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Efficient high-resolution refinement in cryo-EM with stochastic gradient descent. 低温电镜随机梯度下降的高效高分辨率细化。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-07-01 Epub Date: 2025-06-23 DOI: 10.1107/S205979832500511X
Bogdan Toader, Marcus A Brubaker, Roy R Lederman

Electron cryo-microscopy (cryo-EM) is an imaging technique that is widely used in structural biology to determine the three-dimensional structure of biological molecules from noisy two-dimensional projections with unknown orientations. As the typical pipeline involves processing large amounts of data, efficient algorithms are crucial for fast and reliable results. The stochastic gradient descent (SGD) algorithm has been used to improve the speed of ab initio reconstruction, which results in an initial, low-resolution estimation of the volume representing the molecule of interest, but has yet to be applied successfully in the high-resolution regime, where expectation-maximization algorithms achieve state-of-the-art results, at a high computational cost. In this article, we investigate the conditioning of the optimization problem and show that the large condition number prevents the successful application of gradient descent-based methods at high resolution. Our results include a theoretical analysis of the condition number of the optimization problem in a simplified setting where the individual projection directions are known, an algorithm based on computing a diagonal preconditioner using Hutchinson's diagonal estimator and numerical experiments showing the improvement in the convergence speed when using the estimated preconditioner with SGD. The preconditioned SGD approach can potentially enable a simple and unified approach to ab initio reconstruction and high-resolution refinement with faster convergence speed and higher flexibility, and our results are a promising step in this direction.

电子冷冻显微镜(cryo-EM)是一种广泛应用于结构生物学的成像技术,用于从具有未知方向的嘈杂二维投影中确定生物分子的三维结构。由于典型的管道涉及处理大量数据,因此高效的算法对于快速可靠的结果至关重要。随机梯度下降(SGD)算法已被用于提高从头算重建的速度,这导致对代表感兴趣分子的体积的初始、低分辨率估计,但尚未成功应用于高分辨率领域,其中期望最大化算法以高计算成本实现了最先进的结果。在本文中,我们研究了优化问题的条件,并表明大的条件数阻碍了基于梯度下降的方法在高分辨率下的成功应用。我们的结果包括在已知单个投影方向的简化设置下对优化问题条件数的理论分析,基于使用Hutchinson对角估计器计算对角预条件的算法和数值实验,表明使用SGD估计预条件时收敛速度的提高。预条件SGD方法可以实现一种简单统一的从头开始重建和高分辨率细化方法,具有更快的收敛速度和更高的灵活性,我们的研究结果是朝着这个方向迈出的有希望的一步。
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引用次数: 0
Structural dynamics of IDR interactions in human SFPQ and implications for liquid-liquid phase separation. 人SFPQ中IDR相互作用的结构动力学及其对液-液相分离的意义。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-07-01 Epub Date: 2025-06-27 DOI: 10.1107/S2059798325005303
Heidar J Koning, Valerie Lai, Ashish Sethi, Shatabdi Chakraborty, Ching Seng Ang, Archa H Fox, Anthony P Duff, Andrew E Whitten, Andrew C Marshall, Charles S Bond

