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Cryogenic electron microscopy

Cryogenic electron microscopy (cryo-EM) is a powerful imaging technique that uses a transmission electron microscope to visualize biological specimens at cryogenic temperatures, typically by rapidly freezing samples in vitreous ice to preserve their native hydrated state without the need for crystallization or staining.^[1] This method enables the determination of three-dimensional structures of macromolecules, such as proteins and viruses, at atomic resolutions, often better than 3 Å, by collecting and computationally reconstructing multiple two-dimensional projection images of individual particles.^[2] Unlike traditional electron microscopy, cryo-EM minimizes radiation damage and dehydration artifacts through low-dose imaging under cryogenic conditions, making it particularly suited for studying dynamic and heterogeneous biomolecular assemblies in near-native environments.^[3] Developed over decades, cryo-EM's foundational principles trace back to the 1970s and 1980s, with key advancements in sample vitrification by Jacques Dubochet and computational image processing by Joachim Frank, culminating in the 2017 Nobel Prize in Chemistry awarded to Dubochet, Frank, and Richard Henderson for enabling high-resolution structure determination of biomolecules.^[4] The technique involves several critical steps: sample preparation via plunge-freezing on electron microscopy grids to form thin films of amorphous ice, low-electron-dose imaging to capture projections from various angles, and single-particle analysis or tomography for 3D reconstruction using algorithms that align and average thousands to millions of particle images.^[5] Recent innovations, including direct electron detectors, automated data collection, and improved software for heterogeneity handling, have dramatically increased throughput and resolution, transforming cryo-EM into a mainstream tool in structural biology since the 2010s.^[6] Cryo-EM's applications extend beyond isolated proteins to complex cellular structures, membrane proteins in lipid environments, and time-resolved studies of conformational changes, providing insights into molecular mechanisms of diseases, drug design, and cellular processes.^[7] For instance, it has elucidated structures of ion channels, ribosomes, and viral spikes, contributing to developments like COVID-19 vaccine design.^[8] As of 2025, the number of new structures determined annually by cryo-EM is set to exceed those from X-ray crystallography, underscoring its growing preeminence in the field.^[9] While challenges remain in sample preparation uniformity and data processing for very large complexes, ongoing hardware and algorithmic improvements continue to expand its resolution limits and accessibility, positioning cryo-EM as a complementary method to X-ray crystallography and NMR spectroscopy in the structural biology toolkit.^[4]

Fundamentals

Principles of Operation

Cryogenic electron microscopy (cryo-EM) relies on the interactions between a beam of high-energy electrons and the sample to generate structural information. When electrons pass through the specimen, they undergo elastic scattering, where the electron's direction changes without significant energy loss, primarily contributing to image formation by providing phase contrast from the projected electron potential of the sample. Inelastic scattering, involving energy transfer to the specimen (e.g., exciting atomic electrons or phonons), leads to signal loss and beam-induced damage but can be minimized through energy filtering or low-dose imaging strategies. In vitreous ice, the embedding medium for biological samples, contrast arises mainly from these weak scattering events due to the low atomic number elements present, resulting in inherently low amplitude contrast that necessitates advanced imaging techniques for visualization.^[10]^[11]^[11] To preserve the native hydrated state of biomolecules, samples are rapidly frozen to cryogenic temperatures, typically by vitrification in liquid ethane cooled to approximately -180°C, followed by storage and imaging at liquid nitrogen temperatures around -196°C. This ultra-fast cooling prevents the formation of damaging ice crystals, instead forming amorphous (vitreous) ice that maintains the sample's hydration shell and three-dimensional structure close to its physiological state, avoiding dehydration artifacts common in room-temperature electron microscopy. The low temperatures also reduce molecular motion and slow secondary radiation damage processes, enabling higher electron doses before structural degradation occurs.^[12]^[13]^[14] Imaging in cryo-EM predominantly uses phase contrast, as unstained biological specimens act as weak phase objects with minimal amplitude contrast. To enhance visibility, the objective lens is deliberately defocused (typically by 1-3 μm), introducing a phase shift that converts subtle phase variations into detectable intensity differences in the image plane. This defocus-based phase contrast is modeled by the contrast transfer function (CTF), which describes how spatial frequencies are modulated:

\text{CTF}(k) = \sin[\chi(k)]

where k is the spatial frequency, and \chi(k) = \pi \lambda k^2 \Delta z + \frac{\pi}{2} C_s \lambda^3 k^4 incorporates the defocus \Delta z, electron wavelength \lambda, and spherical aberration coefficient C_s. The oscillatory nature of the CTF leads to alternating regions of enhancement and suppression of different resolution bands, requiring computational correction for high-resolution reconstruction.^[15]^[16]^[17] The achievable resolution in cryo-EM is fundamentally limited by radiation damage, where inelastic scattering events break chemical bonds and denature the sample, restricting the total electron dose to about 20-50 electrons per square angstrom to avoid significant structural alterations. This dose constraint results in noisy images, with resolution typically reaching 2-4 Å for well-behaved proteins under optimal conditions. To mitigate these limits and improve beam control, particularly for beam-sensitive materials, four-dimensional scanning transmission electron microscopy (4D-STEM) records both diffraction patterns and scan positions, enabling precise beam positioning, reduced dose per area, and enhanced signal-to-noise through ptychographic reconstruction.^[18]

Instrumentation

Cryogenic electron microscopy (cryo-EM) relies on specialized instrumentation designed to generate, focus, and detect high-energy electrons while maintaining samples at cryogenic temperatures to preserve their native structure. The core hardware includes an electron source, accelerating column, electromagnetic lenses, vacuum systems, cryogenic sample holders, direct electron detectors, energy filters, aberration correctors, and phase plates, all optimized for low-dose imaging of beam-sensitive biological specimens to achieve near-atomic resolution.^[4] The electron source in modern cryo-EM systems typically employs a field emission gun (FEG), which produces a high-brightness, coherent electron beam essential for high-resolution imaging. Schottky-type FEGs, operating at elevated temperatures around 1,700–1,800 K, or cold FEGs (cFEGs) at room temperature with an energy spread as low as 0.3 eV, enhance signal-to-noise ratios by minimizing beam divergence and chromatic effects.^[4] These sources have evolved from earlier thermionic emitters to provide the stability required for prolonged data collection in cryo-EM.^[19] Electrons are accelerated to 300 kV in most high-end cryo-EM instruments, such as the Thermo Fisher Scientific Titan Krios or JEOL CRYO ARM 300, striking a balance between penetration depth through thicker vitrified samples and sufficient scattering for contrast generation. This voltage reduces multiple scattering events compared to lower energies (e.g., 200 kV), enabling resolutions below 2 Å while minimizing sample damage.^[20] Electromagnetic lenses then focus the beam, with objective and condenser lenses designed for precise control of illumination and magnification under ultra-high vacuum conditions.^[4] Vacuum systems in cryo-EM maintain pressures below 10^{-7} mbar to prevent electron scattering by residual gas and contamination of frozen-hydrated samples, with dedicated cryopumps and turbo-molecular pumps adapted for cryogenic operation to avoid ice buildup. Specialized cryo-transfer holders, such as Gatan's Model 626 or Elsa series, facilitate sample insertion and positioning, cooling grids to approximately -196°C using liquid nitrogen while allowing tilt ranges up to 70° for tomography. These holders ensure thermal stability below the devitrification point of amorphous ice (around -140°C), preventing structural artifacts during imaging.^[21]^[22] Direct electron detectors, a pivotal advancement, replace traditional CCD cameras with monolithic active pixel sensors (MAPS) like the Gatan K2 Summit or Thermo Fisher Falcon series, enabling electron counting and movie-mode acquisition at frame rates exceeding 400 Hz. These detectors achieve detective quantum efficiencies (DQEs) over 0.4 at low spatial frequencies, supporting low-dose strategies (e.g., 1–5 e/Å² per image) to mitigate beam-induced motion and damage.^[23]^[24] Energy filters, such as the in-column Omega filter in JEOL instruments or the Selectris filter in Thermo Fisher systems, remove inelastically scattered electrons, reducing background noise and improving contrast by up to 50% in low-dose images. Aberration correctors, often hexapole-based for spherical (Cs) and chromatic (Cc) aberrations, further refine beam focus, allowing underfocus-free imaging and resolutions approaching 1.2 Å.^[25]^[26] Phase plates, exemplified by the Volta phase plate, introduce a π/2 phase shift to the unscattered beam, enhancing low-frequency contrast for weakly scattering biomolecules without requiring defocus, which can distort high-resolution details. This has enabled reconstructions of small complexes (e.g., 64 kDa hemoglobin at 3.2 Å) with fewer particles.^[27]^[28]

