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Deep generative priors for biomolecular 3D heterogeneous reconstruction from cryo-EM projections 根据低温电子显微镜投影进行生物分子三维异质重建的深度生成先验。
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-03-02 DOI: 10.1016/j.jsb.2024.108073
Bin Shi , Kevin Zhang , David J. Fleet , Robert A. McLeod , R.J. Dwayne Miller , Jane Y. Howe

Cryo-electron microscopy has become a powerful tool to determine three-dimensional (3D) structures of rigid biological macromolecules from noisy micrographs with single-particle reconstruction. Recently, deep neural networks, e.g., CryoDRGN, have demonstrated conformational and compositional heterogeneity of complexes. However, the lack of ground-truth conformations poses a challenge to assess the performance of heterogeneity analysis methods. In this work, variational autoencoders (VAE) with three types of deep generative priors were learned for latent variable inference and heterogeneous 3D reconstruction via Bayesian inference. More specifically, VAEs with “Variational Mixture of Posteriors” priors (VampPrior-SPR), non-parametric exemplar-based priors (ExemplarPrior-SPR) and priors from latent score-based generative models (LSGM-SPR) were quantitatively compared with CryoDRGN. We built four simulated datasets composed of hypothetical continuous conformation or discrete states of the hERG K + channel. Empirical and quantitative comparisons of inferred latent representations were performed with affine-transformation-based metrics. These models with more informative priors gave better regularized, interpretable factorized latent representations with better conserved pairwise distances, less deformed latent distributions and lower within-cluster variances. They were also tested on experimental datasets to resolve compositional and conformational heterogeneity (50S ribosome assembly, cowpea chlorotic mottle virus, and pre-catalytic spliceosome) with comparable high resolution. Codes and data are available: https://github.com/benjamin3344/DGP-SPR.

冷冻电子显微镜已成为一种强大的工具,可通过单颗粒重建从嘈杂的显微照片中确定刚性生物大分子的三维(3D)结构。最近,深度神经网络(如 CryoDRGN)证明了复合体的构象和组成异质性。然而,由于缺乏真实构象,评估异质性分析方法的性能面临挑战。在这项工作中,通过贝叶斯推理学习了具有三种类型深度生成先验的变分自动编码器(VAE),用于潜在变量推理和异构三维重建。更具体地说,采用 "后验变异混合 "前验(VampPrior-SPR)、基于非参数范例的前验(ExemplarPrior-SPR)和基于潜分生成模型的前验(LSGM-SPR)的自编码器与 CryoDRGN 进行了定量比较。我们建立了四个模拟数据集,由 hERG K+ 通道的假设连续构象或离散状态组成。使用基于仿射变换的指标对推断出的潜在表征进行了经验和定量比较。这些具有更多信息先验的模型给出了更好的正则化、可解释的因子化潜在表征,具有更好的保守配对距离、更小的变形潜在分布和更低的簇内方差。这些模型还在实验数据集上进行了测试,以解决组成和构象异质性问题(50S 核糖体组装、豇豆枯萎斑驳病毒和催化前剪接体),分辨率相当高。代码和数据见:https://github.com/benjamin3344/DGP-SPR。
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引用次数: 0
Tropomyosin induces the synthesis of magnesian calcite in sea urchin spines 从海胆棘突中确定的肌球蛋白合成含镁方解石的过程。
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-03-01 DOI: 10.1016/j.jsb.2024.108074
Yugo Kato , Woosuk Ha , Zehua Zheng , Lumi Negishi , Jun Kawano , Yoshihisa Kurita , Hitoshi Kurumizaka , Michio Suzuki

