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1.
Nature ; 628(8006): 47-56, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38570716

RESUMEN

Most life scientists would agree that understanding how cellular processes work requires structural knowledge about the macromolecules involved. For example, deciphering the double-helical nature of DNA revealed essential aspects of how genetic information is stored, copied and repaired. Yet, being reductionist in nature, structural biology requires the purification of large amounts of macromolecules, often trimmed off larger functional units. The advent of cryogenic electron microscopy (cryo-EM) greatly facilitated the study of large, functional complexes and generally of samples that are hard to express, purify and/or crystallize. Nevertheless, cryo-EM still requires purification and thus visualization outside of the natural context in which macromolecules operate and coexist. Conversely, cell biologists have been imaging cells using a number of fast-evolving techniques that keep expanding their spatial and temporal reach, but always far from the resolution at which chemistry can be understood. Thus, structural and cell biology provide complementary, yet unconnected visions of the inner workings of cells. Here we discuss how the interplay between cryo-EM and cryo-electron tomography, as a connecting bridge to visualize macromolecules in situ, holds great promise to create comprehensive structural depictions of macromolecules as they interact in complex mixtures or, ultimately, inside the cell itself.


Asunto(s)
Biología Celular , Células , Microscopía por Crioelectrón , Tomografía con Microscopio Electrónico , Microscopía por Crioelectrón/métodos , Microscopía por Crioelectrón/tendencias , Tomografía con Microscopio Electrónico/métodos , Tomografía con Microscopio Electrónico/tendencias , Sustancias Macromoleculares/análisis , Sustancias Macromoleculares/química , Sustancias Macromoleculares/metabolismo , Sustancias Macromoleculares/ultraestructura , Biología Celular/instrumentación , Células/química , Células/citología , Células/metabolismo , Células/ultraestructura , Humanos
2.
Nat Commun ; 15(1): 2090, 2024 Mar 07.
Artículo en Inglés | MEDLINE | ID: mdl-38453943

RESUMEN

To solve three-dimensional structures of biological macromolecules in situ, large numbers of particles often need to be picked from cryo-electron tomograms. However, adoption of automated particle-picking methods remains limited because of their technical limitations. To overcome the limitations, we develop DeepETPicker, a deep learning model for fast and accurate picking of particles from cryo-electron tomograms. Training of DeepETPicker requires only weak supervision with low numbers of simplified labels, reducing the burden of manual annotation. The simplified labels combined with the customized and lightweight model architecture of DeepETPicker and accelerated pooling enable substantial performance improvement. When tested on simulated and real tomograms, DeepETPicker outperforms the competing state-of-the-art methods by achieving the highest overall accuracy and speed, which translate into higher authenticity and coordinates accuracy of picked particles and higher resolutions of final reconstruction maps. DeepETPicker is provided in open source with a user-friendly interface to support cryo-electron tomography in situ.


Asunto(s)
Aprendizaje Profundo , Tomografía con Microscopio Electrónico , Microscopía por Crioelectrón/métodos , Procesamiento de Imagen Asistido por Computador/métodos
3.
Nat Commun ; 15(1): 2660, 2024 Mar 26.
Artículo en Inglés | MEDLINE | ID: mdl-38531877

RESUMEN

Ultrastructure of human brain tissue has traditionally been examined using electron microscopy (EM) following fixation, staining, and sectioning, which limit resolution and introduce artifacts. Alternatively, cryo-electron tomography (cryo-ET) allows higher resolution imaging of unfixed cellular samples while preserving architecture, but it requires samples to be vitreous and thin enough for transmission EM. Due to these requirements, cryo-ET has yet to be employed to investigate unfixed, never previously frozen human brain tissue. Here we present a method for generating lamellae in human brain tissue obtained at time of autopsy that can be imaged via cryo-ET. We vitrify the tissue via plunge-freezing and use xenon plasma focused ion beam (FIB) milling to generate lamellae directly on-grid at variable depth inside the tissue. Lamellae generated in Alzheimer's disease brain tissue reveal intact subcellular structures including components of autophagy and potential pathologic tau fibrils. Furthermore, we reveal intact compact myelin and functional cytoplasmic expansions. These images indicate that plasma FIB milling with cryo-ET may be used to elucidate nanoscale structures within the human brain.