History

Early Development

The foundational development of cryogenic electron microscopy (cryo-EM) began in the 1970s with pioneering efforts in computational image processing to handle noisy electron micrographs of biological specimens. Joachim Frank introduced correlation-based algorithms for aligning and averaging low-dose images of unstained or negatively stained macromolecules, enabling the reconstruction of three-dimensional structures from two-dimensional projections without relying on crystalline order.^[29] His work, including the development of the SPIDER software system in the mid-1970s, laid the groundwork for single-particle analysis by improving signal-to-noise ratios in images dominated by background noise.^[30] In the early 1980s, Jacques Dubochet advanced sample preservation techniques to address dehydration and structural artifacts common in traditional electron microscopy. He demonstrated that rapid cooling could form vitreous ice, an amorphous state of water that embeds biological samples without ice crystal formation, thus maintaining native hydration.^[31] This breakthrough culminated in the 1982 invention of the plunge-freezing method, where a thin aqueous suspension is applied to an electron microscopy grid and rapidly immersed in liquid ethane cooled by liquid nitrogen, vitrifying the sample in milliseconds to prevent beam-induced damage during imaging.^[32] A key milestone came in 1984 when Dubochet and colleagues published the first cryo-EM images of unstained viruses, such as Semliki Forest virus, preserved in thin vitrified ice films without support or fixation.^[33] These images revealed viral envelopes and internal structures at resolutions sufficient to visualize macromolecular assemblies in their hydrated state, marking the practical application of cryo-EM to non-crystalline biological specimens. Early cryo-EM faced significant technical hurdles, including low image contrast from unstained, hydrated samples and radiation damage from electron beams, which degraded delicate biomolecules even at cryogenic temperatures.^[34] To mitigate beam damage, researchers employed minimal electron doses, resulting in inherently noisy images that demanded sophisticated averaging techniques for interpretable results.^[35] Richard Henderson's contributions in the late 1980s and early 1990s demonstrated cryo-EM's potential for high-resolution structural biology using two-dimensional protein crystals. In 1990, his team achieved a near-atomic resolution map of bacteriorhodopsin at 3.5 Å, the first such structure of a membrane protein obtained via electron cryo-crystallography of frozen, hydrated crystals, validating the technique's accuracy for atomic modeling.^[36] This work highlighted the synergy of vitrification, low-dose imaging, and computational reconstruction in overcoming early limitations.