Calcium carbonate is present in many biominerals, including in the exoskeletons of crustaceans and shells of mollusks. High Mg-containing calcium carbonate was synthesized by high temperatures, high pressures or high molecular organic matter. For example, biogenic high Mg-containing calcite is synthesized under strictly controlled Mg concentration at ambient temperature and pressure. The spines of sea urchins consist of calcite, which contain a high percentage of magnesium. In this study, we investigated the factors that increase the magnesium content in calcite from the spines of the sea urchin, Heliocidaris crassispina. X-ray diffraction and inductively coupled plasma mass spectrometry analyses showed that sea urchin spines contain about 4.8% Mg. The organic matrix extracted from the H. crassispina spines induced the crystallization of amorphous phase and synthesis of magnesium-containing calcite, while amorphous was synthesized without SUE (sea urchin extract). In addition, aragonite was synthesized by SUE treated with protease-K. HC tropomyosin was specifically incorporated into Mg precipitates. Recombinant HC-tropomyosin induced calcite contained 0.1–2.5% Mg synthesis. Western blotting of sea urchin spine extracts confirmed that HC tropomyosin was present in the purple sea urchin spines at a protein weight ratio of 1.5%. These results show that HC tropomyosin is one factor that increases the magnesium concentration in the calcite of H. crassispina spines.

碳酸钙存在于许多生物矿物中,包括甲壳类动物的外骨骼和软体动物的外壳。高含镁碳酸钙是通过高温、高压或高分子有机物合成的。例如,生物源高含镁方解石是在严格控制镁浓度的环境温度和压力下合成的。海胆的刺由方解石组成,其中含镁比例较高。在这项研究中,我们探讨了增加海胆刺方解石中镁含量的因素。X 射线衍射和电感耦合等离子体质谱分析表明,海胆刺中的镁含量约为 4.8%。从 H. crassispina 刺中提取的有机基质诱导了无定形相的结晶和含镁方解石的合成,而无 SUE 则合成了无定形相。此外,经蛋白酶-K 处理的 SUE 可合成文石。HC 肌钙蛋白被特异性地结合到镁沉淀物中。重组 HC-肌球蛋白诱导的方解石含有 0.1-2.5%的镁合成物。海胆脊柱提取物的 Western 印迹证实,紫色海胆脊柱中存在 HC 肌球蛋白,蛋白质重量比为 1.5%。这些结果表明,HC 滋养肌球蛋白是增加 H. crassispina 刺方解石中镁浓度的一个因素。
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引用次数: 0
Miffi: Improving the accuracy of CNN-based cryo-EM micrograph filtering with fine-tuning and Fourier space information Miffi:利用微调和傅立叶空间信息提高基于 CNN 的低温电子显微图像过滤精度
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-29 DOI: 10.1016/j.jsb.2024.108072
Da Xu, Nozomi Ando

Efficient and high-accuracy filtering of cryo-electron microscopy (cryo-EM) micrographs is an emerging challenge with the growing speed of data collection and sizes of datasets. Convolutional neural networks (CNNs) are machine learning models that have been proven successful in many computer vision tasks, and have been previously applied to cryo-EM micrograph filtering. In this work, we demonstrate that two strategies, fine-tuning models from pretrained weights and including the power spectrum of micrographs as input, can greatly improve the attainable prediction accuracy of CNN models. The resulting software package, Miffi, is open-source and freely available for public use (https://github.com/ando-lab/miffi).

随着数据收集速度的加快和数据集规模的扩大,对冷冻电子显微镜(cryo-EM)显微照片进行高效、高精度过滤成为一项新的挑战。卷积神经网络(CNN)是一种机器学习模型,已在许多计算机视觉任务中被证明是成功的,以前曾被应用于冷冻电镜显微照片过滤。在这项工作中,我们证明了通过预训练权重对模型进行微调以及将显微照片的功率谱作为输入这两种策略可以大大提高 CNN 模型的预测精度。由此产生的软件包 Miffi 是开源的,可供公众免费使用 (https://github.com/ando-lab/miffi)。
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引用次数: 0
Comprehensive structural overview of the C-terminal ligand-binding domains of the TetR family regulators TetR 家族调控因子 C 端配体结合域的全面结构概述。
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-22 DOI: 10.1016/j.jsb.2024.108071
Jakub Filipek , Katarzyna Chalaskiewicz , Aleksandra Kosmider , Maciej Nielipinski , Agnieszka Michalak , Maria Bednarkiewicz , Mieszko Goslawski-Zeligowski , Filip Prucnal , Bartosz Sekula , Agnieszka J. Pietrzyk-Brzezinska