The proteins SFPQ (splicing factor proline- and glutamine-rich) and NONO (non-POU domain-containing octamer-binding protein) are members of the Drosophila behaviour/human splicing (DBHS) protein family, sharing 76% sequence identity in their conserved DBHS domain. These proteins are critical for elements of pre- and post-transcriptional regulation in mammals and are primarily located in paraspeckles: ribonucleoprotein bodies templated by NEAT1 long noncoding RNA. Regions that are structured and predicted to be disordered (IDRs) in DBHS proteins facilitate various interactions, including dimerization, polymerization, nucleic acid binding and liquid-liquid phase separation, all of which have consequences for cell health, the pathology of some neurological diseases and cancer. To date, very limited structural work has been carried out on characterizing the IDRs of the DBHS proteins, largely due to their predicted disordered nature and the fact that this is often a bottleneck for conventional structural techniques. This is a problem worth addressing, as the IDRs have been shown to be critical to the material state of the protein as well as its function. In this study, we used small-angle X-ray scattering (SAXS) and small-angle neutron scattering (SANS), together with lysine cross-linking mass spectrometry (XL-MS), to investigate the regions of SFPQ flanking the structured DBHS domain and the possibility of dimer partner exchange of full-length proteins. Our results demonstrate experimentally that the N- and C-terminal regions on either side of the folded DBHS domain are long, disordered and flexible in solution. Realistic modelling of disordered chains to fit the scattering data and the compaction of the different protein variants suggests that it is physically possible for the IDRs to be close enough to interact. The mass-spectrometry data additionally indicate that the C-terminal IDR can potentially interact with the folded DBHS domain and also shares some conformational space with the N-terminal IDR. Our small-angle neutron scattering (SANS) experiments reveal that full-length SFPQ is capable of swapping dimer partners with itself, which has implications for our understanding of the combinatorial dimerization of DBHS proteins within cells. Our study provides insight into possible interactions between different IDRs either in cis or in trans and how these may relate to protein function, and the possible impact of mutations in these regions. The dynamic dimer partner exchange of a full-length protein inferred from this study is a phenomenon that is integral to the function of DBHS proteins, allowing changes in gene-regulatory activity by altering levels of the various heterodimers or homodimers.

SFPQ蛋白(剪接因子脯氨酸和谷氨酰胺丰富)和NONO蛋白(非pou结构域含八聚体结合蛋白)是果蝇行为/人类剪接(DBHS)蛋白家族的成员,在其保守的DBHS结构域具有76%的序列一致性。这些蛋白在哺乳动物的转录前和转录后调控中起着至关重要的作用,主要位于旁斑:由NEAT1长链非编码RNA模板化的核糖核蛋白小体。DBHS蛋白中的结构和预测紊乱(IDRs)区域促进各种相互作用,包括二聚化、聚合、核酸结合和液-液相分离,所有这些都对细胞健康、一些神经系统疾病和癌症的病理产生影响。迄今为止,在表征DBHS蛋白的idr方面进行的结构工作非常有限,这主要是由于它们预测的无序性质,而且这通常是传统结构技术的瓶颈。这是一个值得解决的问题,因为idr已被证明对蛋白质的物质状态及其功能至关重要。在这项研究中,我们利用小角x射线散射(SAXS)和小角中子散射(SANS),结合赖氨酸交联质谱(XL-MS),研究了SFPQ在DBHS结构域两侧的区域以及全长蛋白二聚体伴侣交换的可能性。实验结果表明,折叠DBHS结构域两侧的N端和c端在溶液中是长、无序和灵活的。对无序链进行现实建模以拟合散射数据和不同蛋白质变体的压实表明,idr在物理上可能足够接近以相互作用。质谱数据还表明,c端IDR可能与折叠的DBHS结构域相互作用,并与n端IDR共享一些构象空间。我们的小角中子散射(SANS)实验表明,全长SFPQ能够与自身交换二聚体伙伴,这对我们理解DBHS蛋白在细胞内的组合二聚化具有重要意义。我们的研究深入了解了顺式或反式中不同idr之间可能的相互作用,以及这些相互作用如何与蛋白质功能相关,以及这些区域突变可能产生的影响。从本研究推断,全长蛋白的动态二聚体伴侣交换是DBHS蛋白功能不可或缺的现象,允许通过改变各种异源二聚体或同型二聚体的水平来改变基因调控活性。
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引用次数: 0
Crystal structure of coagulation factor XII N-terminal domains 1-5. 凝血因子XII n端结构域1-5的晶体结构。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-07-01 Epub Date: 2025-06-27 DOI: 10.1107/S2059798325005297
Muhammad Saleem, Chan Li, Bubacarr G Kaira, Alexander K Brown, Monika Pathak, Shabir Najmudin, Nathan Cowieson, Ingrid Dreveny, Clare Wilson, Aleksandr Shamanaev, David Gailani, Stephanie A Smith, James H Morrissey, Helen Philippou, Jonas Emsley

