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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
Characterization of a new extra-axonemal structure in the Giardia intestinalis flagella 肠道贾第虫鞭毛中一种新的轴外结构的特征。
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-26 DOI: 10.1016/j.jsb.2024.108064
Raphael Verdan , Beatriz Patricio , Gilberto Weismuller , Kildare Miranda , Wanderley de Souza , Marlene Benchimol , Ana Paula Gadelha

The inner structure of the flagella of Giardia intestinalis is similar to that of other organisms, consisting of nine pairs of outer microtubules and a central pair containing radial spokes. Although the 9+2 axonemal structure is conserved, it is not clear whether subregions, including the transition zone, are present in the flagella of this parasite. Giardia axonemes originate from basal bodies and have a lengthy cytosolic portion before becoming active flagella. The region of the emergence of the flagellum is not accompanied by any membrane specialization, as seen in other protozoa. Although Giardia is an intriguing model of study, few works focused on the ultrastructural analysis of the flagella of this parasite. Here, we analyzed the externalization region of the G. intestinalis flagella using ultra-high resolution scanning microscopy (with electrons and ions), atomic force microscopy in liquid medium, freeze fracture, and electron tomography. Our data show that this region possesses a distinctive morphological feature – it extends outward and takes on a ring-like shape. When the plasma membrane is removed, a structure surrounding the axoneme becomes visible in this region. This new extra-axonemal structure is observed in all pairs of flagella of trophozoites and remains attached to the axoneme even when the interconnections between the axonemal microtubules are disrupted. High-resolution scanning electron microscopy provided insights into the arrangement of this structure, contributing to the characterization of the externalization region of the flagella of this parasite.

肠道贾第虫鞭毛的内部结构与其他生物类似,由九对外层微管和一对包含放射状辐条的中央微管组成。虽然 9+2 轴丝结构是保守的,但尚不清楚这种寄生虫的鞭毛中是否存在包括过渡区在内的亚区。贾第虫轴丝起源于基部体,在成为活性鞭毛之前有很长的胞浆部分。鞭毛出现的区域并不像其他原生动物那样伴有任何膜特化。虽然贾第虫是一个有趣的研究模型,但很少有研究集中于该寄生虫鞭毛的超微结构分析。在这里,我们使用超高分辨率扫描显微镜(电子和离子)、液体介质原子力显微镜、冷冻断裂和电子断层扫描分析了肠道贾第虫鞭毛的外化区。我们的数据显示,该区域具有独特的形态特征--它向外延伸并呈环状。当质膜被移除后,在这一区域就能看到一个围绕轴丝的结构。在滋养体的所有鞭毛对中都能观察到这种新的轴丝外结构,即使轴丝微管之间的相互连接被破坏,这种结构仍能附着在轴丝上。高分辨率扫描电子显微镜有助于深入了解这种结构的排列方式,从而有助于确定这种寄生虫鞭毛外化区的特征。
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引用次数: 0
A strained N-capping motif in α-helices of βαβ-units βαβ-单位的α-螺旋中的应变 N-封顶图案
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-19 DOI: 10.1016/j.jsb.2024.108063
Anton M. Kargatov

A novel helical N-capping motif has been considered. It occurs in the βα-arches of right-handed βαβ-units and contains an N-cap residue in a sterically strained conformation. Moreover, this amino acid position contains almost no glycines, that could relieve strain. It was shown that the N-cap adopts this conformation as a result of the unusual convergence between the second and third amino acid positions of the α-helix (counting from the N-cap) and the second position of the preceding β-strand. This is achieved by the presence of glycines in the specified positions (i.e. positions i – 2, i + 2 and i + 3, if N-cap is i). The N-cap conformation is stabilized by a hydrogen bond between the backbone amide group in the second position of the α-helix and the carbonyl group in the first position of the β-strand. The occurrence of similar N-capping motifs in different types of βαβ-units was compared and their structural differences caused by the influence of the environment were described. Study results may be useful for protein design and ab initio prediction of the 3D protein structure.