Asunto(s)
Encéfalo , Tomografía con Microscopio Electrónico , Humanos , Tomografía con Microscopio Electrónico/métodos , Microscopía por Crioelectrón/métodos , Microscopía Electrónica de Transmisión , Autopsia
4.
Acta Crystallogr D Struct Biol ; 80(Pt 4): 247-258, 2024 Apr 01.
Artículo en Inglés | MEDLINE | ID: mdl-38512070

RESUMEN

Data acquisition and processing for cryo-electron tomography can be a significant bottleneck for users. To simplify and streamline the cryo-ET workflow, Tomo Live, an on-the-fly solution that automates the alignment and reconstruction of tilt-series data, enabling real-time data-quality assessment, has been developed. Through the integration of Tomo Live into the data-acquisition workflow for cryo-ET, motion correction is performed directly after each of the acquired tilt angles. Immediately after the tilt-series acquisition has completed, an unattended tilt-series alignment and reconstruction into a 3D volume is performed. The results are displayed in real time in a dedicated remote web platform that runs on the microscope hardware. Through this web platform, users can review the acquired data (aligned stack and 3D volume) and several quality metrics that are obtained during the alignment and reconstruction process. These quality metrics can be used for fast feedback for subsequent acquisitions to save time. Parameters such as Alignment Accuracy, Deleted Tilts and Tilt Axis Correction Angle are visualized as graphs and can be used as filters to export only the best tomograms (raw data, reconstruction and intermediate data) for further processing. Here, the Tomo Live algorithms and workflow are described and representative results on several biological samples are presented. The Tomo Live workflow is accessible to both expert and non-expert users, making it a valuable tool for the continued advancement of structural biology, cell biology and histology.


Asunto(s)
Tomografía con Microscopio Electrónico , Procesamiento de Imagen Asistido por Computador , Tomografía con Microscopio Electrónico/métodos , Microscopía por Crioelectrón/métodos , Procesamiento de Imagen Asistido por Computador/métodos , Exactitud de los Datos , Flujo de Trabajo
5.
mBio ; 15(4): e0286423, 2024 Apr 10.
Artículo en Inglés | MEDLINE | ID: mdl-38456679

RESUMEN

Intracellular infectious agents, like the malaria parasite, Plasmodium falciparum, face the daunting challenge of how to invade a host cell. This problem may be even harder when the host cell in question is the enucleated red blood cell, which lacks the host machinery co-opted by many pathogens for internalization. Evolution has provided P. falciparum and related single-celled parasites within the phylum Apicomplexa with a collection of organelles at their apical end that mediate invasion. This apical complex includes at least two sets of secretory organelles, micronemes and rhoptries, and several structural features like apical rings and a putative pore through which proteins may be introduced into the host cell during invasion. We perform cryogenic electron tomography (cryo-ET) equipped with Volta Phase Plate on isolated and vitrified merozoites to visualize the apical machinery. Through tomographic reconstruction of cellular compartments, we see new details of known structures like the rhoptry tip interacting directly with a rosette resembling the recently described rhoptry secretory apparatus (RSA), or with an apical vesicle docked beneath the RSA. Subtomogram averaging reveals that the apical rings have a fixed number of repeating units, each of which is similar in overall size and shape to the units in the apical rings of tachyzoites of Toxoplasma gondii. Comparison of these polar rings in Plasmodium and Toxoplasma parasites also reveals them to have a structurally conserved assembly pattern. These results provide new insight into the essential and structurally conserved features of this remarkable machinery used by apicomplexan parasites to invade their respective host cells. IMPORTANCE: Malaria is an infectious disease caused by parasites of the genus Plasmodium and is a leading cause of morbidity and mortality globally. Upon infection, Plasmodium parasites invade and replicate in red blood cells, where they are largely protected from the immune system. To enter host cells, the parasites employ a specialized apparatus at their anterior end. In this study, advanced imaging techniques like cryogenic electron tomography (cryo-ET) and Volta Phase Plate enable unprecedented visualization of whole Plasmodium falciparum merozoites, revealing previously unknown structural details of their invasion machinery. Key findings include new insights into the structural conservation of apical rings shared between Plasmodium and its apicomplexan cousin, Toxoplasma. These discoveries shed light on the essential and conserved elements of the invasion machinery used by these pathogens. Moreover, the research provides a foundation for understanding the molecular mechanisms underlying parasite-host interactions, potentially informing strategies for combating diseases caused by apicomplexan parasites.