Factor XIIa (FXIIa) is generated from its zymogen factor XII (FXII) by contact with polyanions such as inorganic polyphosphates. FXIIa cleaves the substrates prekallikrein and factor XI, triggering inflammatory cascades and plasma coagulation. From the N-terminus, FXII has fibronectin type II (FnII), epidermal growth factor-1 (EGF1), fibronectin type I (FnI), EGF2 and kringle domains. The N-terminal domains of FXII mediate polyanion and Zn2+ binding. To understand how ligand binding to polyanions and Zn2+ is coordinated across multiple domains, we determined the crystal structure of recombinant FXII domains 1-5 (FXIIHC5) to 3.4 Å resolution. A separate crystal structure of the isolated FXII FnII domain at 1.2 Å resolution revealed two bound Zn2+ ions. In FXIIHC5 a head-to-tail interaction is formed between the FnII and kringle domains, co-localizing the lysine-binding sites of the kringle domain and the cation-binding site of the FnII domain. Two FXIIHC5 monomers interlock, burying a large surface area of 2067 Å2, such that two kringle domains point outwards separated by a distance of 20 Å. The polyanion-binding site in the EGF1 domain is localized onto a plane together with the FnII and FnI domains. Using native mass spectrometry, we detected a major FXIIHC5 monomer peak and a minor dimer peak. Small-angle X-ray scattering and gel-filtration chromatography revealed the presence of monomers and dimers in solution. These FXII N-terminal domain structures provide a holistic framework to understand how the mosaic domain structure of FXII assembles diverse ligand-binding sites in three dimensions.

因子XIIa (FXIIa)是由其酶原因子XII (FXII)与多阴离子(如无机多磷酸盐)接触而产生的。FXIIa切割底物prekallikin和因子XI,引发炎症级联反应和血浆凝固。从n端来看,FXII具有纤维连接蛋白II型(FnII)、表皮生长因子-1 (EGF1)、纤维连接蛋白I型(FnI)、EGF2和kringle结构域。FXII的n端结构域介导多阴离子和Zn2+的结合。为了了解配体与多阴离子和Zn2+的结合是如何跨多个结构域协调的,我们以3.4 Å分辨率确定了重组FXII结构域1-5 (FXIIHC5)的晶体结构。在1.2 Å分辨率下,分离的FXII FnII畴的单独晶体结构显示了两个结合的Zn2+离子。在FXIIHC5中,FnII和kringle结构域之间形成了头尾相互作用,kringle结构域的赖氨酸结合位点和FnII结构域的阳离子结合位点共定位。两个FXIIHC5单体互锁,掩埋了2067 Å2的大表面积,使得两个kringle域指向外,相距20 Å。EGF1结构域的多阴离子结合位点与FnII和FnI结构域一起定位在一个平面上。使用天然质谱法,我们检测到一个主要的FXIIHC5单体峰和一个次要的二聚体峰。小角x射线散射和凝胶过滤色谱显示溶液中存在单体和二聚体。这些FXII n端结构域结构为了解FXII的镶嵌结构域结构如何在三维上组装不同的配体结合位点提供了一个整体框架。
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引用次数: 0
Enhanced intensity-based clustering of isomorphous multi-crystal data sets in the presence of subtle variations. 增强的基于强度的同构多晶数据集在存在细微变化的情况下聚类。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-06-01 Epub Date: 2025-05-29 DOI: 10.1107/S2059798325004589
Amy J Thompson, James Beilsten-Edmands, Cicely Tam, Juan Sanchez-Weatherby, James Sandy, Halina Mikolajek, Danny Axford, Sofia Jaho, Michael A Hough, Graeme Winter

