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Outlier removal in cryo-EM via radial profiles
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-27 DOI: 10.1016/j.jsb.2025.108172
Lev Kapnulin , Ayelet Heimowitz , Nir Sharon
The process of particle picking, a crucial step in cryo-electron microscopy (cryo-EM) image analysis, often encounters challenges due to outliers, leading to inaccuracies in downstream processing. In response to this challenge, this research introduces an additional automated step to reduce the number of outliers identified by the particle picker. The proposed method enhances both the accuracy and efficiency of particle picking, thereby reducing the overall running time and the necessity for expert intervention in the process. Experimental results demonstrate the effectiveness of the proposed approach in mitigating outlier inclusion and its potential to enhance cryo-EM data analysis pipelines significantly. This work contributes to the ongoing advancement of automated cryo-EM image processing methods, offering novel insights and solutions to challenges in structural biology research.
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引用次数: 0
GCTransNet: 3D mitochondrial instance segmentation based on Global Context Vision Transformers
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-20 DOI: 10.1016/j.jsb.2025.108170
Chaoyi Chen , Yidan Yan , Jingpeng Wu , Wen-Biao Gan
Mitochondria are double membrane-bound organelles essential for generating energy in eukaryotic cells. Mitochondria can be readily visualized in 3D using Volume Electron Microscopy (vEM), and accurate image segmentation is vital for quantitative analysis of mitochondrial morphology and function. To address the challenge of segmenting small mitochondrial compartments in vEM images, we propose an automated mitochondrial segmentation method called GCTransNet. This method employs grayscale migration technology to preprocess images, effectively reducing intensity distribution differences across EM images. By utilizing 3D Global Context Vision Transformers (GC-ViT) combined with global context self-attention modules and local self-attention modules, GCTransNet precisely models long-range and short-range spatial interactions. The long-range interactions enable the model to capture the global structural relationships within the mitochondrial segmentation network, while the short-range interactions refine local details and boundaries. In our approach, the encoder of the 3D U-Net network, a classical multi-scale learning architecture that retains high-resolution features through skip connections and combines multi-scale features for precise segmentation, is replaced by a 3D GC-ViT. The GC-ViT leverages shifted window-based self-attention, capturing long-range dependencies and offering improved segmentation accuracy compared to traditional U-Net encoders. In the MitoEM mitochondrial segmentation challenge, GCTransNet achieved state-of-the-art results, demonstrating its superiority in automated mitochondrial segmentation. The code and its documentation are publicly available at https://github.com/GanLab123/GCTransNet.
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引用次数: 0
Inter-Domain interactions Slow BoNT/A’s onset of action 域间相互作用减缓BoNT/A的开始行动。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-19 DOI: 10.1016/j.jsb.2025.108171
C.J. Lalaurie , M. Zloh , D.R. Higazi , K.A. Bunting , P.A. Dalby
Despite sharing ∼ 43 % sequence identity and structurally similar individual domains, botulinum neurotoxin (BoNT) serotypes A and E have differences in their properties and domain positioning. BoNT/E has a faster onset of action than BoNT/A. This difference is proposed to be due to conformational differences between BoNT/E and the other BoNT serotypes. Where most serotypes have the light chain (LC) and binding domain (BD) on opposite sides of the translocation domain (TD), BoNT/E forms a more compact shape with direct interactions between residues of the LC and BD. To elucidate the structural basis for the different properties of BoNT/A and BoNT/E, biophysical studies including molecular dynamic (MD) simulations, circular dichroism (CD) and small-angle X-ray scattering (SAXS) were applied to BoNT/A, for comparison against previous work on BoNT/E.
MD simulations at six pH values across the toxin’s activation barrier (pH ∼ 5.5), followed by one extra repeat for the pH values below 5.5, revealed a rare event at pH 5 and 5.5 where interactions between a previously identified switch region of BoNT/A and the BD were lost. This hinted at an increased freedom of movement, thus allowing the region to change from α-helical to a β-hairpin. In good agreement with previous work, CD showed a gradual and small loss of helicity as the pH decreased below pH 5.5, stabilising at pH 4.5. Combined with the relative scarcity of structural changes observed by MD in the switch region required for activity, these results may explain the slower onset of action for BoNT/A compared to BoNT/E.