Asunto(s)
Malaria , Parásitos , Plasmodium , Toxoplasma , Animales , Plasmodium falciparum/metabolismo , Tomografía con Microscopio Electrónico , Proteínas Protozoarias/metabolismo , Parásitos/metabolismo , Interacciones Huésped-Parásitos , Toxoplasma/metabolismo
6.
J Cell Biol ; 223(6)2024 Jun 03.
Artículo en Inglés | MEDLINE | ID: mdl-38506714

RESUMEN

The extracellular matrix (ECM) serves as a scaffold for cells and plays an essential role in regulating numerous cellular processes, including cell migration and proliferation. Due to limitations in specimen preparation for conventional room-temperature electron microscopy, we lack structural knowledge on how ECM components are secreted, remodeled, and interact with surrounding cells. We have developed a 3D-ECM platform compatible with sample thinning by cryo-focused ion beam milling, the lift-out extraction procedure, and cryo-electron tomography. Our workflow implements cell-derived matrices (CDMs) grown on EM grids, resulting in a versatile tool closely mimicking ECM environments. This allows us to visualize ECM for the first time in its hydrated, native context. Our data reveal an intricate network of extracellular fibers, their positioning relative to matrix-secreting cells, and previously unresolved structural entities. Our workflow and results add to the structural atlas of the ECM, providing novel insights into its secretion and assembly.


Asunto(s)
Tomografía con Microscopio Electrónico , Matriz Extracelular , Transporte Biológico , Movimiento Celular , Citosol , Tomografía con Microscopio Electrónico/métodos , Matriz Extracelular/ultraestructura
7.
Science ; 383(6686): eabm9903, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38422126

RESUMEN

All living organisms deploy cell-autonomous defenses to combat infection. In plants and animals, large supramolecular complexes often activate immune proteins for protection. In this work, we resolved the native structure of a massive host-defense complex that polymerizes 30,000 guanylate-binding proteins (GBPs) over the surface of gram-negative bacteria inside human cells. Construction of this giant nanomachine took several minutes and remained stable for hours, required guanosine triphosphate hydrolysis, and recruited four GBPs plus caspase-4 and Gasdermin D as a cytokine and cell death immune signaling platform. Cryo-electron tomography suggests that GBP1 can adopt an extended conformation for bacterial membrane insertion to establish this platform, triggering lipopolysaccharide release that activated coassembled caspase-4. Our "open conformer" model provides a dynamic view into how the human GBP1 defense complex mobilizes innate immunity to infection.


Asunto(s)
Bacterias , Infecciones Bacterianas , Membrana Celular , Proteínas de Unión al GTP , Reconocimiento de Inmunidad Innata , Humanos , Citocinas/química , Tomografía con Microscopio Electrónico , Proteínas de Unión al GTP/química , Guanosina Trifosfato/química , Hidrólisis , Inmunidad Celular , Microscopía por Crioelectrón , Gasderminas/química , Proteínas de Unión a Fosfato/química , Conformación Proteica , Membrana Celular/química , Membrana Celular/inmunología , Caspasas Iniciadoras/química , Infecciones Bacterianas/inmunología , Bacterias/inmunología
8.
Proc Natl Acad Sci U S A ; 121(9): e2311160121, 2024 Feb 27.
Artículo en Inglés | MEDLINE | ID: mdl-38377189