Multi-crystal processing of X-ray diffraction data has become highly automated to keep pace with the current high-throughput capabilities afforded by beamlines. A significant challenge, however, is the automated clustering of such data based on subtle differences such as ligand binding or conformational shifts. Intensity-based hierarchical clustering has been shown to be a viable method of identifying such subtle structural differences, but the interpretation of the resulting dendrograms is difficult to automate. Using isomorphous crystals of bovine, porcine and human insulin, the existing clustering methods in the multi-crystal processing software xia2.multiplex were validated and their limits were tested. It was determined that weighting the pairwise correlation coefficient calculations with the intensity uncertainties was required for accurate calculation of the pairwise correlation coefficient matrix (correlation clustering) and dimension optimization was required when expressing this matrix as a set of coordinates representing data sets (cosine-angle clustering). Finally, the introduction of the OPTICS spatial density-based clustering algorithm into DIALS allowed the automatic output of species-pure clusters of bovine, porcine and human insulin data sets.

x射线衍射数据的多晶处理已经高度自动化,以跟上当前光束线提供的高通量能力。然而,一个重大的挑战是基于诸如配体结合或构象转移等细微差异的数据的自动聚类。基于强度的分层聚类已被证明是识别这种细微结构差异的可行方法,但对所产生的树状图的解释很难自动化。利用牛、猪和人胰岛素的同构晶体,对现有的多晶处理软件霞2中的聚类方法进行了分析。对多路复合进行了验证,并对其极限进行了测试。确定对两两相关系数计算与强度不确定性进行加权,才能准确计算两两相关系数矩阵(相关聚类),将两两相关系数矩阵表示为代表数据集的坐标集(余弦角聚类)时,需要进行维数优化。最后,将OPTICS基于空间密度的聚类算法引入DIALS,可以自动输出牛、猪和人胰岛素数据集的物种纯聚类。
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引用次数: 0
Robust error calibration for serial crystallography. 序列晶体学的鲁棒误差校准。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-01 Epub Date: 2025-04-29 DOI: 10.1107/S2059798325002852
David W Mittan-Moreau, Vanessa Oklejas, Daniel W Paley, Asmit Bhowmick, Romie C Nguyen, Aimin Liu, Jan Kern, Nicholas K Sauter, Aaron S Brewster

Serial crystallography is an important technique with unique abilities to resolve enzymatic transition states, minimize radiation damage to sensitive metalloenzymes and perform de novo structure determination from micrometre-sized crystals. This technique requires the merging of data from thousands of crystals, making manual identification of errant crystals unfeasible. cctbx.xfel.merge uses filtering to remove problematic data. However, this process is imperfect, and data reduction must be robust to outliers. We add robustness to cctbx.xfel.merge at the step of uncertainty determination for reflection intensities. This step is a critical point for robustness because it is the first step where the data sets are considered as a whole, as opposed to individual lattices. Robustness is conferred by reformulating the error-calibration procedure to have fewer and less stringent statistical assumptions and incorporating the ability to down-weight low-quality lattices. We then apply this method to five macromolecular XFEL data sets and observe the improvements to each. The appropriateness of the intensity uncertainties is demonstrated through internal consistency. This is performed through theoretical CC1/2 and I/σ relationships and by weighted second moments, which use Wilson's prior to connect intensity uncertainties with their expected distribution. This work presents new mathematical tools to analyze intensity statistics and demonstrates their effectiveness through the often underappreciated process of uncertainty analysis.

