kefir (LkADH).
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  • 文章类型: Journal Article
    鉴于其出色的效率和选择性,酶在不同的领域是不可或缺的,如药物合成,食品工业,和环境管理。然而,天然酶固有的不稳定性限制了其广泛的工业应用。在这项研究中,我们强调了通过全面的蛋白质设计策略增强蛋白质热稳定性的功效,包括蛋白质折叠的自由能等元素,蛋白质内部的力,和整体结构设计。我们还证明了在醛酮还原酶(AKR7-2-1)的热稳定性设计中组合筛选的效率和精度。在我们的研究中,使用多种计算技术,有策略地将3个单点突变和5个组合突变引入AKR7-2-1.值得注意的是,E12I/S235I突变体显示其解链温度(Tm)显著增加25.4°C。此外,最佳突变体,E12V/S235I,保持其活动的80%,同时实现了Tm的16.8°C升高。值得注意的是,其在50°C下的半衰期增加到野生型的20倍。结构分析表明,这种增强的热稳定性主要是由于环路区域中振荡的减少和内部氢键的增加。用AKR7-2-1取得的有希望的结果表明,我们的策略可以作为提高其他工业酶的热稳定性的有价值的参考。
    Given their outstanding efficiency and selectivity, enzymes are integral in various domains such as drug synthesis, the food industry, and environmental management. However, the inherent instability of natural enzymes limits their widespread industrial application. In this study, we underscore the efficacy of enhancing protein thermal stability through comprehensive protein design strategies, encompassing elements such as the free energy of protein folding, internal forces within proteins, and the overall structural design. We also demonstrate the efficiency and precision of combinatorial screening in the thermal stability design of aldo-keto reductase (AKR7-2-1). In our research, three single-point mutations and five combinatorial mutations were strategically introduced into AKR7-2-1, using multiple computational techniques. Notably, the E12I/S235I mutant showed a significant increase of 25.4 °C in its melting temperature (Tm). Furthermore, the optimal mutant, E12V/S235I, maintained 80 % of its activity while realizing a 16.8 °C elevation in Tm. Remarkably, its half-life at 50 °C was increased to twenty times that of the wild type. Structural analysis indicates that this enhanced thermal stability primarily arises from reduced oscillation in the loop region and increased internal hydrogen bonding. The promising results achieved with AKR7-2-1 demonstrate that our strategy could serve as a valuable reference for enhancing the thermal stability of other industrial enzymes.
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  • 文章类型: Journal Article
    靶向同源寡聚病毒表面蛋白的多价药物,如SARS-CoV-2三聚体刺突(S)蛋白,与单价药物相比,通过在病毒靶标上协同参与多个结合位点,有可能引发更有效和广谱的治疗反应。然而,纳米多价蛋白药物的合理设计和工程仍然缺乏。这里,我们开发了一种计算方法来设计同时与S蛋白的三个受体结合域(RBD)结合的自组装三价微蛋白。这种方法包括四个步骤:结构引导的连接器设计,自组装的分子模拟评价,自组装状态的实验验证,和功能测试。使用这种方法,我们首先设计了具有不同三聚支架和接头的微蛋白miniACE2(MP)的三价构建体,并发现其中一个构建体(MP-5ff)显示出高的三聚效率,良好的构象均匀性,和强大的抗病毒中和活性。其三聚单元(5ff),然后,我们设计了一种三价纳米抗体(Tr67),对主要的Omicron变体表现出有效和广泛的中和活性,包括XBB.1和XBB.1.5。Cryo-EM复合物结构证实Tr67以协同形式稳定地结合OmicronS蛋白的所有三个RBD,将它们锁定在“3-RBD-up”构象中,该构象可以阻断人类受体(ACE2)结合并可能促进免疫清除。因此,我们的方法为针对SARS-CoV-2和其他致命冠状病毒的强效蛋白药物的工程化提供了有效策略.