Milestones and Recognition

In 2017, the Nobel Prize in Chemistry was awarded jointly to Jacques Dubochet, Joachim Frank, and Richard Henderson "for developing cryo-electron microscopy for the visualization of biomolecules."^[37] This recognition highlighted their foundational contributions: Dubochet's development of vitreous ice embedding to preserve native biomolecular structures, Frank's invention of computational methods for 3D reconstruction from 2D projections, and Henderson's demonstration of high-resolution imaging of individual proteins like bacteriorhodopsin. The prize underscored cryo-EM's transformation from a niche technique to a dominant method in structural biology, enabling atomic-level insights into complex biomolecules without crystallization.^[38] Key milestones in the technique's maturation include the achievement of near-atomic resolution for the ribosome in 2013, as reported by Scheres and colleagues, who determined structures at approximately 3.6 Å using single-particle cryo-EM on thousands of particles, marking a breakthrough in resolving large macromolecular assemblies.^[39] Another pivotal advance came the same year with the 3.4 Å structure of the TRPV1 ion channel by Liao, Cao, and colleagues, the first near-atomic resolution map of a mammalian membrane protein obtained solely via cryo-EM, demonstrating the method's potential for challenging targets.^[40] These accomplishments built on earlier work, such as Richard Henderson's 2015 review, which forecasted that routine atomic-resolution cryo-EM structures (better than 3 Å) would soon be feasible with ongoing improvements in detectors and software.^[41] The establishment and growth of public depositories further reflect cryo-EM's impact, with the Electron Microscopy Data Bank (EMDB), founded in 2002 as a repository for 3D EM density maps, and the Protein Data Bank (PDB), which archives associated atomic models, becoming essential for data sharing and validation.^[42] By 2020, these archives had surpassed 10,000 cryo-EM-derived entries, a milestone that highlighted the explosion in high-resolution structures following hardware and algorithmic advances. As of November 2025, EMDB contains over 51,000 entries, reflecting sustained growth.^[43]^[42]

Recent Advancements

Since the late 2010s, artificial intelligence has transformed particle picking in cryo-EM workflows, with deep learning models enabling automated detection of protein particles in noisy micrographs. CryoSPARC introduced its Deep Picker module in 2019, leveraging convolutional neural networks trained on diverse datasets to achieve higher accuracy and speed compared to traditional template-matching methods, reducing manual intervention in high-throughput processing.^[44] Subsequent integrations, such as self-supervised learning approaches like cryo-EMMAE in 2025, have further generalized particle picking across unseen samples without extensive annotations, streamlining automated pipelines for single-particle analysis.^[45] Advancements in detector technology during the 2020s have enhanced dose efficiency, particularly for beam-sensitive biological samples. Energy-filtered transmission electron microscopy (EFTEM) implementations, combined with direct electron detectors, have improved signal-to-noise ratios by selectively removing inelastic scattering events, achieving up to 3-5 times better dose utilization in thick specimens like bacterial cells.^[46] These pixelated detectors, with high detective quantum efficiency (DQE), support lower electron doses while maintaining resolution, as demonstrated in 100 kV cryo-EM systems optimized for routine high-resolution imaging by 2025.^[47] Time-resolved cryo-EM has seen significant progress in 2025, enabling visualization of protein dynamics on millisecond timescales. Techniques like "mix-and-freeze" protocols have captured transient states in viral assemblies, revealing conformational changes during infection processes with sub-nanometer precision.^[48] Extensions to time-resolved cryo-electron tomography (cryo-ET) in 2024 have allowed in situ observation of cellular transients, such as cytoskeletal rearrangements, by synchronizing mixing devices with rapid vitrification.^[49] In the early 2020s, resolutions below 2.5 Å became more common in cryo-EM, exemplified by numerous high-resolution structures that resolved atomic details of glycosylation and receptor-binding interfaces, aiding vaccine design for pathogens like SARS-CoV-2.^[50] This milestone reflects broader hardware and software synergies, with over 600 spike-related cryo-EM entries in the Protein Data Bank by 2024, many below 3 Å.^[51] In 2025, efforts have shifted toward in situ cryo-ET to contextualize these high-resolution structures within native cellular environments, mapping molecular architectures in tissues like the mouse hippocampus at near-atomic scales.^[52] Cryo-EM has expanded into materials science, with 2024 workflows tailored for beam-sensitive energy storage systems like battery electrolytes. Operando freezing techniques preserve native interphase structures during electrochemical cycling, revealing ion depletion zones and solid-electrolyte interfaces at the nanoscale without artifacts from drying.^[53] These methods, integrating air-controlled transfer and cryogenic imaging, have optimized analysis of lithium dendrite evolution in solid-state batteries.^[54] Machine learning integration for map sharpening has advanced through tools like EMReady from 2023 onward, incorporating deep learning to refine anisotropic resolutions and enhance high-frequency details. The 2023 EMReady tool used neural networks for local and non-local density modification, improving map quality for model building in challenging datasets.^[55] A 2024 review highlighted ongoing developments in such tools for addressing preferred orientation biases and boosting interpretability of dynamic protein assemblies.^[56] Further advancements as of 2024 apply generative models for automated sharpening, reducing noise while preserving biological features.^[57] In 2024, practical guides emerged for applying cryo-EM to specialized biological imaging, including protozoan parasites and dermatological contexts. Cryo-ET protocols detailed sample preparation for Plasmodium falciparum invasion mechanisms, achieving sub-nanometer views of host-parasite interfaces to inform antimalarial therapies.^[58] Complementary workflows for skin-associated pathogens, such as in dermatological research, adapted vitrification techniques for thin-sectioned tissues, enabling correlative studies of microbial biofilms.^[59]