序列晶体学是一项重要的技术,具有独特的能力来解决酶的过渡态,最大限度地减少辐射对敏感金属酶的损伤,并从微米大小的晶体中进行从头结构测定。这项技术需要合并来自数千个晶体的数据,使得人工识别错误晶体变得不可行的。merge使用过滤来删除有问题的数据。然而,这个过程是不完美的,数据缩减必须对异常值具有鲁棒性。我们在确定反射强度不确定性的步骤中增加了cctbx. xfeel .merge的鲁棒性。这一步是鲁棒性的关键点,因为这是第一步,数据集被视为一个整体,而不是单独的格。鲁棒性是通过重新制定误差校准程序来实现的,该程序具有越来越少的严格的统计假设,并结合了降低低质量网格权重的能力。然后,我们将该方法应用于五个大分子XFEL数据集,并观察每个数据集的改进情况。通过内部一致性论证了强度不确定性的适当性。这是通过理论CC1/2和I/σ关系以及加权秒矩来实现的,加权秒矩使用威尔逊先验将强度不确定性与其期望分布联系起来。这项工作提出了新的数学工具来分析强度统计,并通过不确定性分析的经常被低估的过程证明了它们的有效性。
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引用次数: 0
The crystal structure of an uncharacterized domain of P113 from Plasmodium falciparum. 恶性疟原虫P113的一个未知结构域的晶体结构。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-01 Epub Date: 2025-04-07 DOI: 10.1107/S2059798325002748
Zhudi Yuan, Xiaofang Huang, Lianglei Wang, Zhijie Yin, Xianghui Fu, Shiqian Qi, Dan Tang

The surface protein P113 serves as a membrane-anchored protein that tethers the Plasmodium falciparum RH5 complex, including its associated partners CyRPA and RIPR, to the parasite surface. This anchoring mechanism ensures the proper localization and stabilization of RH5, facilitating its critical interaction with the host erythrocyte receptor basigin during erythrocyte invasion. Here, the helical-rich domain of P113 (residues 311-679) from a Plasmodium species was expressed, purified and crystallized to elucidate its structural and functional characteristics. The recombinant protein, with a molecular weight of approximately 44 kDa, was confirmed to be monomeric in solution. Crystallization in 0.5 mM MES pH 6.0, 22% PEG 3350 yielded high-quality crystals, enabling the determination of the structure of the apo form at 1.7 Å resolution. The structure revealed a predominant α-helical composition, with two distinct left-handed orthogonal four-helix bundles formed by helices α1-α4 and α6-α9 connected by a disordered region. Sequence analysis demonstrated high conservation of P113 across all human-infecting Plasmodium species, including P. vivax, P. malariae, P. falciparum and P. ovale, as well as in Plasmodium species infecting primates and rodents. Protein-protein interaction analysis using the STRING tool identified P113 as a hub protein that interacts with ten proteins, including small nuclear ribonucleoprotein, DNA polymerase delta small subunit and RIPR, which is part of the RH5-CyRPA-RIPR complex. AlphaFold predictions further elucidated the interaction patterns, revealing moderate to strong interaction scores (0.39-0.74) with key partners. Notably, the helical-rich domain of P113 was identified as the critical binding region for PF3D7_0308000, with key interaction sites mapped to residues Asp475, Arg381, Lys386, Asn390, Asp392 and Lys533. These findings provide critical insights into the structural and functional roles of P113 and its interaction network, advancing our understanding of its molecular mechanisms in Plasmodium biology.