RESUMEN

Glioblastomas (GBMs) are the most lethal primary brain tumors with limited survival, even under aggressive treatments. The current therapeutics for GBMs are flawed due to the failure to accurately discriminate between normal proliferating cells and distinctive tumor cells. Mitochondria are essential to GBMs and serve as potential therapeutical targets. Here, we utilize cryo-electron tomography to quantitatively investigate nanoscale details of randomly sampled mitochondria in their native cellular context of GBM cells. Our results show that compared with cancer-free brain cells, GBM cells own more inter-mitochondrial junctions of several types for communications. Furthermore, our tomograms unveil microtubule-dependent mitochondrial nanotunnel-like bridges in the GBM cells as another inter-mitochondrial structure. These quantified inter-mitochondrial features, together with other mitochondria-organelle and intra-mitochondrial ones, are sufficient to distinguish GBM cells from cancer-free brain cells under scrutiny with predictive modeling. Our findings decipher high-resolution inter-mitochondrial structural signatures and provide clues for diagnosis and therapeutic interventions for GBM and other mitochondria-related diseases.


Asunto(s)
Neoplasias Encefálicas , Glioblastoma , Humanos , Glioblastoma/patología , Neoplasias Encefálicas/patología , Tomografía con Microscopio Electrónico , Encéfalo/patología , Mitocondrias/patología
9.
PLoS Biol ; 22(2): e3002533, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-38422169

RESUMEN

During host cell invasion, microsporidian spores translocate their entire cytoplasmic content through a thin, hollow superstructure known as the polar tube. To achieve this, the polar tube transitions from a compact spring-like state inside the environmental spore to a long needle-like tube capable of long-range sporoplasm delivery. The unique mechanical properties of the building blocks of the polar tube allow for an explosive transition from compact to extended state and support the rapid cargo translocation process. The molecular and structural factors enabling this ultrafast process and the structural changes during cargo delivery are unknown. Here, we employ light microscopy and in situ cryo-electron tomography to visualize multiple ultrastructural states of the Vairimorpha necatrix polar tube, allowing us to evaluate the kinetics of its germination and characterize the underlying morphological transitions. We describe a cargo-filled state with a unique ordered arrangement of microsporidian ribosomes, which cluster along the thin tube wall, and an empty post-translocation state with a reduced diameter but a thicker wall. Together with a proteomic analysis of endogenously affinity-purified polar tubes, our work provides comprehensive data on the infection apparatus of microsporidia and uncovers new aspects of ribosome regulation and transport.


Asunto(s)
Microsporidios , Proteómica , Esporas Fúngicas , Microsporidios/ultraestructura , Ribosomas , Tomografía con Microscopio Electrónico
10.
Cell ; 187(3): 563-584, 2024 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-38306982

RESUMEN

Biology spans a continuum of length and time scales. Individual experimental methods only glimpse discrete pieces of this spectrum but can be combined to construct a more holistic view. In this Review, we detail the latest advancements in volume electron microscopy (vEM) and cryo-electron tomography (cryo-ET), which together can visualize biological complexity across scales from the organization of cells in large tissues to the molecular details inside native cellular environments. In addition, we discuss emerging methodologies for integrating three-dimensional electron microscopy (3DEM) imaging with multimodal data, including fluorescence microscopy, mass spectrometry, single-particle analysis, and AI-based structure prediction. This multifaceted approach fills gaps in the biological continuum, providing functional context, spatial organization, molecular identity, and native interactions. We conclude with a perspective on incorporating diverse data into computational simulations that further bridge and extend length scales while integrating the dimension of time.