尽管具有 ~ 43 %的序列一致性和结构相似的个体结构域,A和E型肉毒杆菌神经毒素(BoNT)在其性质和结构域定位上存在差异。BoNT/E比BoNT/ a起效更快。这种差异被认为是由于BoNT/E和其他BoNT血清型之间的构象差异。在大多数血清型中,轻链(LC)和结合域(BD)位于易位域(TD)的两侧,而BoNT/E则通过LC和BD残基之间的直接相互作用形成更紧凑的形状。为了阐明BoNT/ a和BoNT/E不同性质的结构基础,生物物理研究包括分子动力学(MD)模拟、圆二色性(CD)和小角度x射线散射(SAXS)应用于BoNT/ a。与之前的BoNT/E研究进行比较。MD模拟了毒素激活屏障上的六个pH值(pH ~ 5.5),然后在pH值低于5.5时进行了一次额外的重复,结果显示,在pH 5和5.5时,先前确定的BoNT/ a开关区域与BD之间的相互作用丢失了。这暗示了运动自由度的增加,从而允许该区域从α-螺旋变为β-发夹。与之前的研究结果一致,当pH值低于5.5时,CD的螺旋度逐渐减少,在pH值为4.5时趋于稳定。结合MD在活性所需的开关区观察到的相对缺乏的结构变化,这些结果可以解释BoNT/A与BoNT/E相比起效较慢的原因。
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引用次数: 0
Off-axis electron holography of unstained bacteriophages: Towards electrostatic potential measurement of biological samples 未染色噬菌体的离轴电子全息术:生物样品的静电电位测量。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-14 DOI: 10.1016/j.jsb.2025.108169
Elio Karim , Christophe Gatel , Amélie Leforestier , Stéphanie Balor , Vanessa Soldan , Célia Plisson-Chastang , Pierre-Emmanuel Gleizes , Etienne Snoeck
Transmission electron microscopy, especially at cryogenic temperature, is largely used for studying biological macromolecular complexes. A main difficulty of TEM imaging of biological samples is the weak amplitude contrasts due to electron diffusion on light elements that compose biological organisms. Achieving high-resolution reconstructions implies therefore the acquisition of a huge number of TEM micrographs followed by a time-consuming image analysis. This TEM constraint could be overcome by extracting the phase shift of the electron beam having interacted with a “low contrast” sample. This can be achieved by off-axis electron holography, an electron interferometric technique used in material science, but rarely in biology due to lack of sensitivity. Here, we took advantage of recent technological advances on a dedicated 300 keV TEM to re-evaluate the performance of off-axis holography on unstained T4 and T5 bacteriophages at room temperature and in cryogenic conditions. Our results demonstrate an improvement in contrast and signal-to-noise ratio at both temperatures compared to bright field TEM images, with some limitations in spatial resolution. In addition, we show that the electron beam phase shift gives information on charge variations, paving the way to electrostatic potential studies of biological objects at the nanometer scale.