表面蛋白 P113 是一种膜锚定蛋白,可将恶性疟原虫 RH5 复合物(包括其相关伙伴 CyRPA 和 RIPR)锚定在寄生虫表面。这种锚定机制确保了 RH5 的正确定位和稳定,有利于其在红细胞入侵过程中与宿主红细胞受体 basigin 发生关键性的相互作用。在此,我们表达、纯化并结晶了一种疟原虫的 P113 富螺旋结构域(残基 311-679),以阐明其结构和功能特征。重组蛋白的分子量约为 44 kDa,在溶液中被确认为单体。在 0.5 mM MES pH 6.0、22% PEG 3350 溶液中结晶得到了高质量的晶体,从而确定了 1.7 Å 分辨率的 apo 形式结构。该结构显示了主要的 α 螺旋组成,由螺旋 α1-α4 和 α6-α9 形成的两个不同的左手正交四螺旋束由一个无序区连接。序列分析表明,P113 在所有感染人类的疟原虫物种(包括间日疟原虫、恶性疟原虫、恶性疟原虫和卵形疟原虫)以及感染灵长类和啮齿类动物的疟原虫物种中都具有高度保守性。利用STRING工具进行的蛋白质-蛋白质相互作用分析发现,P113是一个枢纽蛋白,能与十种蛋白质相互作用,包括小核核糖核蛋白、DNA聚合酶δ小亚基和RIPR,后者是RH5-CyRPA-RIPR复合物的一部分。AlphaFold 预测进一步阐明了相互作用模式,揭示了与关键伙伴的中等至强相互作用得分(0.39-0.74)。值得注意的是,P113 的富螺旋结构域被确定为 PF3D7_0308000 的关键结合区域,其关键相互作用位点映射到 Asp475、Arg381、Lys386、Asn390、Asp392 和 Lys533 等残基。这些发现为我们深入了解 P113 及其相互作用网络的结构和功能作用提供了重要依据,从而加深了我们对其在疟原虫生物学中分子机制的理解。
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引用次数: 0
Duplicate entries in the Protein Data Bank: how to detect and handle them. 蛋白质数据库中的重复条目:如何检测和处理它们。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-01 Epub Date: 2025-03-08 DOI: 10.1107/S2059798325001883
Alexander Wlodawer, Zbigniew Dauter, Pawel Rubach, Wladek Minor, Mariusz Jaskolski, Ziqiu Jiang, William Jeffcott, Olga Anosova, Vitaliy Kurlin

A global analysis of protein crystal structures in the Protein Data Bank (PDB) using a newly developed computational approach reveals many pairs with (nearly) identical main-chain coordinates. Such cases are identified and analyzed, showing that duplication is possible since the PDB does not currently have tools or mechanisms that would detect potentially duplicate submissions. Some duplicated entries represent modeling efforts of ligand binding that masquerade as experimentally determined structures. We propose that duplicate entries should either be obsoleted by the PDB or, as a minimum, marked with a clear `CAVEAT' record that would alert potential users to the presence of such problems. We also suggest that using a tool for verifying the uniqueness of the deposited structure, such as that presented in this work, should become part of the routine validation procedure for new depositions.

使用一种新开发的计算方法对蛋白质数据库(PDB)中的蛋白质晶体结构进行了全局分析,发现许多对具有(几乎)相同的主链坐标。这些案例被识别和分析,表明复制是可能的,因为PDB目前没有检测潜在的重复提交的工具或机制。一些重复的条目代表了配体结合的建模努力,伪装成实验确定的结构。我们建议,重复的条目应该被PDB淘汰,或者至少标记一个明确的“警告”记录,以提醒潜在用户存在此类问题。我们还建议使用一种工具来验证沉积结构的独特性,例如在这项工作中提出的,应该成为新沉积的常规验证程序的一部分。
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引用次数: 0
InstaMap: instant-NGP for cryo-EM density maps. InstaMap:冷冻电镜密度图的即时ngp。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-01 Epub Date: 2025-03-26 DOI: 10.1107/S2059798325002025
Geoffrey Woollard, Wenda Zhou, Erik H Thiede, Chen Lin, Nikolaus Grigorieff, Pilar Cossio, Khanh Dao Duc, Sonya M Hanson