Asunto(s)
Biología , Microscopía Electrónica , Microscopía por Crioelectrón/métodos , Tomografía con Microscopio Electrónico/métodos , Microscopía Fluorescente , Tiempo , Simulación por Computador
11.
Nat Commun ; 15(1): 1376, 2024 Feb 14.
Artículo en Inglés | MEDLINE | ID: mdl-38355696

RESUMEN

Bacterial spores owe their incredible resistance capacities to molecular structures that protect the cell content from external aggressions. Among the determinants of resistance are the quaternary structure of the chromosome and an extracellular shell made of proteinaceous layers (the coat), the assembly of which remains poorly understood. Here, in situ cryo-electron tomography on lamellae generated by cryo-focused ion beam micromachining provides insights into the ultrastructural organization of Bacillus subtilis sporangia. The reconstructed tomograms reveal that early during sporulation, the chromosome in the forespore adopts a toroidal structure harboring 5.5-nm thick fibers. At the same stage, coat proteins at the surface of the forespore form a stack of amorphous or structured layers with distinct electron density, dimensions and organization. By analyzing mutant strains using cryo-electron tomography and transmission electron microscopy on resin sections, we distinguish seven nascent coat regions with different molecular properties, and propose a model for the contribution of coat morphogenetic proteins.


Asunto(s)
Tomografía con Microscopio Electrónico , Esporas Bacterianas , Esporas Bacterianas/genética , Proteínas Bacterianas/metabolismo , Microscopía Electrónica de Transmisión , Bacillus subtilis/metabolismo
12.
Nat Commun ; 15(1): 1311, 2024 Feb 12.
Artículo en Inglés | MEDLINE | ID: mdl-38346988

RESUMEN

Actin mediates insulin secretion in pancreatic ß-cells through remodeling. Hampered by limited resolution, previous studies have offered an ambiguous depiction as depolymerization and repolymerization. We report the in situ structure of actin remodeling in INS-1E ß-cells during glucose-stimulated insulin secretion at nanoscale resolution. After remodeling, the actin filament network at the cell periphery exhibits three marked differences: 12% of actin filaments reorient quasi-orthogonally to the ventral membrane; the filament network mainly remains as cell-stabilizing bundles but partially reconfigures into a less compact arrangement; actin filaments anchored to the ventral membrane reorganize from a "netlike" to a "blooming" architecture. Furthermore, the density of actin filaments and microtubules around insulin secretory granules decreases, while actin filaments and microtubules become more densely packed. The actin filament network after remodeling potentially precedes the transport and release of insulin secretory granules. These findings advance our understanding of actin remodeling and its role in glucose-stimulated insulin secretion.


Asunto(s)
Actinas , Células Secretoras de Insulina , Secreción de Insulina , Actinas/metabolismo , Glucosa/metabolismo , Tomografía con Microscopio Electrónico , Insulina/metabolismo , Células Secretoras de Insulina/metabolismo , Citoesqueleto de Actina/metabolismo
13.
Curr Opin Struct Biol ; 84: 102765, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-38181688

RESUMEN

Cryo-electron microscopy single particle analysis (cryo-EM SPA) and cryo-electron tomography (cryo-ET) have historically been employed as distinct approaches for investigating molecular structures of disparate sample types, focusing on highly purified biological macromolecules and in situ cellular contexts, respectively. However, these techniques offer inherently complementary structural insights that, when combined, provide a more comprehensive understanding of complex biological systems. For example, if both techniques are applied to the same purified biological macromolecules, cryo-ET has the ability to resolve highly flexible yet strong signal features on an individual target molecule which will not be preserved in the high-resolution cryo-EM SPA results. In this review, we highlight recent achievements utilizing such applications to unveil new insights into the chromatin assembly and activities of DNA-protein assemblies. This convergence of cryo-EM SPA and cryo-ET holds great promise for elucidating new structural aspects of these essential molecular processes.


Asunto(s)
Tomografía con Microscopio Electrónico , Imagen Individual de Molécula , Microscopía por Crioelectrón/métodos , Proteínas/química , Estructura Molecular
14.
Commun Biol ; 7(1): 101, 2024 01 16.
Artículo en Inglés | MEDLINE | ID: mdl-38228756

RESUMEN

The Fourier shell correlation (FSC) is a measure of the similarity between two signals computed over corresponding shells in the frequency domain and has broad applications in microscopy. In structural biology, the FSC is ubiquitous in methods for validation, resolution determination, and signal enhancement. Computing the FSC usually requires two independent measurements of the same underlying signal, which can be limiting for some applications. Here, we analyze and extend on an approach to estimate the FSC from a single measurement. In particular, we derive the necessary conditions required to estimate the FSC from downsampled versions of a single noisy measurement. These conditions reveal additional corrections which we implement to increase the applicability of the method. We then illustrate two applications of our approach, first as an estimate of the global resolution from a single 3-D structure and second as a data-driven method for denoising tomographic reconstructions in electron cryo-tomography. These results provide general guidelines for computing the FSC from a single measurement and suggest new applications of the FSC in microscopy.