Sample Preparation

Biological Specimens

Biological specimens in cryogenic electron microscopy (cryo-EM) are prepared to preserve their native hydrated state, preventing structural damage from ice crystal formation or chemical fixatives. The primary goal is to vitrify water into amorphous ice, maintaining biomolecules like proteins, viruses, and cellular components in their functional conformations. This involves rapid cooling techniques that achieve rates exceeding 10^6 K/s, typically around 6.4 × 10^6 K/s for pure water, to suppress crystallization, as slower rates lead to hexagonal or cubic ice phases that disrupt delicate structures.^[60] Plunge-freezing is the most common method for preparing thin samples, such as purified proteins or small cellular assemblies. In this technique, a microliter droplet of the specimen is applied to an electron microscopy grid, blotted to form a thin film (typically 50-200 nm thick), and rapidly plunged into liquid ethane cooled to approximately -180°C, embedding the sample in vitreous ice. This process vitrifies the aqueous suspension within milliseconds, preserving proteins in amorphous ice without additives in many cases, though challenges like preferred particle orientation in the 2D film can arise due to interactions at the air-water interface.^[61]^[62] For thicker biological samples, such as tissues or multicomponent cellular systems up to 200 µm, high-pressure freezing (HPF) is employed to achieve uniform vitrification. HPF applies hydrostatic pressure of about 2,100 bar during cooling to -196°C, inhibiting ice nucleation and allowing deeper penetration of the cooling front compared to plunge-freezing, which is limited to ~10 µm. Post-HPF, samples may undergo freeze-substitution to replace ice with resins for room-temperature sectioning if needed, though direct imaging of vitreous samples is preferred for native-state preservation.^[63]^[64] Vitreous sectioning via cryo-ultramicrotomy enables analysis of bulk tissue blocks by producing ultrathin sections (50-100 nm) from vitrified samples. The frozen block is mounted on a cryo-ultramicrotome at temperatures around -100°C to -140°C, and diamond knives slice ribbons of amorphous ice that are collected on grids for direct cryo-EM imaging, revealing native ultrastructure without dehydration artifacts.^[65] To facilitate correlative imaging, fiducial markers such as fluorescent microspheres are often incorporated into samples during preparation, serving as reference points for aligning fluorescence microscopy data with cryo-EM images and improving spatial correlation in complex biological contexts. Cryoprotectants like glycerol (typically 5-10% v/v) can be added to stabilize fragile complexes, reducing denaturation during freezing without significantly impairing resolution or increasing beam-induced motion.^[66]^[67]