透射电子显微镜,特别是在低温下,被广泛用于研究生物大分子复合物。生物样品TEM成像的一个主要困难是由于电子在构成生物有机体的轻元素上的扩散而产生的微弱振幅对比。因此,实现高分辨率重建意味着获取大量的TEM显微照片,然后进行耗时的图像分析。这种TEM约束可以通过提取与“低对比度”样品相互作用的电子束的相移来克服。这可以通过离轴电子全息术来实现,这是一种用于材料科学的电子干涉测量技术,但由于缺乏灵敏度,很少用于生物学。在这里,我们利用最新的技术进步,在专用的300 keV TEM上重新评估了室温和低温条件下离轴全息术对未染色的T4和T5噬菌体的性能。我们的研究结果表明,在这两种温度下,与明亮场TEM图像相比,对比度和信噪比都有所提高,但在空间分辨率上有一些限制。此外,我们表明电子束相移提供了电荷变化的信息,为在纳米尺度上研究生物物体的静电势铺平了道路。
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引用次数: 0
Structural analyses of Cryptosporidium parvum epitopes reveal a novel scheme of decapeptide binding to H-2Kb 小隐孢子虫表位的结构分析揭示了一种新的十肽与H-2Kb结合的方案。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-12 DOI: 10.1016/j.jsb.2025.108168
Yongli Wang , Yankai Chang , Fangyuan Yin , Chunliu Kang , Yao Meng , Fukang Xu , Yiran Liu , Yunxia Zhang , Changjing Wu , Shuhua Fan , Junlong Zhao
Cryptosporidium has gained much attention as a major cause of diarrhea worldwide. Here, we present the first structure of H-2Kb complexed with a decapeptide from Cryptosporidium parvum Gp40/15 protein (Gp40/15-VTF10). In contrast to all published structures, the aromatic residue P3-Phe of Gp40/15-VTF10 is anchored in pocket C rather than the canonical Y/F at P5 or P6 reported for octapeptides and nonapeptides. The results of in vitro refolding assays and circular dichroism experiments showed that the side chains of P3 and P5 play key roles in Gp40/15-VTF10 peptide binding. However, functional analysis of decapeptide epitopes revealed that the Gp40/15-VTF10 peptide did not elicit a strong CD8+T immune response, whereas the decapeptide epitope MEDLE2-INF10 induced a significant CD8+ T-cell response in peptide-immunized C57BL/6 mice. Using a model structure of H-2Kb-INF10 complex, we found that the antigenic decapeptide INF10 exhibits a completely different conformation, with the aromatic anchors P3F and P7F docked into the D and C pockets, respectively, while similar peptide conformation and hydrogen bond interactions between the peptide and major histocompatibility complex were found in the resolved H-2Kb-SVF9 complex. As the H-2Kb molecule predominantly prefers octapeptides with a strong anchor of P5 Y/F (or P6 Y/F for nonapeptides) binding to the C pocket, we propose that P7 Y/F in the C pocket may represent a novel binding mode for decapeptides. The results should increase the accuracy of T-cell epitope prediction and support the development of T-cell epitope vaccines against cryptosporidiosis.
隐孢子虫是导致全球腹泻的主要原因之一,因此备受关注。在这里,我们首次展示了H-2Kb与来自副隐孢子虫Gp40/15蛋白(Gp40/15-VTF10)的十肽复合物的结构。与所有已发表的结构不同的是,Gp40/15-VTF10 的芳香残基 P3-Phe 固定在口袋 C 中,而不是八肽和非肽所报道的位于 P5 或 P6 的典型 Y/F 位点。体外重折叠实验和圆二色性实验的结果表明,P3 和 P5 的侧链在 Gp40/15-VTF10 肽结合过程中起着关键作用。然而,对十肽表位的功能分析显示,Gp40/15-VTF10 多肽并不能引起强烈的 CD8+T 免疫反应,而十肽表位 MEDLE2-INF10 则能在多肽免疫的 C57BL/6 小鼠中诱导出明显的 CD8+T 细胞反应。利用 H-2Kb-INF10 复合物的模型结构,我们发现抗原十肽 INF10 表现出完全不同的构象,芳香族锚 P3F 和 P7F 分别对接在 D 袋和 C 袋中,而在解析的 H-2Kb-SVF9 复合物中发现了类似的肽构象以及肽与主要组织相容性复合物之间的氢键相互作用。由于 H-2Kb 分子主要偏爱八肽,而八肽的 P5 Y/F(或非肽的 P6 Y/F)与 C 袋结合,因此我们认为 C 袋中的 P7 Y/F 可能代表了十肽的一种新的结合模式。这些结果将提高T细胞表位预测的准确性,并支持针对隐孢子虫病的T细胞表位疫苗的开发。
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引用次数: 0
RosettaHDX: Predicting antibody-antigen interaction from hydrogen-deuterium exchange mass spectrometry data RosettaHDX:从氢-氘交换质谱数据预测抗体-抗原相互作用。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-05 DOI: 10.1016/j.jsb.2025.108166
Minh H. Tran , Cristina E. Martina , Rocco Moretti , Marcus Nagel , Kevin L. Schey , Jens Meiler
High-throughput characterization of antibody-antigen complexes at the atomic level is critical for understanding antibody function and enabling therapeutic development. Hydrogen-deuterium exchange mass spectrometry (HDX-MS) enables rapid epitope mapping, but its data are too sparse for independent structure determination. In this study, we introduce RosettaHDX, a hybrid method that combines computational docking with differential HDX-MS data to enhance the accuracy of antibody-antigen complex models beyond what either method can achieve individually. By incorporating HDX data as both distance restraints and a scoring term in the RosettaDock algorithm, RosettaHDX successfully generated near-native models (interface root-mean square deviation ≤ 4 Å) for all 9 benchmark complexes examined, averaging 3.6 times more near-native models than Rosetta alone. Near-native models among the top 10 scoring were identified in 3/9 cases, compared to 1/9 with Rosetta alone. Additionally, we developed a predictive metric based on docking results with HDX restraints to identify allosteric peptides in HDX datasets.