Asunto(s)
Tomografía con Microscopio Electrónico , Microscopía por Crioelectrón/métodos
15.
Life Sci Alliance ; 7(3)2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38182160

RESUMEN

Primary cilia mediate sensory signaling in multiple organisms and cell types but have structures adapted for specific roles. Structural defects in them lead to devastating diseases known as ciliopathies in humans. Key to their functions are structures at their base: the basal body, the transition zone, the "Y-shaped links," and the "ciliary necklace." We have used cryo-electron tomography with subtomogram averaging and conventional transmission electron microscopy to elucidate the structures associated with the basal region of the "connecting cilia" of rod outer segments in mouse retina. The longitudinal variations in microtubule (MT) structures and the lumenal scaffold complexes connecting them have been determined, as well as membrane-associated transition zone structures: Y-shaped links connecting MT to the membrane, and ciliary beads connected to them that protrude from the cell surface and form a necklace-like structure. These results represent a clearer structural scaffold onto which molecules identified by genetics, proteomics, and superresolution fluorescence can be placed in our emerging model of photoreceptor sensory cilia.


Asunto(s)
Centriolos , Cilios , Humanos , Animales , Ratones , Tomografía con Microscopio Electrónico , Microscopía Electrónica de Transmisión , Cuerpos Basales
16.
FEBS Lett ; 598(1): 9-16, 2024 01.
Artículo en Inglés | MEDLINE | ID: mdl-37625816

RESUMEN

Autophagosome biogenesis, from the appearance of the phagophore to elongation and closure into an autophagosome, is one of the long-lasting open questions in the autophagy field. Recent studies utilising cryo-electron tomography and detailed analysis of the image data have revealed new information on the membrane dynamics of these events, including the shape and dimensions of omegasomes, phagophores and autophagosomes, and their relationships with the organelles around them. One of the important predictions from the new results is that 60-80% of the autophagosome membrane area is delivered by direct lipid transfer or lipid synthesis. Cryo-electron tomography can be expected to provide new directions for autophagy research in the near future.


Asunto(s)
Autofagosomas , Tomografía con Microscopio Electrónico , Autofagia , Orgánulos , Lípidos
17.
Mol Microbiol ; 121(4): 659-670, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38140856

RESUMEN

Since its inception in the 1930s, transmission electron microscopy (TEM) has been a powerful method to explore the cellular structure of parasites. TEM usually requires samples of <100 nm thick and with protozoans being larger than 1 µm, their study requires resin embedding and ultrathin sectioning. During the past decade, several new methods have been developed to improve, facilitate, and speed up the structural characterisation of biological samples, offering new imaging modalities for the study of protozoans. In particular, scanning transmission electron microscopy (STEM) can be used to observe sample sections as thick as 1 µm thus becoming an alternative to conventional TEM. STEM can also be performed under cryogenic conditions in combination with cryo-electron tomography providing access to the study of thicker samples in their native hydrated states in 3D. This method, called cryo-scanning transmission electron tomography (cryo-STET), was first developed in 2014. This review presents the basic concepts and benefits of STEM methods and provides examples to illustrate the potential for new insights into the structure and ultrastructure of protozoans.