Despite the parallels between problems in computer vision and cryo-electron microscopy (cryo-EM), many state-of-the-art approaches from computer vision have yet to be adapted for cryo-EM. Within the computer-vision research community, implicits such as neural radiance fields (NeRFs) have enabled the detailed reconstruction of 3D objects from few images at different camera-viewing angles. While other neural implicits, specifically density fields, have been used to map conformational heterogeneity from noisy cryo-EM projection images, most approaches represent volume with an implicit function in Fourier space, which has disadvantages compared with solving the problem in real space, complicating, for instance, masking, constraining physics or geometry, and assessing local resolution. In this work, we build on a recent development in neural implicits, a multi-resolution hash-encoding framework called instant-NGP, that we use to represent the scalar volume directly in real space and apply it to the cryo-EM density-map reconstruction problem (InstaMap). We demonstrate that for both synthetic and real data, InstaMap for homogeneous reconstruction achieves higher resolution at shorter training stages than five other real-spaced representations. We propose a solution to noise overfitting, demonstrate that InstaMap is both lightweight and fast to train, implement masking from a user-provided input mask and extend it to molecular-shape heterogeneity via bending space using a per-image vector field.

尽管计算机视觉和冷冻电子显微镜(cryo-EM)的问题之间存在相似之处,但许多来自计算机视觉的最先进方法尚未适用于冷冻电子显微镜。在计算机视觉研究领域,神经辐射场(nerf)等隐含技术已经能够在不同摄像机视角下从少量图像中详细重建3D物体。虽然其他神经隐式,特别是密度场,已被用于从噪声冷冻电镜投影图像中映射构象异质性,但大多数方法用傅里叶空间中的隐式函数表示体积,与在真实空间中解决问题相比,这种方法有缺点,例如,掩盖,约束物理或几何,以及评估局部分辨率。在这项工作中,我们基于神经隐式的最新发展,一种称为instant-NGP的多分辨率哈希编码框架,我们使用它直接在真实空间中表示标量体积,并将其应用于低温电镜密度图重建问题(InstaMap)。我们证明了对于合成数据和真实数据,InstaMap的同构重建在较短的训练阶段获得了比其他五种实间隔表示更高的分辨率。我们提出了一种噪声过拟合的解决方案,证明InstaMap既轻量又快速训练,从用户提供的输入掩模中实现掩模,并通过使用每个图像向量场的弯曲空间将其扩展到分子形状异质性。
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引用次数: 0
Structural basis for the fast maturation of pcStar, a photoconvertible fluorescent protein. 光转化荧光蛋白pcStar快速成熟的结构基础。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-01 Epub Date: 2025-03-17 DOI: 10.1107/S2059798325002141
Shuping Zheng, Xiangrui Shi, Junjin Lin, Yiwei Yang, Yiting Xin, Xinru Bai, Huachen Zhu, Hui Chen, Jiasen Wu, Xiaowei Zheng, Ling Lin, Zhihong Huang, Sheng Yang, Fen Hu, Wei Liu

Green-to-red photoconvertible fluorescent proteins (PCFPs) serve as key players in single-molecule localization super-resolution imaging. As an early engineered variant, mEos3.2 has limited applications, mostly due to its slow maturation rate. The recent advent of a novel variant, pcStar, obtained by the simple mutation of only three amino acids (D28E/L93M/N166G) in mEos3.2, exhibits significantly accelerated maturation and enhanced fluorescent brightness. This improvement represents an important advance in the field of biofluorescence by enabling early detection with reliable signals, essential for labelling dynamic biological processes. However, the mechanism underlying the significant improvement in fluorescent performance from mEos3.2 to pcStar remains elusive, preventing the rational design of more robust variants through mutagenesis. In this study, we determined the crystal structures of mEos3.2 and pcStar in their green states at atomic resolution and performed molecular-dynamics simulations to reveal significant divergences between the two proteins. Our structural and computational analyses revealed crucial features that are distinctively present in pcStar, including the presence of an extra solvent molecule, high conformational stability and enhanced interactions of the chromophore with its surroundings, tighter tertiary-structure packing and dynamic central-helical deformation. Resulting from the triple mutations, all of these structural features are likely to establish a mechanistic link to the greatly improved fluorescent performance of pcStar. The data described here not only provide a good example illustrating how distant amino-acid substitutions can affect the structure and bioactivity of a protein, but also give rise to strategic considerations for the future engineering of more widely applicable PCFPs.

