single-particle analysis

  • 文章类型: Journal Article
    质膜(PM)是高度动态的结构,脂质和蛋白质理论上可以自由扩散。然而,报告表明PM蛋白在其平面内不能自由扩散,但受到细胞骨架网络的约束,尽管细胞骨架如何限制植物PM蛋白的横向扩散的机制尚不清楚。通过单分子追踪,我们研究了六种具有不同结构的拟南芥(拟南芥)PM蛋白的动力学,并发现了这些蛋白在大小和动力学上的差异。此外,我们发现细胞骨架,特别是微管,限制PM蛋白的扩散,包括跨膜和膜锚定蛋白。有趣的是,微丝骨架调节胞吞货物的细胞内运输。因此,这些发现表明,细胞骨架通过限制PM蛋白在特定膜区室中的扩散和参与内化货物囊泡的运输来控制信号转导,从而积极调控植物的信号转导。
    Plasma membranes (PMs) are highly dynamic structures where lipids and proteins can theoretically diffuse freely. However, reports indicate that PM proteins do not freely diffuse within their planes but are constrained by cytoskeleton networks, though the mechanisms for how the cytoskeleton restricts lateral diffusion of plant PM proteins are unclear. Through single-molecule tracking, we investigated the dynamics of six Arabidopsis (Arabidopsis thaliana) PM proteins with diverse structures and found distinctions in sizes and dynamics among these proteins. Moreover, we showed that the cytoskeleton, particularly microtubules, limits the diffusion of PM proteins, including transmembrane and membrane-anchoring proteins. Interestingly, the microfilament skeleton regulates intracellular transport of endocytic cargo. Therefore, these findings indicate that the cytoskeleton controls signal transduction by limiting diffusion of PM proteins in specific membrane compartments and participating in transport of internalized cargo vesicles, thus actively regulating plant signal transduction.
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  • 文章类型: Journal Article
    来自天然和人为来源的纳米超细颗粒(UFP)广泛存在,当被人类吸入时会造成严重的健康风险。然而,在体内追踪吸入的UFP是极其困难的,和分布,易位,UFP的代谢仍不清楚。这里,我们报告一个没有标签的,机器学习辅助的单粒子电感耦合等离子体质谱(spICP-MS)方法,用于追踪空气中磁铁矿纳米粒子(MNPs)的暴露途径,包括外部排放源,以及使用小鼠模型在体内的分布和易位。我们的结果提供了暴露于MNPs的小鼠的不同代谢途径的定量分析,揭示脾脏是MNP代谢的主要部位(84.4%),其次是肝脏(11.4%)。吸入的UFP跨不同器官的易位改变了它们的粒径。这项工作提供了对UFP体内命运的新见解,以及用于纳米毒理学和风险评估的多功能和强大平台。
    Nanosized ultrafine particles (UFPs) from natural and anthropogenic sources are widespread and pose serious health risks when inhaled by humans. However, tracing the inhaled UFPs in vivo is extremely difficult, and the distribution, translocation, and metabolism of UFPs remain unclear. Here, we report a label-free, machine learning-aided single-particle inductively coupled plasma mass spectrometry (spICP-MS) approach for tracing the exposure pathways of airborne magnetite nanoparticles (MNPs), including external emission sources, and distribution and translocation in vivo using a mouse model. Our results provide quantitative analysis of different metabolic pathways in mice exposed to MNPs, revealing that the spleen serves as the primary site for MNP metabolism (84.4%), followed by the liver (11.4%). The translocation of inhaled UFPs across different organs alters their particle size. This work provides novel insights into the in vivo fate of UFPs as well as a versatile and powerful platform for nanotoxicology and risk assessment.