我们研究了一种新的螺旋 N-封顶图案。它出现在右旋 βαβ 单元的 βα 缺口中,包含一个处于立体紧张构象中的 N-帽残基。此外,该氨基酸位置几乎不含可缓解应变的甘氨酸。研究表明,N-帽之所以采用这种构象,是因为α-螺旋(从 N-帽算起)的第二和第三个氨基酸位置与前面的 β 链的第二个位置之间存在不寻常的趋同。这是通过在指定位置(即 i - 2、i + 2 和 i + 3 位置,如果 N-cap 为 i)存在甘氨酸来实现的。α-螺旋第二位置的骨架酰胺基团与β-链第一位置的羰基之间的氢键稳定了 N-帽构象。比较了不同类型的βαβ-单位中出现的类似的N-封顶基团,并描述了它们受环境影响而产生的结构差异。研究结果可能有助于蛋白质设计和三维蛋白质结构的非初始预测。
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引用次数: 0
Focused ion beam-SEM 3D study of osteodentin in the teeth of the Atlantic wolfish Anarhichas lupus 聚焦离子束-扫描电子显微镜对大西洋狼鱼牙齿中骨质素的三维研究
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-13 DOI: 10.1016/j.jsb.2024.108062
Senthil Thangadurai , Marta Majkut , Joshua Milgram , Paul Zaslansky , Ron Shahar , Emeline Raguin

The palette of mineralized tissues in fish is wide, and this is particularly apparent in fish dentin. While the teeth of all vertebrates except fish contain a single dentinal tissue type, called orthodentin, dentin in the teeth of fish can be one of several different tissue types. The most common dentin type in fish is orthodentin. Orthodentin is characterized by several key structural features that are fundamentally different from those of bone and from those of osteodentin. Osteodentin, the second-most common dentin type in fish (based on the tiny fraction of fish species out of ∼30,000 extant fish species in which tooth structure was so far studied), is found in most Selachians (sharks and rays) as well as in several teleost species, and is structurally different from orthodentin.

Here we examine the hypothesis that osteodentin is similar to anosteocytic bone tissue in terms of its micro- and nano-structure. We use Focused Ion Beam-Scanning Electron Microscopy (FIB/SEM), as well as several other high-resolution imaging techniques, to characterize the 3D architecture of the three main components of osteodentin (denteons, inter-denteonal matrix, and the transition zone between them). We show that the matrix of osteodentin, although acellular, is extremely similar to mammalian osteonal bone matrix, both in general morphology and in the three-dimensional nano-arrangement of its mineralized collagen fibrils. We also document the presence of a complex network of nano-channels, similar to such networks recently described in bone. Finally, we document the presence of strings of hyper-mineralized small ‘pearls’ which surround the denteonal canals, and characterize their structure.

鱼类的矿化组织种类繁多,这一点在鱼类的牙本质中尤为明显。除鱼类外,所有脊椎动物的牙齿都含有单一的牙本质组织类型,称为正牙本质,而鱼类牙齿中的牙本质可以是几种不同组织类型中的一种。鱼类最常见的牙本质类型是正牙本质。正牙本质的几个主要结构特征与骨和骨牙本质的结构特征根本不同。骨牙本质是鱼类中第二常见的牙本质类型(基于迄今为止对牙齿结构进行研究的 30,000 ∼ 现存鱼类物种中的极少部分),存在于大多数鮨科鱼类(鲨鱼和鳐)以及几种长尾鳕物种中,在结构上与正牙本质不同。我们使用聚焦离子束扫描电子显微镜(FIB/SEM)以及其他几种高分辨率成像技术来描述骨正定素三个主要组成部分(齿状突起、齿状突起间基质以及它们之间的过渡区)的三维结构。我们的研究表明,尽管骨粉的基质是无细胞的,但其总体形态及其矿化胶原纤维的三维纳米排列与哺乳动物的骨细胞骨基质极为相似。我们还记录了复杂的纳米通道网络,与最近在骨骼中描述的此类网络相似。最后,我们还记录了环绕在齿槽周围的一串串超矿化小 "珍珠",并描述了它们的结构特征。
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引用次数: 0
Structure of the prenyltransferase in bifunctional copalyl diphosphate synthase from Penicillium fellutanum reveals an open hexamer conformation 落羽青霉双功能共醛酰二磷酸合酶中的前酰基转移酶结构揭示了开放的六聚体构象
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-05 DOI: 10.1016/j.jsb.2023.108060
Matthew N. Gaynes , Trey A. Ronnebaum , Kollin Schultz , Jacque L. Faylo , Ronen Marmorstein , David W. Christianson