Material Specimens

In cryogenic electron microscopy (cryo-EM) for material specimens, sample preparation emphasizes preserving the native structure of inorganic and hybrid materials, such as electrolytes, nanoparticles, and thin films, by embedding them in vitreous ice to minimize beam-induced artifacts. Unlike biological samples that require ultrathin ice layers for high-resolution imaging of hydrated proteins, material specimens often tolerate thicker ice embeddings, around 100-300 nm, to accommodate denser or less beam-sensitive structures while ensuring sufficient electron penetration.^[68]^[69] Vitrification of liquids and solutions, such as battery electrolytes, employs plunge-freezing techniques adapted from biological protocols but with modifications to the vitrification agents, including non-aqueous solvents or additives to stabilize reactive components like lithium salts without crystallization. This rapid freezing into amorphous ice captures transient states, such as solid-electrolyte interphases (SEI) in lithium-metal batteries, preserving nanoscale interfaces that would otherwise degrade under ambient conditions. For instance, electrolytes are blotted onto EM grids and frozen in liquid ethane at -180°C, enabling direct visualization of metastable phases.^[70] Cryo-focused ion beam (FIB) milling is a key method for preparing site-specific sections of bulk inorganic materials, such as battery electrodes or photovoltaic layers, by milling thin lamellae (typically 50-100 nm thick) at cryogenic temperatures around -170°C to -180°C. This technique uses liquid nitrogen-cooled stages and noble gas ions (e.g., Xe⁺ or Ar⁺) instead of gallium to avoid contamination in beam-sensitive samples, thereby preserving delicate nanoscale features like dendrite growth in lithium deposits or grain boundaries in perovskites. The process involves protective platinum deposition followed by targeted milling, resulting in electron-transparent sections suitable for transmission electron microscopy (TEM) analysis.^[70] For beam-sensitive inorganic materials, such as perovskites and metal oxide nanoparticles, preparation involves embedding in vitreous ice to study buried interfaces, like those in hybrid solar cells, where the ice layer shields against radiolysis and heating during imaging. Perovskite thin films or nanoparticle dispersions are vitrified on holey carbon grids, often with air-tight transfer systems to prevent oxidation, allowing atomic-scale resolution of lattice defects and surface reconstructions. Nanoparticles, dispersed in solvents like toluene or water, are plunge-frozen to form thin ice films that embed aggregates without aggregation-induced distortions, facilitating interface studies in energy storage applications. Recent advancements as of 2025, including microfluidic platforms like MISO for minimal sample use and magnetic bead methods like MagIC cryo-EM to reduce sample loss, have further improved preparation efficiency for both biological and material specimens. These methods highlight improved protocols for ice layers in materials, contrasting with the thinner requirements for biological specimens to maintain native hydration.^[71]^[72] Key challenges in preparing material specimens include stringent contamination control, addressed through glovebox handling and vacuum transfers to avoid hydrocarbon buildup on ice surfaces, and leveraging the higher electron dose tolerance of inorganics—often 10-100 times that of proteins—to enable imaging of thicker or denser samples without rapid degradation. Despite these advantages, issues like unintended icing during transfer or reactivity with residual water vapor persist, necessitating standardized workflows for reproducible results.^[70]

Core Techniques

Cryogenic Transmission Electron Microscopy

Cryogenic transmission electron microscopy (cryo-TEM) utilizes a parallel beam of electrons transmitted through ultrathin, vitrified specimens to generate high-contrast, two-dimensional projection images that reveal internal structures at near-native conditions. This mode relies on the interaction of electrons with the sample, where unscattered and weakly scattered electrons contribute to phase contrast imaging under defocus conditions, enabling visualization of biological macromolecules without staining or dehydration artifacts. Accelerating voltages typically range from 200 to 300 kV to balance penetration depth and resolution while reducing chromatic aberrations in cryogenic environments. The workflow in cryo-TEM emphasizes low-dose imaging to mitigate beam-induced damage, with electron doses limited to approximately 20-50 electrons per square angstrom across the exposure. Electrons pass through the frozen-hydrated sample, producing projections that capture density variations; for single-particle analysis, thousands to millions of such projections from randomly oriented particles are acquired in a single session on a direct electron detector. This approach exploits the random orientations inherent in vitrified suspensions, allowing computational averaging to enhance signal-to-noise ratios and reconstruct three-dimensional density maps. Dose fractionation divides the total exposure into sequential frames, where the cumulative dose D = \sum d_i (with d_i as the dose per frame) facilitates post-acquisition motion correction, thereby preserving structural integrity by aligning frames to counteract specimen drift and conformational changes. Cryo-TEM operates predominantly in bright-field mode, selecting unscattered electrons to form images that map mass density through interference effects, ideal for phase-sensitive structures like proteins. Dark-field mode, which collects scattered electrons, provides complementary contrast for highlighting atomic number differences or specific density features but is less common due to lower signal efficiency in low-dose regimes. Single-particle cryo-EM, a cornerstone technique, excels for symmetric assemblies such as icosahedral viruses, where imposed symmetry accelerates convergence and routinely achieves resolutions of 3-10 Å, sufficient for secondary structure tracing and ligand identification. Pioneered in the 1980s, cryo-TEM was first applied to unstained virus suspensions, including icosahedral examples like adenovirus, enabling unprecedented views of hydrated capsids without support films. This breakthrough, building on vitrification methods, marked the shift from negative staining to native-state imaging. Today, it serves as the standard for membrane protein structures, circumventing crystallization challenges and yielding atomic models for over half of new integral membrane protein entries in structural databases.