TetR family regulators (TFRs) represent a large group of one-component bacterial signal transduction systems which recognize environmental signals, like the presence of antibiotics or other bactericidal compounds, and trigger the cell response by regulating the expression of genes that secure bacterial survival in harsh environmental conditions. TFRs act as homodimers, each protomer is composed of a conserved DNA-binding N-terminal domain (NTD) and a variable ligand-binding C-terminal domain (CTD). Currently, there are about 500 structures of TFRs available in the Protein Data Bank and one-fourth of them represent the structures of TFR-ligand complexes. In this review, we summarized information on the ligands interacting with TFRs and based on structural data, we compared the CTDs of the TFR family members, as well as their ligand-binding cavities. Additionally, we divided the whole TFR family, including more than half of a million sequences, into subfamilies according to calculated multiple sequence alignment and phylogenetic tree. We also highlighted structural elements characteristic of some of the subfamilies. The presented comprehensive overview of the TFR CTDs provides good bases and future directions for further studies on TFRs that are not only important targets for battling multidrug resistance but also good candidates for many biotechnological approaches, like TFR-based biosensors.

TetR 家族调控因子(TFRs)是一大类单组分细菌信号转导系统,可识别环境信号,如抗生素或其他杀菌化合物的存在,并通过调控基因的表达触发细胞反应,确保细菌在恶劣的环境条件下生存。TFRs 以同源二聚体形式存在,每个原体都由一个保守的 DNA 结合 N 端结构域(NTD)和一个可变的配体结合 C 端结构域(CTD)组成。目前,蛋白质数据库中有大约 500 个 TFR 的结构,其中四分之一是 TFR 配体复合物的结构。在这篇综述中,我们总结了与 TFR 相互作用的配体的信息,并根据结构数据比较了 TFR 家族成员的 CTD 及其配体结合腔。此外,我们还根据多序列比对和系统发生树的计算结果,将包括 50 多万条序列在内的整个 TFR 家族划分为多个亚家族。我们还强调了一些亚家族特有的结构元素。本文对 TFR CTDs 的全面概述为进一步研究 TFRs 提供了良好的基础和未来的方向,TFRs 不仅是对抗多药耐药性的重要靶标,也是许多生物技术方法(如基于 TFR 的生物传感器)的良好候选者。
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引用次数: 0
The structural biology of type III CRISPR-Cas systems III 型 CRISPR-Cas 系统的结构生物学。
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-22 DOI: 10.1016/j.jsb.2024.108070
Xuzichao Li , Jie Han , Jie Yang , Heng Zhang

CRISPR-Cas system is an RNA-guided adaptive immune system widespread in bacteria and archaea. Among them, type III CRISPR-Cas systems are the most ancient throughout the CRISPR-Cas family, proving anti-phage defense through a crRNA-guided RNA targeting manner and possessing multiple enzymatic activities. Type III CRISPR-Cas systems comprise four typical members (type III-A to III-D) and two atypical members (type III-E and type III-F), providing immune defense through distinct mechanisms. Here, we delve into structural studies conducted on three well-characterized members: the type III-A, III-B, and III-E systems, provide an overview of the structural insights into the crRNA-guided target RNA cleavage, self/non-self discrimination, and the target RNA-dependent regulation of enzymatic subunits in the effector complex.

CRISPR-Cas系统是一种RNA引导的适应性免疫系统,广泛存在于细菌和古细菌中。其中,III型CRISPR-Cas系统是整个CRISPR-Cas家族中历史最悠久的,通过crRNA引导的RNA靶向方式实现抗噬菌体防御,并具有多种酶活性。III 型 CRISPR-Cas 系统包括四个典型成员(III-A 至 III-D)和两个非典型成员(III-E 和 III-F),通过不同的机制提供免疫防御。在此,我们将深入研究对三个特征明确的成员(III-A 型、III-B 型和 III-E 型系统)进行的结构研究,概述对 crRNA 引导的靶 RNA 切割、自我/非自我分辨以及靶 RNA 依赖性调控效应器复合物中酶亚基的结构见解。
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引用次数: 0
Obituary Luis Bachmann 讣告 路易斯-巴赫曼 低温电子显微镜的早期先驱
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-20 DOI: 10.1016/j.jsb.2024.108069
Helmut Plattner, Wolfgang Baumeister
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引用次数: 0
ColabSeg: An interactive tool for editing, processing, and visualizing membrane segmentations from cryo-ET data ColabSeg:从低温电子显微镜数据中编辑、处理和可视化膜分割的交互式工具。
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-15 DOI: 10.1016/j.jsb.2024.108067
Marc Siggel , Rasmus K. Jensen , Valentin J. Maurer , Julia Mahamid , Jan Kosinski