Copalyl diphosphate synthase from Penicillium fellutanum (PfCPS) is an assembly-line terpene synthase that contains both prenyltransferase and class II cyclase activities. The prenyltransferase catalyzes processive chain elongation reactions using dimethylallyl diphosphate and three equivalents of isopentenyl diphosphate to yield geranylgeranyl diphosphate, which is then utilized as a substrate by the class II cyclase domain to generate copalyl diphosphate. Here, we report the 2.81 Å-resolution cryo-EM structure of the hexameric prenyltransferase of full-length PfCPS, which is surrounded by randomly splayed-out class II cyclase domains connected by disordered polypeptide linkers. The hexamer can be described as a trimer of dimers; surprisingly, one of the three dimer-dimer interfaces is separated to yield an open hexamer conformation, thus breaking the D3 symmetry typically observed in crystal structures of other prenyltransferase hexamers such as wild-type human GGPP synthase (hGGPPS). Interestingly, however, an open hexamer conformation was previously observed in the crystal structure of D188Y hGGPPS, apparently facilitated by hexamer-hexamer packing in the crystal lattice. The cryo-EM structure of the PfCPS prenyltransferase hexamer is the first to reveal that an open conformation can be achieved even in the absence of a point mutation or interaction with another hexamer. Even though PfCPS octamers are not detected, we suggest that the open hexamer conformation represents an intermediate in the hexamer-octamer equilibrium for those prenyltransferases that do exhibit oligomeric heterogeneity.

来自落羽青霉的二磷酸铜酰合成酶(PfCPS)是一种流水线萜烯合成酶,含有前酰转移酶和 II 类环化酶活性。前酰基转移酶利用二磷酸二甲基烯丙基酯和三当量的二磷酸异戊烯酯催化链延伸反应,生成二磷酸香叶酯,然后由 II 类环化酶结构域用作底物,生成二磷酸 copalyl。在这里,我们报告了全长 PfCPS 的六聚体炔基转移酶的 2.81 Å 分辨率冷冻电镜结构。该六聚体可被描述为二聚体的三聚体;令人惊讶的是,三个二聚体界面中的一个被分开,产生了开放的六聚体构象,从而打破了在野生型人类 GGPP 合成酶(hGGPPS)等其他前酰转移酶六聚体晶体结构中通常观察到的 D3 对称性。但有趣的是,之前在 D188Y hGGPPS 晶体结构中观察到一种开放的六聚体构象,这显然是由晶格中的六聚体-六聚体堆积促成的。PfCPS 预炔基转移酶六聚体的低温电子显微镜结构首次揭示,即使没有点突变或与另一个六聚体相互作用,也能实现开放构象。尽管没有检测到 PfCPS 八聚体,但我们认为开放的六聚体构象代表了那些确实表现出寡聚异质性的前酰转移酶的六聚体-八聚体平衡中间体。
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引用次数: 0
Solid-state NMR MAS CryoProbe enables structural studies of human blood protein vitronectin bound to hydroxyapatite 固态核磁共振 MAS CryoProbe 实现了与羟基磷灰石结合的人类血液蛋白玻璃连蛋白的结构研究
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-05 DOI: 10.1016/j.jsb.2024.108061
T. Gopinath , Kyungsoo Shin , Ye Tian , Wonpil Im , Jochem Struppe , Barbara Perrone , Alia Hassan , Francesca M. Marassi

The low sensitivity of nuclear magnetic resonance (NMR) is a major bottleneck for studying biomolecular structures of complex biomolecular assemblies. Cryogenically cooled probe technology overcomes the sensitivity limitations enabling NMR applications to challenging biomolecular systems. Here we describe solid-state NMR studies of the human blood protein vitronectin (Vn) bound to hydroxyapatite (HAP), the mineralized form of calcium phosphate, using a CryoProbe designed for magic angle spinning (MAS) experiments. Vn is a major blood protein that regulates many different physiological and pathological processes. The high sensitivity of the CryoProbe enabled us to acquire three-dimensional solid-state NMR spectra for sequential assignment and characterization of site-specific water-protein interactions that provide initial insights into the organization of the Vn-HAP complex. Vn associates with HAP in various pathological settings, including macular degeneration eyes and Alzheimer's disease brains. The ability to probe these assemblies at atomic detail paves the way for understanding their formation.