Asunto(s)
Tomografía con Microscopio Electrónico , Microscopía Electrónica de Transmisión de Rastreo/métodos , Tomografía con Microscopio Electrónico/métodos , Microscopía por Crioelectrón/métodos , Microscopía Electrónica de Rastreo
18.
J Struct Biol ; 216(1): 108056, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38101554

RESUMEN

Electron tomography is an imaging technique that allows for the elucidation of three-dimensional structural information of biological specimens in a very general context, including cellular in situ observations. The approach starts by collecting a set of images at different projection directions by tilting the specimen stage inside the microscope. Therefore, a crucial preliminary step is to precisely define the acquisition geometry by aligning all the tilt images to a common reference. Errors introduced in this step will lead to the appearance of artifacts in the tomographic reconstruction, rendering them unsuitable for the sample study. Focusing on fiducial-based acquisition strategies, this work proposes a deep-learning algorithm to detect misalignment artifacts in tomographic reconstructions by analyzing the characteristics of these fiducial markers in the tomogram. In addition, we propose an algorithm designed to detect fiducial markers in the tomogram with which to feed the classification algorithm in case the alignment algorithm does not provide the location of the markers. This open-source software is available as part of the Xmipp software package inside of the Scipion framework, and also through the command-line in the standalone version of Xmipp.


Asunto(s)
Aprendizaje Profundo , Tomografía con Microscopio Electrónico , Tomografía con Microscopio Electrónico/métodos , Procesamiento de Imagen Asistido por Computador/métodos , Electrones , Algoritmos , Microscopía por Crioelectrón/métodos
19.
J Biochem ; 175(2): 187-193, 2024 Feb 25.
Artículo en Inglés | MEDLINE | ID: mdl-38102736

RESUMEN

Cryo-electron microscopy was developed as a powerful tool for imaging biological specimens in near-native conditions. Nowadays, advances in technology, equipment and computations make it possible to obtain structures of biomolecules with near-atomic resolution. Furthermore, cryo-electron tomography combined with continuous specimen tilting allows structural analysis of heterogeneous biological specimens. In particular, when combined with a cryo-focused ion beam scanning electron microscope, it becomes possible to directly analyse the structure of the biomolecules within cells, a process known as in situ cryo-electron tomography. This technique has the potential to visualize cytoplasmic zoning, involving liquid-liquid phase separation, caused by biomolecular networks in aqueous solutions, which has been the subject of recent debate. Here, we review advances in structural studies of biomolecules to study cytoplasmic zoning by in situ cryo-electron tomography.


Asunto(s)
Tomografía con Microscopio Electrónico , Tomografía con Microscopio Electrónico/métodos , Microscopía por Crioelectrón/métodos
20.
Int J Mol Sci ; 24(24)2023 Dec 06.
Artículo en Inglés | MEDLINE | ID: mdl-38139012

RESUMEN

In this work, we established, validated, and optimized a novel computational framework for tracing arbitrarily oriented actin filaments in cryo-electron tomography maps. Our approach was designed for highly complex intracellular architectures in which a long-range cytoskeleton network extends throughout the cell bodies and protrusions. The irregular organization of the actin network, as well as cryo-electron-tomography-specific noise, missing wedge artifacts, and map dimensions call for a specialized implementation that is both robust and efficient. Our proposed solution, Struwwel Tracer, accumulates densities along paths of a specific length in various directions, starting from locally determined seed points. The highest-density paths originating from the seed points form short linear candidate filament segments, which are further scrutinized and classified by users via inspection of a novel pruning map, which visualizes the likelihood of being a part of longer filaments. The pruned linear candidate filament segments are then iteratively fused into continuous, longer, and curved filaments based on their relative orientations, gap spacings, and extendibility. When applied to the simulated phantom tomograms of a Dictyostelium discoideum filopodium under experimental conditions, Struwwel Tracer demonstrated high efficacy, with F1-scores ranging from 0.85 to 0.90, depending on the noise level. Furthermore, when applied to a previously untraced experimental tomogram of mouse fibroblast lamellipodia, the filaments predicted by Struwwel Tracer exhibited a good visual agreement with the experimental map. The Struwwel Tracer framework is highly time efficient and can complete the tracing process in just a few minutes. The source code is publicly available with version 3.2 of the free and open-source Situs software package.


Asunto(s)
Dictyostelium , Ratones , Animales , Citoesqueleto de Actina , Citoesqueleto , Actinas , Tomografía con Microscopio Electrónico/métodos
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