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  • 文章类型: Journal Article
    基于脂质的纳米药物(LBNMs),包括脂质体,脂质纳米颗粒(LNP)和细胞外囊泡(EV),被认为是临床上最可接受的纳米制剂之一。然而,工作台到床边的翻译效率远远不能令人满意,主要是由于在单粒子水平上缺乏对其物理和生化属性的深入了解。在这次审查中,我们首先简要介绍了LBNMs,突出了过去几十年来的一些里程碑和相关的科学和临床成就,以及LBNM表征方面的巨大挑战。接下来,我们概述了LBNMs的每个类别以及在很大程度上决定其生物学特性和临床表现的核心特性,例如大小分布,颗粒浓度,形态学,药物封装和表面性能。然后,包括电子显微镜在内的几种分析技术的最新应用,原子力显微镜,荧光显微镜,拉曼显微术,纳米粒子跟踪分析,全面讨论了可调谐电阻脉冲传感和流式细胞术对LBNM单粒子表征的影响。特别是,强调了新开发的纳米流式细胞术的相对优势,该技术可以对小于40nm的LBNM的物理和生化特性进行定量分析,并具有高通量和统计稳健性。这篇综述文章的总体目标是说明其重要性,与LBNM单粒子表征相关的挑战和成就。
    Lipid-based nanomedicines (LBNMs), including liposomes, lipid nanoparticles (LNPs) and extracellular vesicles (EVs), are recognized as one of the most clinically acceptable nano-formulations. However, the bench-to-bedside translation efficiency is far from satisfactory, mainly due to the lack of in-depth understanding of their physical and biochemical attributes at the single-particle level. In this review, we first give a brief introduction of LBNMs, highlighting some milestones and related scientific and clinical achievements in the past several decades, as well as the grand challenges in the characterization of LBNMs. Next, we present an overview of each category of LBNMs as well as the core properties that largely dictate their biological characteristics and clinical performance, such as size distribution, particle concentration, morphology, drug encapsulation and surface properties. Then, the recent applications of several analytical techniques including electron microscopy, atomic force microscopy, fluorescence microscopy, Raman microscopy, nanoparticle tracking analysis, tunable resistive pulse sensing and flow cytometry on the single-particle characterization of LBNMs are thoroughly discussed. Particularly, the comparative advantages of the newly developed nano-flow cytometry that enables quantitative analysis of both the physical and biochemical characteristics of LBNMs smaller than 40 nm with high throughput and statistical robustness are emphasized. The overall aim of this review article is to illustrate the importance, challenges and achievements associated with single-particle characterization of LBNMs.
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  • 文章类型: Journal Article
    刺状纳米结构在自然和人造系统中无处不在。尽管纳米结构对细胞受体的生物识别已被证明是病毒感染途径的主要因素,DNA修饰的纳米颗粒的尖峰形态如何影响其细胞摄取和细胞内命运仍有待探索。这里,我们设计了具有不同尖峰性(从0到2)的双发射金纳米粒子,以探测尖峰纳米粒子与细胞的相互作用。我们发现纳米粒子上的纳米尖峰在细胞摄取过程中调节细胞膜上肌球蛋白IIA的募集,从而提高细胞摄取效率,如双模态(等离子体和荧光)成像所揭示的。此外,尖锐的纳米颗粒也表现出促进内吞动力学,如实时暗场显微镜(DFM)成像和基于比色法的分类算法所揭示的。这些发现强调了尖峰形态在调节纳米颗粒细胞内命运中的关键作用,这可能会揭示工程上的theranostic纳米载体。
    Spike-like nanostructures are omnipresent in natural and artificial systems. Although biorecognition of nanostructures to cellular receptors has been indicated as the primary factor for virus infection pathways, how the spiky morphology of DNA-modified nanoparticles affects their cellular uptake and intracellular fate remains to be explored. Here, we design dually emissive gold nanoparticles with varied spikiness (from 0 to 2) to probe the interactions of spiky nanoparticles with cells. We discovered that nanospikes at the nanoparticle regulated myosin IIA recruitment at the cell membrane during cellular uptake, thereby enhancing cellular uptake efficiency, as revealed by dual-modality (plasmonic and fluorescence) imaging. Furthermore, the spiky nanoparticles also exhibited facilitated endocytosis dynamics, as revealed by real-time dark-field microscopy (DFM) imaging and colorimetry-based classification algorithms. These findings highlight the crucial role of the spiky morphology in regulating the intracellular fate of nanoparticles, which may shed light on engineering theranostic nanocarriers.