在原子水平上对抗体-抗原复合物进行高通量表征对于理解抗体功能和促进治疗发展至关重要。氢-氘交换质谱(HDX-MS)可以快速定位表位,但其数据过于稀疏,无法独立确定结构。在本研究中,我们引入了RosettaHDX,这是一种混合方法,将计算对接与差分HDX-MS数据相结合,以提高抗体-抗原复合物模型的准确性,而不是单独使用任何一种方法。通过在RosettaDock算法中结合HDX数据作为距离约束和评分项,RosettaHDX成功地为所有9个基准测试组合生成了近本地模型(界面根均方差≤4 Å),平均近本地模型比Rosetta单独多3.6倍。在得分最高的10个模型中,有3/9的案例被识别出接近本地的模型,而单独使用Rosetta的案例只有1/9。此外,我们开发了一种基于HDX约束对接结果的预测指标,用于识别HDX数据集中的变构肽。
{"title":"RosettaHDX: Predicting antibody-antigen interaction from hydrogen-deuterium exchange mass spectrometry data","authors":"Minh H. Tran ,&nbsp;Cristina E. Martina ,&nbsp;Rocco Moretti ,&nbsp;Marcus Nagel ,&nbsp;Kevin L. Schey ,&nbsp;Jens Meiler","doi":"10.1016/j.jsb.2025.108166","DOIUrl":"10.1016/j.jsb.2025.108166","url":null,"abstract":"<div><div>High-throughput characterization of antibody-antigen complexes at the atomic level is critical for understanding antibody function and enabling therapeutic development. Hydrogen-deuterium exchange mass spectrometry (HDX-MS) enables rapid epitope mapping, but its data are too sparse for independent structure determination. In this study, we introduce RosettaHDX, a hybrid method that combines computational docking with differential HDX-MS data to enhance the accuracy of antibody-antigen complex models beyond what either method can achieve individually. By incorporating HDX data as both distance restraints and a scoring term in the RosettaDock algorithm, RosettaHDX successfully generated near-native models (interface root-mean square deviation ≤ 4 Å) for all 9 benchmark complexes examined, averaging 3.6 times more near-native models than Rosetta alone. Near-native models among the top 10 scoring were identified in 3/9 cases, compared to 1/9 with Rosetta alone. Additionally, we developed a predictive metric based on docking results with HDX restraints to identify allosteric peptides in HDX datasets.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108166"},"PeriodicalIF":3.0,"publicationDate":"2025-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143007386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Phylogenetic analysis and homology modelling of a new Cry8A crystal protein expressed in a sporulating soil bacterium 一种新的Cry8A晶体蛋白在产孢土壤细菌中表达的系统发育分析和同源性建模。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-01-05 DOI: 10.1016/j.jsb.2025.108167
José D. Antonino , Shalini Chaudhary , Mark Lubberts , Brendan J. McConkey , Camilla A.S. Valença , Marcus V. de Aragão Batista , Patricia Severino , Marcelo da Costa Mendonça , Eliana B. Souto , Silvio S. Dolabella , Sona Jain
Cry proteins, commonly found in Gram-positive soil bacteria, are used worldwide as aerial sprays or in transgenic plants for controlling crop pest populations and insect vectors. Via PCR analysis, a spore producing soil isolate (BV5) was speculated to encode a Cry gene. Partial nucleotide sequence of the amplified PCR fragment showed homology with the Cry8 genes present in GenBank. A full-length Cry gene was cloned, and the predicted protein sequence grouped the newly isolated Cry protein with other Cry8A present in GenBank with a high possibility of it being a new Cry8. SDS-PAGE and MALDI-TOF mass spectrometry confirmed the expression of a single 135 KDa protein matching uniquely to the putative protein sequence of the BV5 Cry gene. However, bioassay against the coleopteran Anthonomus grandis (Coleopterans are a known Cry8A target), showed no activity. Phylogenetic analysis and homology modelling was performed to characterize the protein structure and function. These analyses suggest a series of mutations in one of the variable loops on the surface of the protein.