核磁共振(NMR)的灵敏度低是研究复杂生物分子组装体的生物分子结构的主要瓶颈。低温冷却探针技术克服了灵敏度的限制,使核磁共振应用于具有挑战性的生物分子系统。在此,我们介绍了使用专为魔角旋光 (MAS) 实验设计的 CryoProbe 对结合到羟基磷灰石(HAP)(磷酸钙的矿化形式)上的人类血液蛋白维龙蛋白(Vn)进行的固态 NMR 研究。Vn 是一种主要的血液蛋白,可调节多种不同的生理和病理过程。CryoProbe 的高灵敏度使我们能够获取三维固态 NMR 图谱进行序列赋值,并确定特定位点水与蛋白质相互作用的特征,从而初步了解 Vn-HAP 复合物的组织结构。在各种病理情况下,包括黄斑变性的眼睛和阿尔茨海默氏症患者的大脑中,Vn 与 HAP 都有关联。以原子细节探测这些集合体的能力为了解它们的形成铺平了道路。
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引用次数: 0
Accurate, automatic determination of astigmatism and phase with Ctfplotter in IMOD 利用 IMOD 中的 Ctfplotter 准确、自动地确定散光和相位
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-04 DOI: 10.1016/j.jsb.2023.108057
David N. Mastronarde

Ctfplotter in the IMOD software package is a flexible program for determination of CTF parameters in tilt series images. It uses a novel approach to find astigmatism by measuring defocus in one-dimensional power spectra rotationally averaged over a series of restricted angular ranges. Comparisons with Ctffind, Gctf, and Warp show that Ctfplotter’s estimated astigmatism is generally more reliable than that found by these programs that fit CTF parameters to two-dimensional power spectra, especially at higher tilt angles. In addition to that intrinsic advantage, Ctfplotter can reduce the variability in astigmatism estimates further by summing results over multiple tilt angles (typically 5), while still finding defocus for each individual image. Its fitting strategy also produces better phase estimates. The program now includes features for tuning the sampling of the power spectrum so that it is well-represented for analysis, and for determining an appropriate fitting range that can vary with tilt angle. It can thus be used automatically in a variety of situations, not just for fitting tilt series, and has been integrated into the SerialEM acquisition software for real-time determination of focus and astigmatism.

IMOD 软件包中的 Ctfplotter 是一个灵活的程序,用于确定倾斜系列图像中的 CTF 参数。它采用一种新颖的方法,通过测量在一系列受限角度范围内旋转平均的一维功率谱中的散焦来发现散光。与 Ctffind、Gctf 和 Warp 的比较表明,Ctfplotter 估计的散光一般比这些将 CTF 参数拟合到二维功率谱的程序发现的散光更可靠,尤其是在较高的倾斜角下。除了这一固有优势外,Ctfplotter 还能通过对多个倾斜角度(通常为 5 个)的结果求和,进一步减少散光估计值的变化,同时仍能找到每个图像的离焦度。其拟合策略还能产生更好的相位估计值。该程序现在还包括调整功率谱采样的功能,以便在分析时能很好地反映功率谱,并确定一个适当的拟合范围,该范围可随倾斜角的变化而变化。因此,它可以在各种情况下自动使用,而不仅仅用于拟合倾斜序列,并已集成到 SerialEM 采集软件中,用于实时确定焦距和散光。
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引用次数: 0
DeepQs: Local quality assessment of cryo-EM density map by deep learning map-model fit score DeepQs:通过深度学习地图-模型拟合得分对低温电子显微镜密度图进行局部质量评估
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-12-30 DOI: 10.1016/j.jsb.2023.108059
Ming-Feng Feng, Yu-Xuan Chen, Hong-Bin Shen

Cryogenic electron microscopy maps are valuable for determining macromolecule structures. A proper quality assessment method is essential for cryo-EM map selection or revision. This article presents DeepQs, a novel approach to estimate local quality for 3D cryo-EM density maps, using a deep-learning algorithm based on map-model fit score. DeepQs is a parameter-free method for users and incorporates structural information between map and its related atomic model into well-trained models by deep learning. More specifically, the DeepQs approach leverages the interplay between map and atomic model through predefined map-model fit score, Q-score. DeepQs can get close results to the ground truth map-model fit scores with only cryo-EM map as input. In experiments, DeepQs demonstrates the lowest root mean square error with standard method Fourier shell correlation metric and high correlation with map-model fit score, Q-score, when compared with other local quality estimation methods in high-resolution dataset (<=5 Å). DeepQs can also be applied to evaluate the quality of the post-processed maps. In both cases, DeepQs runs faster by using GPU acceleration. Our program is available at http://www.csbio.sjtu.edu.cn/bioinf/DeepQs for academic use.