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  • 文章类型: Journal Article
    低温EM研究的最新进展引发了生物大分子结构测定的革命。分辨率是低温EM密度图质量评估的重要参数,众所周知,分辨率在地图的不同区域有所不同。当前可用的局部分辨率估计方法需要手动调整参数,并且在某些情况下需要获取或从头生成所谓的“半图”。这里,我们开发了CryoRes,一种深度学习算法,可直接从单个最终的低温EM密度图中估计局部分辨率,特别是通过在包含1,174个实验性低温EM密度图的大型数据集上进行监督训练来学习密度图体素的分辨率感知模式。CryoRes显著优于所有最先进的竞争分辨率估计方法,相对于当前最可靠的基于FSC的方法blogres,局部分辨率估计的平均RMSE为2.26,但只需要单个最终地图作为输入。Further,CryoRes能够为每张地图生成一个分子掩模,精度比ResMap生成的蒙版高12.12%。CryoRes超快,全自动,无参数,适用于低温EM层析图数据,并在https://cryores免费提供。zhanglab.net.
    Recent progress in cryo-EM research has ignited a revolution in biological macromolecule structure determination. Resolution is an essential parameter for quality assessment of a cryo-EM density map, and it is known that resolution varies in different regions of a map. Currently available methods for local resolution estimation require manual adjustment of parameters and in some cases necessitate acquisition or de novo generation of so-called \"half maps\". Here, we developed CryoRes, a deep-learning algorithm to estimate local resolution directly from a single final cryo-EM density map, specifically by learning resolution-aware patterns of density map voxels through supervised training on a large dataset comprising 1,174 experimental cryo-EM density maps. CryoRes significantly outperforms all of the state-of-the-art competing resolution estimation methods, achieving an average RMSE of 2.26 Å for local resolution estimation relative to the currently most reliable FSC-based method blocres, yet requiring only the single final map as input. Further, CryoRes is able to generate a molecular mask for each map, with accuracy 12.12% higher than the masks generated by ResMap. CryoRes is ultra-fast, fully automatic, parameter-free, applicable to cryo-EM subtomogram data, and freely available at https://cryores.zhanglab.net.
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  • 文章类型: Journal Article
    Aryl hydrocarbon receptor (AhR) is an important ligand-activated transcription factor involved in the regulation of various important physiological functions. Here, we report the cryo-EM structures of the Hsp90-AhR-p23 complex with or without bound XAP2, where the structure of the mouse AhR PAS-B domain is resolved. A highly conserved bridge motif of AhR is responsible for the interaction with the Hsp90 dimeric lumen. The ligand-free AhR PAS-B domain is attached to the Hsp90 dimer and is stabilized in the complex with bound XAP2. In addition, the DE-loop and a group of conserved pocket inner residues in the AhR PAS-B domain are found to be important for ligand binding. These results reveal the structural basis of the biological functions of AhR. Moreover, the protein purification method presented here allows the isolation of stable mouse AhR protein, which could be used to develop high-sensitivity biosensors for environmental pollutant detection.
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  • 文章类型: Journal Article
    低温电子显微镜(cryo-EM)的快速发展使大分子的结构测定无需结晶。蛋白质,蛋白质-脂质,现在,蛋白质-核酸复合物可以通过冷冻EM单粒子分析(SPA)常规解析到接近原子或原子分辨率。在这里,我们描述了通过SPA确定纯RNA的结构,从冷冻标本制备到数据收集和三维重建。该协议可用于产生许多RNA的cryo-EM结构,这里以分辨率为3.1的四膜虫L-21ScaI核酶为例。
    The rapid development of cryogenic electron microscopy (cryo-EM) enables the structure determination of macromolecules without the need for crystallization. Protein, protein-lipid, and protein-nucleic acid complexes can now be routinely resolved by cryo-EM single-particle analysis (SPA) to near-atomic or atomic resolution. Here we describe the structure determination of pure RNAs by SPA, from cryo-specimen preparation to data collection and 3D reconstruction. This protocol is useful to yield many cryo-EM structures of RNA, here exemplified by the Tetrahymena L-21 ScaI ribozyme at 3.1-Å resolution.