Cry 蛋白通常存在于革兰氏阳性土壤细菌中,在世界各地被用作空中喷剂或转基因植物,用于控制作物害虫种群和昆虫媒介。通过 PCR 分析,推测一种产生孢子的土壤分离物(BV5)编码 Cry 基因。扩增的 PCR 片段的部分核苷酸序列显示与 GenBank 中的 Cry8 基因同源。克隆了全长的 Cry 基因,预测的蛋白质序列将新分离的 Cry 蛋白与 GenBank 中的其他 Cry8A 蛋白归为一类,极有可能是一种新的 Cry8。SDS-PAGE 和 MALDI-TOF 质谱分析证实,表达的单个 135 KDa 蛋白与 BV5 Cry 基因的推定蛋白序列唯一匹配。然而,针对鞘翅目昆虫鹅膏蕈(Anthonomus grandis)(鞘翅目昆虫是已知的 Cry8A 靶标)的生物测定显示,Cry8A 没有活性。为了确定蛋白质结构和功能的特征,我们进行了系统进化分析和同源建模。这些分析表明,该蛋白质表面的一个可变环发生了一系列突变。
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引用次数: 0
Modelling components of nacre structure in silico: Interactions of a nacre peptide with chitin and an aragonite surface 用硅模拟珍珠层结构的组成部分:珍珠层肽与几丁质和文石表面的相互作用。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-12-26 DOI: 10.1016/j.jsb.2024.108165
Elena Macias-Sánchez , Yumeida Meruvia-Rojas , Julyan H.E. Cartwright , Antonio G. Checa , C.Ignacio Sainz-Díaz
The nacre formation process is a fascinating phenomenon involving mineral phase transformations, self-assembly processes, and protein–mineral interactions, resulting in a hierarchical structure that exhibits outstanding mechanical properties. However, this process is only partially known, and many aspects of nacre structure are not well understood, especially at the molecular scale. To understand the interplay between components—aragonite, protein and chitin—of the structure of nacre observed experimentally, we investigate the interactions of a peptide that is part of the protein lustrin A, identified in the nacreous layer of the shell of the abalone Haliotis rufescens, with the (001) crystal surface of aragonite and the chitin molecule. We report the results of atomistic molecular-modelling calculations and molecular-dynamics simulations of the peptide interacting with both the aragonite surface and the chitin polymer. The peptide shows an energetically favourable binding to the aragonite surface. The interaction of the carboxylic groups of the glutamic unit with the crystalline surface is essential to reproduce the characteristic elastomeric properties of this peptide in nacre.