    Multivalent drugs targeting homo-oligomeric viral surface proteins, such as the SARS-CoV-2 trimeric spike (S) protein, have the potential to elicit more potent and broad-spectrum therapeutic responses than monovalent drugs by synergistically engaging multiple binding sites on viral targets. However, rational design and engineering of nanoscale multivalent protein drugs are still lacking. Here, we developed a computational approach to engineer self-assembling trivalent microproteins that simultaneously bind to the three receptor binding domains (RBDs) of the S protein. This approach involves four steps: structure-guided linker design, molecular simulation evaluation of self-assembly, experimental validation of self-assembly state, and functional testing. Using this approach, we first designed trivalent constructs of the microprotein miniACE2 (MP) with different trimerization scaffolds and linkers, and found that one of the constructs (MP-5ff) showed high trimerization efficiency, good conformational homogeneity, and strong antiviral neutralizing activity. With its trimerization unit (5ff), we then engineered a trivalent nanobody (Tr67) that exhibited potent and broad neutralizing activity against the dominant Omicron variants, including XBB.1 and XBB.1.5. Cryo-EM complex structure confirmed that Tr67 stably binds to all three RBDs of the Omicron S protein in a synergistic form, locking them in the \"3-RBD-up\" conformation that could block human receptor (ACE2) binding and potentially facilitate immune clearance. Therefore, our approach provides an effective strategy for engineering potent protein drugs against SARS-CoV-2 and other deadly coronaviruses.
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  • 文章类型: Journal Article
    β-1,4-内切木聚糖酶是木质纤维素生物质利用过程中木聚糖降解的最关键的水解酶。然而,它在高温和碱性环境中的稳定性和活性差阻碍了它的广泛应用。在这项研究中,使用计算机辅助设计,通过等温压缩性(βT)扰动工程并结合三种热稳定性预测算法(ICPE-TPA),对来自卤化芽孢杆菌S7的BhS7Xyl进行了改进。比活性显著改善的最佳变体,耐热性(70°C),和耐碱性(pH9.0和70°C),R69F/E137M/E145L,比野生型增加4.9倍(1368.6U/mg),温度半衰期增加39.4倍(458.1分钟),和57.6倍的pH半衰期增加(383.1分钟)。此外,将R69F/E137M/E145L应用于农业废料(玉米芯和硬木纸浆)的水解,以有效地获得较高产率的高价值低聚木糖。总的来说,ICPE-TPA策略有可能在极端条件下提高酶的功能性能,以实现木质纤维素生物质的高价值利用。
    β-1,4-Endoxylanase is the most critical hydrolase for xylan degradation during lignocellulosic biomass utilization. However, its poor stability and activity in hot and alkaline environments hinder its widespread application. In this study, BhS7Xyl from Bacillus halodurans S7 was improved using a computer-aided design through isothermal compressibility (βT) perturbation engineering and by combining three thermostability prediction algorithms (ICPE-TPA). The best variant with remarkable improvement in specific activity, heat resistance (70 °C), and alkaline resistance (both pH 9.0 and 70 °C), R69F/E137M/E145L, exhibited a 4.9-fold increase by wild-type in specific activity (1368.6 U/mg), a 39.4-fold increase in temperature half-life (458.1 min), and a 57.6-fold increase in pH half-life (383.1 min). Furthermore, R69F/E137M/E145L was applied to the hydrolysis of agricultural waste (corncob and hardwood pulp) to efficiently obtain a higher yield of high-value xylooligosaccharides. Overall, the ICPE-TPA strategy has the potential to improve the functional performance of enzymes under extreme conditions for the high-value utilization of lignocellulosic biomass.