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  • 文章类型: Journal Article
    细胞外囊泡(EV)由于其在细胞间通讯中的天然作用而成为有吸引力的药物递送系统。由于电动汽车的内在异质性很大,非常希望在单颗粒水平上不仅评估包封效率,而且评估药物装载过程后生物功能性的改变。然而,电动汽车的纳米级尺寸提出了巨大的挑战。利用纳米流式细胞术(nFCM)对小至40nm的单台电动汽车进行多参数分析,六种常用的药物装载策略(共孵育,电穿孔,挤压,冻融,超声处理,和表面活性剂治疗)通过使用阿霉素(Dox)作为模型药物来利用。封装率,EV浓度,药物含量,在单颗粒水平上测量装载Dox的EV的膜蛋白。我们的数据表明,共孵育和电穿孔优于其他方法,包封率大约为45%,单个EV中的Dox含量更高。有趣的是,膜蛋白的标记比表明,挤出对电动汽车表面蛋白发生不同程度的损伤,冻融,超声处理,和表面活性剂处理。共聚焦荧光显微镜和流式细胞术分析显示,通过电穿孔制备的装载Dox的EV诱导最强的凋亡,然后进行共孵育。这些结果与它们的细胞摄取速率以及与单一EV的Dox包封效率基本相关。nFCM提供了一个快速和敏感的平台,用于单颗粒评估药物加载策略,以将药物纳入电动汽车。
    Extracellular vesicles (EVs) have emerged as an attractive drug delivery system owing to their natural roles in intercellular communication. On account of the large intrinsic heterogeneity of EVs, it is highly desirable to evaluate not only the encapsulation efficiency but also the alteration of biological functionality after the drug-loading process at the single-particle level. However, the nanoscale size of EVs poses a great challenge. Taking advantage of nano-flow cytometry (nFCM) in the multiparameter analysis of single EVs as small as 40 nm, six commonly used drug-loading strategies (coincubation, electroporation, extrusion, freeze-thawing, sonication, and surfactant treatment) were exploited by employing doxorubicin (Dox) as the model drug. Encapsulation ratio, EV concentration, drug content, and membrane proteins of Dox-loaded EVs were measured at the single-particle level. Our data indicated that coincubation and electroporation outperformed other methods with an encapsulation ratio of approximately 45% and a higher Dox content in single EVs. Interestingly, the labeling ratios of membrane proteins indicated that varying degrees of damage to the surface proteins of EVs occurred upon extrusion, freeze-thawing, sonication, and surfactant treatment. Confocal fluorescence microscopy and flow cytometry analysis revealed that Dox-loaded EVs prepared by electroporation induced the strongest apoptosis followed by coincubation. These results correlated well with their cellular uptake rate and fundamentally with the Dox encapsulation efficiency of single EVs. nFCM provides a rapid and sensitive platform for single-particle assessment of drug-loading strategies for incorporating drugs into EVs.