珠层形成过程是一种迷人的现象,涉及矿物相变、自组装过程和蛋白质-矿物相互作用,从而形成具有突出力学性能的分层结构。然而,这一过程只被部分了解,珠层结构的许多方面,特别是在分子尺度上,还没有得到很好的理解。为了了解珠质结构中文石、蛋白质和几丁质之间的相互作用,我们研究了在鲍鱼(haaliotis rufescens)壳的珠质层中发现的蛋白lustrin a的一部分肽与文石(001)晶体表面和几丁质分子的相互作用。我们报告了原子分子模型计算和肽与文石表面和几丁质聚合物相互作用的分子动力学模拟的结果。肽显示出与文石表面有利的能量结合。谷氨酸单位的羧基与晶体表面的相互作用对于再现这种肽在珍珠层中的弹性体特性是必不可少的。
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引用次数: 0
Structural insights into the engagement of lysophosphatidic acid receptor 1 with different G proteins 溶血磷脂酸受体1与不同G蛋白结合的结构见解。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-12-24 DOI: 10.1016/j.jsb.2024.108164
Shota Suzuki , Kotaro Tanaka , Akiko Kamegawa , Kouki Nishikawa , Hiroshi Suzuki , Atsunori Oshima , Yoshinori Fujiyoshi
Lysophosphatidic acid (LPA) and sphingosine-1-phosphate (S1P) are bioactive lysophospholipids derived from cell membranes that activate the endothelial differentiation gene family of G protein-coupled receptors. Activation of these receptors triggers multiple downstream signaling cascades through G proteins such as Gi/o, Gq/11, and G12/13. Therefore, LPA and S1P mediate several physiological processes, including cytoskeletal dynamics, neurite retraction, cell migration, cell proliferation, and intracellular ion fluxes. The basis for the G-protein coupling selectivity of EDG receptors, however, remains unknown. Here, we present cryo-electron microscopy structures of LPA-activated LPA1 in complexes with Gi, Gq, and G13 heterotrimers. Comparison of the three LPA1-G protein structures shows clearly different conformations of intracellular loop 2 (ICL2) and ICL3 that are likely induced by the different Gα protein interfaces. Interestingly, this G-protein interface interaction is a common feature of LPA and S1P receptors. Our findings provide clues to understanding the promiscuity of G-protein coupling in the endothelial differentiation gene family.
溶血磷脂酸(LPA)和鞘氨醇-1-磷酸(S1P)是来源于细胞膜的生物活性溶血磷脂,可激活G蛋白偶联受体内皮分化基因家族。这些受体的激活通过G蛋白如Gi/o、Gq/11和G12/13触发多个下游信号级联反应。因此,LPA和S1P介导多种生理过程,包括细胞骨架动力学、神经突缩回、细胞迁移、细胞增殖和细胞内离子通量。然而,EGD受体的g蛋白偶联选择性的基础仍不清楚。在这里,我们展示了lpa激活的LPA1与Gi、Gq和G13异源三聚体配合物的低温电镜结构。三种LPA1-G蛋白结构的比较表明,细胞内环2 (ICL2)和ICL3的构象明显不同,这可能是由不同的Gα蛋白界面诱导的。有趣的是,这种g蛋白界面相互作用是LPA和S1P受体的共同特征。我们的发现为理解内皮分化基因家族中g蛋白偶联的混杂性提供了线索。
{"title":"Structural insights into the engagement of lysophosphatidic acid receptor 1 with different G proteins","authors":"Shota Suzuki ,&nbsp;Kotaro Tanaka ,&nbsp;Akiko Kamegawa ,&nbsp;Kouki Nishikawa ,&nbsp;Hiroshi Suzuki ,&nbsp;Atsunori Oshima ,&nbsp;Yoshinori Fujiyoshi","doi":"10.1016/j.jsb.2024.108164","DOIUrl":"10.1016/j.jsb.2024.108164","url":null,"abstract":"<div><div>Lysophosphatidic acid (LPA) and sphingosine-1-phosphate (S1P) are bioactive lysophospholipids derived from cell membranes that activate the endothelial differentiation gene family of G protein-coupled receptors. Activation of these receptors triggers multiple downstream signaling cascades through G proteins such as Gi/o, Gq/11, and G12/13. Therefore, LPA and S1P mediate several physiological processes, including cytoskeletal dynamics, neurite retraction, cell migration, cell proliferation, and intracellular ion fluxes. The basis for the G-protein coupling selectivity of EDG receptors, however, remains unknown. Here, we present cryo-electron microscopy structures of LPA-activated LPA1 in complexes with G<sub>i</sub>, G<sub>q</sub>, and G<sub>13</sub> heterotrimers<sub>.</sub> Comparison of the three LPA1-G protein structures shows clearly different conformations of intracellular loop 2 (ICL2) and ICL3 that are likely induced by the different Gα protein interfaces. Interestingly, this G-protein interface interaction is a common feature of LPA and S1P receptors. Our findings provide clues to understanding the promiscuity of G-protein coupling in the endothelial differentiation gene family.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108164"},"PeriodicalIF":3.0,"publicationDate":"2024-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142895602","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