Scanning Electron Cryomicroscopy

Scanning electron cryomicroscopy (cryo-SEM) operates by raster-scanning a focused beam of electrons across the surface of a frozen-hydrated sample, detecting secondary and backscattered electrons to generate high-resolution images of topography and composition.^[73] This surface-sensitive technique preserves the native state of samples through rapid vitrification, typically via plunge freezing in liquid ethane or high-pressure freezing, followed by maintenance at cryogenic temperatures (around -170°C) using a specialized cold stage within the electron microscope vacuum.^[73] The method achieves resolutions of approximately 10 nm for biological structures, enabling detailed visualization of surface features without the dehydration artifacts common in traditional SEM.^[74] Adaptations for cryogenic conditions include the integration of environmental scanning electron microscopy (ESEM) features, such as low-vacuum modes and Peltier-cooled stages, which allow imaging of hydrated or partially hydrated samples by controlling chamber pressure and temperature to prevent ice sublimation.^[75] Samples are often prepared via cryofracture to expose internal surfaces or etching to sublimate surface ice, revealing underlying topography, and coated with a thin layer (1-30 nm) of conductive material like gold or platinum to enhance signal and stability.^[73] Cryo-SEM was developed in the 1980s specifically for imaging biological surfaces in their frozen state, building on earlier freeze-fracture techniques to study hydrated specimens.^[76] In applications, cryo-SEM excels at 3D surface reconstruction of cells, such as plant-microbe interactions or cellular organelles like thylakoid membranes, and materials like emulsions, providing insights into native architectures at the nanoscale.^[73] For instance, fracture-etched samples of biological tissues reveal detailed topography, such as macrofibrils in cell walls at 25 nm resolution, aiding studies in structural biology and materials science.^[73] A primary challenge is electron beam-induced charging in non-conductive frozen samples, which can distort images; this is mitigated through metal coatings or low accelerating voltages (<1 kV) to distribute charge evenly.^[74]