低温电子显微镜图谱对于确定大分子结构具有重要价值。适当的质量评估方法对于低温电镜图的选择或修订至关重要。本文介绍的 DeepQs 是一种估算三维低温电子显微镜密度图局部质量的新方法,它采用基于图-模型拟合得分的深度学习算法。DeepQs 对用户来说是一种无参数方法,通过深度学习将地图及其相关原子模型之间的结构信息纳入训练有素的模型中。更具体地说,DeepQs 方法通过预定义的地图-模型拟合得分(Q-score)来利用地图和原子模型之间的相互作用。DeepQs 只需输入低温电子显微镜地图,就能获得与地面实况地图-模型拟合分数接近的结果。在实验中,与高分辨率数据集(<=5 Å)中的其他局部质量估计方法相比,DeepQs 与标准方法傅立叶壳相关度量的均方根误差最小,与地图-模型拟合得分 Q-score 的相关性也很高。DeepQs 也可用于评估后处理地图的质量。在这两种情况下,通过使用 GPU 加速,DeepQs 的运行速度都会更快。我们的程序可在 http://www.csbio.sjtu.edu.cn/bioinf/DeepQs 上供学术界使用。
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引用次数: 0
Cryo-forum: A framework for orientation recovery with uncertainty measure with the application in cryo-EM image analysis 低温论坛:在低温电子显微镜图像分析中应用带不确定性测量的定向恢复框架
IF 3 3区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2023-12-30 DOI: 10.1016/j.jsb.2023.108058
Szu-Chi Chung

In single-particle cryo-electron microscopy (cryo-EM), efficient determination of orientation parameters for particle images poses a significant challenge yet is crucial for reconstructing 3D structures. This task is complicated by the high noise levels in the datasets, which often include outliers, necessitating several time-consuming 2D clean-up processes. Recently, solutions based on deep learning have emerged, offering a more streamlined approach to the traditionally laborious task of orientation estimation. These solutions employ amortized inference, eliminating the need to estimate parameters individually for each image. However, these methods frequently overlook the presence of outliers and may not adequately concentrate on the components used within the network. This paper introduces a novel method using a 10-dimensional feature vector for orientation representation, extracting orientations as unit quaternions with an accompanying uncertainty metric. Furthermore, we propose a unique loss function that considers the pairwise distances between orientations, thereby enhancing the accuracy of our method. Finally, we also comprehensively evaluate the design choices in constructing the encoder network, a topic that has not received sufficient attention in the literature. Our numerical analysis demonstrates that our methodology effectively recovers orientations from 2D cryo-EM images in an end-to-end manner. Notably, the inclusion of uncertainty quantification allows for direct clean-up of the dataset at the 3D level. Lastly, we package our proposed methods into a user-friendly software suite named cryo-forum, designed for easy access by developers.

在单颗粒冷冻电镜(cryo-EM)中,有效确定颗粒图像的方向参数是一项重大挑战,但对于重建三维结构却至关重要。由于数据集中的噪声水平较高,其中往往包括异常值,因此这项任务变得更加复杂,需要进行多次耗时的二维清理过程。最近,出现了基于深度学习的解决方案,为传统上费力的方位估计任务提供了一种更简化的方法。这些解决方案采用摊销推理,无需为每幅图像单独估算参数。然而,这些方法经常会忽略异常值的存在,而且可能无法充分专注于网络中使用的组件。本文介绍了一种新方法,它使用 10 维特征向量来表示方向,并应用二次约束二次方程程序将预测方向推导为单位四元数,同时辅以不确定性度量。此外,我们还提出了一个独特的损失函数,该函数考虑了方向之间的成对距离,从而提高了我们方法的准确性。最后,我们还全面评估了构建编码器网络时的设计选择,而这一主题在文献中尚未得到足够重视。我们的数值分析表明,我们的方法以端到端的方式从二维冷冻电镜图像中有效地恢复了方向。值得注意的是,加入不确定性量化后,可以在三维层面直接清理数据集。最后,我们将所提出的方法打包成一个名为 cryo-forum 的用户友好型软件套件,方便开发人员使用。
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Journal of structural biology
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