CryoSamba: Self-supervised deep volumetric denoising for cryo-electron tomography data CryoSamba:用于低温电子断层成像数据的自监督深度体积去噪。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-12-20 DOI: 10.1016/j.jsb.2024.108163
Jose Inacio Costa-Filho , Liam Theveny , Marilina de Sautu , Tom Kirchhausen
Cryogenic electron tomography (cryo-ET) has rapidly advanced as a high-resolution imaging tool for visualizing subcellular structures in 3D with molecular detail. Direct image inspection remains challenging due to inherent low signal-to-noise ratios (SNR). We introduce CryoSamba, a self-supervised deep learning-based model designed for denoising cryo-ET images. CryoSamba enhances single consecutive 2D planes in tomograms by averaging motion-compensated nearby planes through deep learning interpolation, effectively mimicking increased exposure. This approach amplifies coherent signals and reduces high-frequency noise, substantially improving tomogram contrast and SNR. CryoSamba operates on 3D volumes without needing pre-recorded images, synthetic data, labels or annotations, noise models, or paired volumes. CryoSamba suppresses high-frequency information less aggressively than do existing cryo-ET denoising methods, while retaining real information, as shown both by visual inspection and by Fourier Shell Correlation (FSC) analysis of icosahedrally symmetric virus particles. Thus, CryoSamba enhances the analytical pipeline for direct 3D tomogram visual interpretation.
低温电子断层扫描(cryo-ET)已经迅速发展成为一种高分辨率的成像工具,用于可视化三维亚细胞结构的分子细节。由于固有的低信噪比(SNR),直接图像检测仍然具有挑战性。我们介绍了CryoSamba,一种基于自监督深度学习的模型,用于去噪冷冻et图像。CryoSamba通过深度学习插值平均运动补偿附近的平面,有效地模拟增加的暴露,从而增强层析图中的单个连续二维平面。这种方法放大了相干信号,降低了高频噪声,大大提高了层析成像的对比度和信噪比。CryoSamba在3D体积上运行,不需要预先录制的图像、合成数据、标签或注释、噪声模型或配对体积。CryoSamba对高频信息的抑制比现有的cryo-ET去噪方法要弱,同时保留了真实信息,这一点通过对二十面体对称病毒颗粒的目视检查和傅里叶壳相关(FSC)分析都可以看出。因此,CryoSamba增强了直接3D层析成像视觉解释的分析管道。
{"title":"CryoSamba: Self-supervised deep volumetric denoising for cryo-electron tomography data","authors":"Jose Inacio Costa-Filho ,&nbsp;Liam Theveny ,&nbsp;Marilina de Sautu ,&nbsp;Tom Kirchhausen","doi":"10.1016/j.jsb.2024.108163","DOIUrl":"10.1016/j.jsb.2024.108163","url":null,"abstract":"<div><div>Cryogenic electron tomography (cryo-ET) has rapidly advanced as a high-resolution imaging tool for visualizing subcellular structures in 3D with molecular detail. Direct image inspection remains challenging due to inherent low signal-to-noise ratios (SNR). We introduce CryoSamba, a self-supervised deep learning-based model designed for denoising cryo-ET images. CryoSamba enhances single consecutive 2D planes in tomograms by averaging motion-compensated nearby planes through deep learning interpolation, effectively mimicking increased exposure. This approach amplifies coherent signals and reduces high-frequency noise, substantially improving tomogram contrast and SNR. CryoSamba operates on 3D volumes without needing pre-recorded images, synthetic data, labels or annotations, noise models, or paired volumes. CryoSamba suppresses high-frequency information less aggressively than do existing cryo-ET denoising methods, while retaining real information, as shown both by visual inspection and by Fourier Shell Correlation (FSC) analysis of icosahedrally symmetric virus particles. Thus, CryoSamba enhances the analytical pipeline for direct 3D tomogram visual interpretation.</div></div>","PeriodicalId":17074,"journal":{"name":"Journal of structural biology","volume":"217 1","pages":"Article 108163"},"PeriodicalIF":3.0,"publicationDate":"2024-12-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142877148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of structural biology
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