Cellular cryo-electron tomography (cryo-ET) has emerged as a key method to unravel the spatial and structural complexity of cells in their near-native state at unprecedented molecular resolution. To enable quantitative analysis of the complex shapes and morphologies of lipid membranes, the noisy three-dimensional (3D) volumes must be segmented. Despite recent advances, this task often requires considerable user intervention to curate the resulting segmentations. Here, we present ColabSeg, a Python-based tool for processing, visualizing, editing, and fitting membrane segmentations from cryo-ET data for downstream analysis. ColabSeg makes many well-established algorithms for point-cloud processing easily available to the broad community of structural biologists for applications in cryo-ET through its graphical user interface (GUI). We demonstrate the usefulness of the tool with a range of use cases and biological examples. Finally, for a large Mycoplasma pneumoniae dataset of 50 tomograms, we show how ColabSeg enables high-throughput membrane segmentation, which can be used as valuable training data for fully automated convolutional neural network (CNN)-based segmentation.

细胞低温电子断层成像(cryo-ET)已成为以前所未有的分子分辨率揭示近原生态细胞空间和结构复杂性的关键方法。要对脂质膜的复杂形状和形态进行定量分析,就必须对嘈杂的三维(3D)体积进行分割。尽管最近取得了一些进展,但这项任务往往需要大量的用户干预,才能对得到的分割结果进行整理。在此,我们介绍一款基于 Python 的工具 ColabSeg,用于处理、可视化、清理和拟合低温电子显微镜数据中的膜分割,以便进行下游分析。ColabSeg 通过其图形用户界面(GUI),将许多成熟的点云处理算法方便地提供给广大结构生物学家,以应用于低温电子显微镜。我们通过一系列使用案例和生物实例展示了该工具的实用性。最后,在一个包含 50 张断层图像的大型肺炎支原体数据集中,我们展示了 ColabSeg 如何实现高通量膜分割,并将其作为基于卷积神经网络(CNN)的全自动分割的宝贵训练数据。
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引用次数: 0
A strategic approach for efficient cryo-EM grid optimization using design of experiments 利用实验设计优化高效低温电子显微镜网格的战略方法。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-02-15 DOI: 10.1016/j.jsb.2024.108068
Rose Marie Haynes , Janette Myers , Claudia S. López , James Evans , Omar Davulcu , Craig Yoshioka
In recent years, cryo-electron microscopy (cryo-EM) has become a practical and effective method of determining structures at previously unattainable resolutions due to advances in detection, automation, and data processing. However, sample preparation remains a major bottleneck in the cryo-EM workflow. Even after the arduous process of biochemical sample optimization, it often takes several iterations of grid vitrification and screening to determine the optimal grid freezing parameters that yield suitable ice thickness and particle distribution for data collection. Since a high-quality sample is imperative for high-resolution structure determination, grid optimization is a vital step. For researchers who rely on cryo-EM facilities for grid screening, each iteration of this optimization process may delay research progress by a matter of months. Therefore, a more strategic and efficient approach should be taken to ensure that the grid optimization process can be completed in as few iterations as possible. Here, we present an implementation of Design of Experiments (DOE) to expedite and strategize the grid optimization process. A Fractional Factorial Design (FFD) guides the determination of a limited set of experimental conditions which can model the full parameter space of interest. Grids are frozen with these conditions