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  • 文章类型: Journal Article
    单粒子低温电子显微镜(cryo-EM)已成为结构生物学领域确定生物大分子三维(3D)结构的主流技术之一。异质低温-EM投影图像分类是发现生物大分子在不同功能状态下构象异质性的有效途径。然而,由于投影图像的信噪比低,异构低温电磁投影图像的分类是一项非常具有挑战性的任务。在本文中,投影图像之间的两种新颖的距离度量,集成了公共线的可靠性,像素强度和类平均设计,然后提出了一种基于两种距离度量的两阶段谱聚类算法,用于异构低温电磁投影图像分类。在第一阶段,结合投影图像的公共线和像素强度的新型距离度量用于通过谱聚类获得初步分类结果。在第二阶段,另一种新颖的距离度量,将第一种新颖的距离度量和从每组投影图像生成的类平均进行整合,以通过谱聚类获得最终的分类结果。将所提出的两阶段谱聚类算法应用于模拟和真实的低温EM数据集上,以进行异构重建。结果表明,两种新的距离度量可以用来提高谱聚类的分类性能,与使用RELION和XMIPP相比,使用所提出的两阶段谱聚类算法可以获得更高的分类和重建精度。
    Single-particle cryo-electron microscopy (cryo-EM) has become one of the mainstream technologies in the field of structural biology to determine the three-dimensional (3D) structures of biological macromolecules. Heterogeneous cryo-EM projection image classification is an effective way to discover conformational heterogeneity of biological macromolecules in different functional states. However, due to the low signal-to-noise ratio of the projection images, the classification of heterogeneous cryo-EM projection images is a very challenging task. In this paper, two novel distance measures between projection images integrating the reliability of common lines, pixel intensity and class averages are designed, and then a two-stage spectral clustering algorithm based on the two distance measures is proposed for heterogeneous cryo-EM projection image classification. In the first stage, the novel distance measure integrating common lines and pixel intensities of projection images is used to obtain preliminary classification results through spectral clustering. In the second stage, another novel distance measure integrating the first novel distance measure and class averages generated from each group of projection images is used to obtain the final classification results through spectral clustering. The proposed two-stage spectral clustering algorithm is applied on a simulated and a real cryo-EM dataset for heterogeneous reconstruction. Results show that the two novel distance measures can be used to improve the classification performance of spectral clustering, and using the proposed two-stage spectral clustering algorithm can achieve higher classification and reconstruction accuracy than using RELION and XMIPP.
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  • 文章类型: Journal Article
    了解纳米通道/孔中由流动和电场驱动的带电粒子的动态行为对于基础研究和实际应用都非常重要。虽然在理解纳米通道/孔内带电粒子的易位动力学方面取得了重大突破,对纳米通道/孔隙孔处颗粒动力学的研究几乎没有报道。这里,我们通过将实验观察到的电流瞬变与模拟力条件相结合来研究纳米吸量管较小尺寸孔口处的粒子运动。理论力分析表明,介电泳力与电泳力和电渗力起着同等重要的作用,尽管在理解纳米吸量管内的粒子移位动力学时经常被忽视。在这些力量的共同作用下,因此,颗粒很难与纳米吸量管的孔口物理碰撞,导致电流瞬变的相对较低的降低,这与实验结果一致。然后,我们通过改变实验条件来调节动态行为(即,偏置电位,纳米吸量管表面电荷,和粒度),结果进一步验证了所考虑的力的存在和影响。这项研究提高了对粒子特性与观察到的电流瞬变之间关系的理解,为精确的单粒子分析和单实体调控提供了更多的可能性。
    Understanding the dynamic behavior of charged particles driven by flow and electric field in nanochannels/pores is highly important for both fundamental study and practical applications. While a great breakthrough has been made in understanding the translocation dynamics of charged particles within the nanochannels/pores, studies on the dynamics of particles at the orifice of nanochannels/pores are scarcely reported. Here, we study particle motion at a smaller-sized orifice of a nanopipette by combining experimentally observed current transients with simulated force conditions. The theoretical force analysis reveals that dielectrophoretic force plays an equally important role as electrophoretic force and electroosmotic force, although it has often been neglected in understanding the particle translocation dynamics within the nanopipette. Under the combined action of these forces, it thus becomes difficult for particles to physically collide with the orifice of the nanopipette, resulting in a relatively low decrease in the current transients, which coincides with experimental results. We then regulate the dynamic behavior by altering experimental conditions (i.e., bias potential, nanopipette surface charge, and particle size), and the results further validate the presence and influence of forces being considered. This study improves the understanding of the relationship between particle properties and observed current transients, providing more possibilities for accurate single-particle analysis and single-entity regulation.
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