绿色到红色的光转换荧光蛋白(PCFPs)在单分子定位超分辨率成像中起着关键作用。作为早期的工程变体,mEos3.2的应用有限,主要是由于其成熟速度缓慢。最近出现了一种新的变异pcStar,它是通过mEos3.2中仅三个氨基酸(D28E/L93M/N166G)的简单突变获得的,表现出显著加速成熟和增强荧光亮度。这一改进代表了生物荧光领域的一个重要进步,通过可靠的信号实现早期检测,这对于标记动态生物过程至关重要。然而,从mEos3.2到pcStar的荧光性能显著改善的机制尚不清楚,这阻碍了通过诱变合理设计更健壮的变体。在这项研究中,我们在原子分辨率下确定了mEos3.2和pcStar在绿色状态下的晶体结构,并进行了分子动力学模拟,以揭示两种蛋白质之间的显著差异。我们的结构和计算分析揭示了pcStar中独特的关键特征,包括额外溶剂分子的存在,高构象稳定性和与周围环境增强的相互作用,更紧密的三层结构堆积和动态的中心螺旋变形。由于三重突变,所有这些结构特征可能与pcStar荧光性能的大大提高建立了机制联系。这里描述的数据不仅提供了一个很好的例子,说明远距离氨基酸取代如何影响蛋白质的结构和生物活性,而且还为未来更广泛应用的pcfp的工程设计提供了战略考虑。
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引用次数: 0
Restoration of the 3D structure of insect flight muscle from a rotationally averaged 2D X-ray diffraction pattern. 从旋转平均二维x射线衍射图恢复昆虫飞行肌肉的三维结构。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-01 Epub Date: 2025-03-24 DOI: 10.1107/S2059798325002190
Hiroyuki Iwamoto

The contractile machinery of muscle, especially that of skeletal muscle, has a very regular array of contractile protein filaments, and gives rise to a complex and informative diffraction pattern when irradiated with X-rays. However, analyzing these diffraction patterns is often challenging because (i) only rotationally averaged diffraction patterns can be obtained, resulting in a substantial loss of information, and (ii) the contractile machinery contains two different sets of protein filaments (actin and myosin) with different helical symmetries. The reflections originating from them often overlap. These problems may be solved if the real-space 3D structure of the contractile machinery is directly calculated from the diffraction pattern. Here, we demonstrate that by using the conventional phase-retrieval algorithm (hybrid input-output), the real-space 3D structure of the contractile machinery can be effectively restored from a single rotationally averaged 2D diffraction pattern. In this calculation, we used an in silico model of insect flight muscle, which is known for its highly regular structure. We also extended this technique to an experimentally recorded muscle diffraction pattern.

肌肉的收缩机制,特别是骨骼肌的收缩机制,具有非常规则的收缩蛋白细丝排列,并在x射线照射时产生复杂而有信息的衍射图案。然而,分析这些衍射模式往往具有挑战性,因为(i)只能获得旋转平均衍射模式,导致大量信息丢失,(ii)收缩机制包含两组不同的蛋白质细丝(肌动蛋白和肌球蛋白),具有不同的螺旋对称性。它们发出的反射经常重叠。如果直接从衍射图样中计算出可收缩机械的实空间三维结构,就可以解决这些问题。在这里,我们证明了使用传统的相位检索算法(混合输入-输出),可以有效地从单个旋转平均二维衍射图中恢复收缩机械的真实空间三维结构。在这个计算中,我们使用了一个昆虫飞行肌肉的计算机模型,它以其高度规则的结构而闻名。我们还将这种技术扩展到实验记录的肌肉衍射模式。
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引用次数: 0
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Acta Crystallographica. Section D, Structural Biology
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