and screened for particle distribution and ice thickness. Quantitative scores are assigned to each of these grid characteristics based on a qualitative rubric. Input conditions and response scores are used to generate a least-squares regression model of the parameter space in JMP, which is used to determine the conditions which should, in theory, yield optimal grids. Upon testing this approach on apoferritin and L-glutamate dehydrogenase on both the Vitrobot Mark IV and the Leica GP2 plunge freezers, the resulting grid conditions reliably yielded grids with high-quality ice and particle distribution that were suitable for collecting large overnight datasets on a Krios. We conclude that a DOE-based approach is a cost-effective and time-saving tool for cryo-EM grid preparation.
近年来,由于检测、自动化和数据处理等方面的进步,冷冻电镜(cryo-EM)已成为一种实用而有效的方法,能以以前无法达到的分辨率确定结构。然而,样品制备仍然是冷冻电镜工作流程中的一大瓶颈。即使经过艰苦的生化样品优化过程,也往往需要多次反复的网格玻璃化和筛选,才能确定最佳的网格冷冻参数,为数据采集提供合适的冰厚度和颗粒分布。由于高质量的样品是高分辨率结构测定的必要条件,因此网格优化是至关重要的一步。对于依赖低温电子显微镜设备进行网格筛选的研究人员来说,每次优化过程的反复都可能会延误几个月的研究进展。因此,应采取更具战略性和更高效的方法,确保在尽可能少的迭代中完成网格优化过程。在此,我们介绍一种实验设计(DOE)的实施方法,以加快网格优化过程并使之战略化。分数因子设计(FFD)指导确定一组有限的实验条件,这些条件可以模拟感兴趣的全部参数空间。根据这些条件冻结网格,并筛选颗粒分布和冰层厚度。根据定性评分标准对每个网格特征进行定量评分。输入条件和响应分数用于在 JMP 中生成参数空间的最小二乘回归模型,该模型用于确定理论上应产生最佳网格的条件。在 Vitrobot Mark IV 和 Leica GP2 柱入式冷冻机上对阿朴铁蛋白和 L-谷氨酸脱氢酶进行测试后,得出的网格条件可靠地生成了具有高质量冰和颗粒分布的网格,适合在 Krios 上收集大型过夜数据集。我们的结论是,基于 DOE 的方法是一种经济高效、节省时间的低温电子显微镜网格制备工具。
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引用次数: 0
Control of crystal growth during coccolith formation by the coccolithophore Gephyrocapsa oceanica 嗜茧动物 Gephyrocapsa oceanica 在茧石形成过程中对晶体生长的控制。
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-11 DOI: 10.1016/j.jsb.2024.108066
Alexander Triccas , Fraser Laidlaw , Martin R. Singleton , Fabio Nudelman

Coccolithophores are marine phytoplankton that produce calcite mineral scales called coccoliths. Many stages in the synthesis of these structures are still unresolved, making it difficult to accurately quantify the energetic costs involved in calcification, required to determine the response coccolith mineralization will have to rising ocean acidification and temperature created by an increase in global CO2 concentrations. To clarify this, an improved understanding of how coccolithophores control the fundamental processes of crystallization, including nucleation, growth, and morphology, is needed. Here, we study how crystal growth and morphology is controlled in the coccolithophore Gephyrocapsa oceanica by imaging coccoliths at various stages of maturity using cryo-transmission electron microscopy (cryoTEM), scanning electron microscopy (SEM) and focused ion beam SEM (FIB-SEM). We reveal that coccolith units tightly interlock with each other due to the non-vertical alignment of the two-layered tube element, causing these mineral units to extend over the adjacent crystals. In specific directions, the growth of the coccolith tube seems to be impacted by the physical constraint created by the close association of neighbouring units around the ring, influencing the overall morphology and organization of the crystals that develop. Our findings contribute to the overall understanding of how biological systems can manipulate crystallization to produce functional mineralized tissues.