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  • 文章类型: Journal Article
    在这项工作中,进行了密度泛函理论(DFT)计算以研究一系列过渡金属(Cr,Mn,Fe,Co,Ni,Cu,Zn,Zr,Nb,Ru,Rh,Pd,Ag,Hf,Ta,Os,Ir,和Pt)作为单原子组分引入Ti-BPDC(BPDC=2,2'-联吡啶-5,5'-二羧酸)作为催化剂(M/Ti-BPDC)用于光催化还原CO2。结果表明,Fe/Ti-BPDC由于其较小的极限电位(-0.40V),是将CO2还原为HCOOH的最活跃候选物。Ag,Cr,Mn,Ru,Zr,Nb,Rh,和Cu改性的Ti-BPDC对HCOOH也有活性,因为它们的极限电势适中,尽管这些材料的反应机理不同。大多数研究的催化剂对CO产物的活性和选择性差,因为*COOH/*OCOH中间体的稳定性明显弱于*OCHO/*HCOO物质。*CO在Pd/Ti-BPDC上的中等结合强度是其对CH3OH生成的优异催化活性的原因。进行电子结构分析以揭示在M/Ti-BPDC上将CO2还原为不同产物的活性趋势的起源。计算结果表明,设计单原子金属基MOF催化剂可以有效地调节CO2光还原的活性和选择性。
    In this work, density functional theory (DFT) calculations were conducted to investigate a series of transition metals (Cr, Mn, Fe, Co, Ni, Cu, Zn, Zr, Nb, Ru, Rh, Pd, Ag, Hf, Ta, Os, Ir, and Pt) as single-atom components introduced into Ti-BPDC (BPDC=2,2\'-bipyridine-5,5\'-dicarboxylic acid) as catalysts (M/Ti-BPDC) for the photocatalytic reduction of CO2. The results show that Fe/Ti-BPDC is the most active candidate for CO2 reduction to HCOOH due to its small limiting potential (-0.40 V). Ag, Cr, Mn, Ru, Zr, Nb, Rh, and Cu modified Ti-BPDC are also active to HCOOH since their limiting potentials are moderate although the reaction mechanisms are different across these materials. Most of the studied catalysts show poor activity and selectivity to CO product because the stability of *COOH/*OCOH intermediates is significantly weaker than *OCHO/*HCOO species. The moderate binding strength of *CO on Pd/Ti-BPDC is responsible for its superior catalytic activity toward CH3OH generation. Electronic structural analysis was performed to uncover the origin of the activity trend for CO2 reduction to different products on M/Ti-BPDC. The calculation results indicate that the activity and selectivity of CO2 photoreduction can be effectively tuned by designing single-atom metal-based MOF catalysts.
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  • 文章类型: Journal Article
    表位的有效鉴定对于药物发现和设计至关重要,因为它能够选择最佳表位。扩大铅抗体多样性,和绑定接口的验证。尽管像X射线晶体学这样的高分辨率低通量方法可以准确地确定表位或蛋白质-蛋白质相互作用,它们是耗时的,并且只能应用于有限数量的复合物。为了克服这些限制,我们已经开发了一种快速的计算方法,结合N-连接聚糖来掩盖表位或蛋白质相互作用表面,从而提供这些区域的映射。以人凝血因子IXa(fIXa)为模型系统,我们计算筛选了158个位置并表达了98个变体,以通过实验测试表位定位。我们能够通过以位点选择性方式有效破坏结合的N-连接聚糖的插入来快速且可靠地描绘表位。为了验证我们方法的有效性,我们进行了ELISA实验和高通量酵母表面展示实验。此外,x射线晶体学用于验证结果,从而通过N-连接聚糖的方法概括了表位的粗粒度作图。
    Efficient identification of epitopes is crucial for drug discovery and design as it enables the selection of optimal epitopes, expansion of lead antibody diversity, and verification of binding interface. Although high-resolution low throughput methods like x-ray crystallography can determine epitopes or protein-protein interactions accurately, they are time-consuming and can only be applied to a limited number of complexes. To overcome these limitations, we have developed a rapid computational method that incorporates N-linked glycans to mask epitopes or protein interaction surfaces, thereby providing a mapping of these regions. Using human coagulation factor IXa (fIXa) as a model system, we computationally screened 158 positions and expressed 98 variants to test experimentally for epitope mapping. We were able to delineate epitopes rapidly and reliably through the insertion of N-linked glycans that efficiently disrupted binding in a site-selective manner. To validate the efficacy of our method, we conducted ELISA experiments and high-throughput yeast surface display assays. Furthermore, x-ray crystallography was employed to verify the results, thereby recapitulating through the method of N-linked glycans a coarse-grained mapping of the epitope.
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