球石藻是一种海洋浮游植物,能产生称为球石的方解石矿物鳞片。这些结构合成过程中的许多阶段仍未得到解决,因此很难准确量化钙化过程中的能量成本,而这正是确定钙钛矿化对全球二氧化碳浓度升高导致的海洋酸化和温度升高的反应所必需的。为了澄清这一点,需要进一步了解茧石藻类如何控制结晶的基本过程,包括成核、生长和形态。在这里,我们利用低温透射电子显微镜(cryoTEM)、扫描电子显微镜(SEM)和聚焦离子束扫描电子显微镜(FIB-SEM),通过对不同成熟阶段的茧石成像,研究了鹅膏藻 Gephyrocapsa oceanica 是如何控制晶体生长和形态的。我们发现,由于双层管元素的非垂直排列,茧石单元之间紧密交错,导致这些矿物单元延伸到相邻晶体之上。在特定方向上,茧石管的生长似乎受到环周围相邻单元紧密结合所产生的物理约束的影响,从而影响了晶体的整体形态和组织结构。我们的发现有助于全面了解生物系统如何操纵结晶以产生功能性矿化组织。
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引用次数: 0
Crystal structures of the fatty acid biosynthesis initiation enzymes in Bacillus subtilis 枯草芽孢杆菌脂肪酸生物合成启动酶的晶体结构
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-03 DOI: 10.1016/j.jsb.2024.108065
Christopher D. Radka , Charles O. Rock

Bacteria use the fatty acid composition of membrane lipids to maintain homeostasis of the bilayer. β-Ketoacyl-ACP synthase III (FabH) initiates fatty acid biosynthesis and is the primary determinant of the fatty acid composition. FabH condenses malonyl-acyl carrier protein with an acyl-Coenzyme A primer to form β -ketoacyl-acyl carrier protein which is used to make substrates for lipid synthesis. The acyl-Coenzyme A primer determines whether an acyl chain in the membrane has iso, anteiso, or no branching (straight chain) and biophysical properties of the membrane. The soil bacterium Bacillus subtilis encodes two copies of FabH (BsFabHA and BsFabHB), and here we solve their crystal structures. The substrate-free 1.85 Å and 2.40 Å structures of BsFabHA and BsFabHB show both enzymes have similar residues that line the active site but differ in the architecture surrounding the catalytic residues and oxyanion hole. Branching in the BsFabHB active site may better accommodate the structure of an iso-branched acyl-Coenzyme A molecule and thus confer superior utilization to BsFabHA for this primer type. The 2.02 Å structure of BsFabHA•Coenzyme A shows how the active site architecture changes after binding the first substrate. The other notable difference is an amino acid insertion in BsFabHB that extends a cap that covers the dimer interface. The cap topology is diverse across FabH structures and appears to be a distinguishing feature. FabH enzymes have variable sensitivity to natural product inhibitors and the availability of crystal structures help clarify how nature designs antimicrobials that differentially target FabH homologs.

细菌利用膜脂的脂肪酸组成来维持双分子层的平衡。β-酮酰-ACP 合酶 III(FabH)启动脂肪酸的生物合成,是脂肪酸组成的主要决定因素。FabH将丙二酰-酰基载体蛋白与酰基辅酶A引物缩合,形成β-酮酰-酰基载体蛋白,用于制造脂质合成的底物。酰基辅酶 A 引物决定了膜中的酰基链是异链、前异链还是无分支(直链)以及膜的生物物理特性。土壤杆菌编码了两份 FabH(BsFabHA 和 BsFabHB),我们在此解析了它们的晶体结构。BsFabHA 和 BsFabHB 的无底物 1.85 Å 和 2.40 Å 晶体结构显示,两种酶的活性位点残基相似,但催化残基和氧阴离子孔周围的结构不同。BsFabHB 活性位点的分支可能更适合前异分支酰基辅酶 A 分子的结构,从而使 BsFabHA 更好地利用这种引物类型。BsFabHA-Coenzyme A 的 2.02 Å 结构显示了结合第一个底物后活性位点结构的变化。另一个显著的不同点是 BsFabHB 中的一个氨基酸插入物延伸出一个覆盖二聚体界面的帽。帽的拓扑结构在 FabH 结构中多种多样,似乎是一个显著特征。FabH酶对天然产物抑制剂的敏感性各不相同,晶体结构的可用性有助于阐明大自然是如何设计出针对不同FabH同源物的抗菌剂的。
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引用次数: 0
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Journal of structural biology
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