Data Processing

Image Acquisition and Preprocessing

Image acquisition in cryogenic electron microscopy (cryo-EM) employs low-dose strategies to minimize beam-induced damage to radiation-sensitive biological specimens while capturing sufficient signal for structural analysis. Typically, the total electron dose per micrograph is limited to 20-50 electrons per square angstrom (e/Å²), distributed across multiple frames in movie mode to allow subsequent motion correction.^[77] This dose fractionation, often involving 20-50 frames per exposure, enables the recording of dynamic specimen movements caused by beam heating and charging effects.^[78] Automated collection software, such as SerialEM, facilitates high-throughput acquisition by systematically navigating grid squares, focusing, and exposing areas with suitable ice thickness and particle distribution. In the 2020s, advancements like SmartScope have shifted toward fully automated screening, integrating deep learning for real-time evaluation of specimen quality to optimize data collection efficiency.^[79] Beam tilting and image-shift techniques further enhance dose efficiency during acquisition, particularly for single-particle analysis (SPA). By introducing controlled beam tilts of up to 2-3 degrees, these methods reduce astigmatism and coma aberrations without stage movement, allowing multiple micrographs to be collected from a single position and increasing throughput by factors of 3-5.^[80] Movie acquisition in low-dose mode records dose-fractionated videos at pixel sizes of 0.8-1.5 Å, typically yielding thousands of micrographs per dataset—often 1,000 to 10,000—to ensure statistical robustness for particle picking and 3D reconstruction.^[81] These strategies balance resolution, contrast, and specimen preservation, with defocus ranges set from -0.5 to -3.0 μm to capture phase contrast in vitreous ice.^[82] Preprocessing begins with frame alignment to correct beam-induced motion, a critical step that restores high-frequency signal lost to specimen drift and bubbling. Algorithms like Unblur perform per-frame alignment using cross-correlation, estimating local displacements to generate motion-corrected, dose-weighted sums.^[78] The motion model approximates displacement as \delta(x,y) = f(\mathbf{b}), where \delta(x,y) is the shift at pixel coordinates (x,y) and f(\mathbf{b}) represents beam-induced movement parameters, often refined iteratively across patches for anisotropic effects.^[78] Following alignment, contrast transfer function (CTF) estimation and correction address microscope-induced phase shifts. Tools such as CTFFIND4 analyze power spectra of motion-corrected micrographs to fit defocus values with sub-angstrom accuracy, enabling per-micrograph CTF parameters for downstream refinement.^[83] Correction involves phase reversal or Wiener filtering to recover amplitude information, improving signal-to-noise ratios by 20-50% in high-resolution regimes.^[84] These initial steps, handling datasets of thousands of micrographs, prepare particle images for 3D processing while discarding low-quality data based on metrics like Fourier ring correlation.^[85]

3D Reconstruction and Analysis

In cryogenic electron microscopy (cryo-EM), 3D reconstruction and analysis transform thousands to millions of 2D projection images of biological macromolecules into high-resolution 3D density maps, primarily through single-particle analysis (SPA). SPA assumes that individual particles are identical but randomly oriented and translated in the ice, allowing computational alignment of projections to infer their 3D orientations and generate a consistent volume via back-projection or Fourier methods. This process begins with preprocessed images, where particle coordinates have been picked and motion-corrected, enabling focus on orientation determination and density averaging. The core of SPA involves angular reconstitution, where initial low-resolution 3D models are built from subsets of 2D class averages, followed by iterative refinement to optimize particle orientations and the 3D map. A key algorithm is projection matching, which minimizes the difference between observed images I and simulated projections P(\theta) of a 3D model over estimated orientations \theta, formulated as \sum ||P(\theta) - I||^2. This is implemented in software like RELION, which uses a Bayesian approach with an empirical prior on orientations to regularize the likelihood and prevent overfitting during maximum a posteriori refinement. RELION's iterative algorithm alternates between aligning particles to projections and updating the 3D map, achieving resolutions often below 3 Å for well-behaved samples.^[86]^[86] Heterogeneity in particle conformations or compositions poses a major challenge, addressed through 3D classification to sort particles into distinct structural states. In RELION, this employs a Bayesian framework to assign particles to multiple 3D classes simultaneously, revealing conformational ensembles without prior knowledge. For beam-induced motion and decay, Bayesian polishing refines per-particle trajectories using Gaussian process regression on aligned movie frames, effectively correcting B-factors (temperature factors) that model resolution variation across the map and improving overall reconstruction quality. These steps enable separation of dynamic states, as seen in studies of ribosomal complexes where multiple conformations are resolved at near-atomic detail.^[86]^[87]^[87] Reconstructed maps require validation and post-processing for interpretability. Resolution is assessed using the Fourier shell correlation (FSC) between half-maps from independent refinements, with the "gold standard" cutoff of 0.143 FSC determining the point where signal equals noise, providing a conservative estimate unbiased by overfitting. Map sharpening enhances high-frequency details by applying inverse B-factor weighting or local filters that adapt to spatially varying resolution, often guided by atomic models or estimated local FSC. Tools like LocScale perform this local sharpening by optimizing a likelihood target per voxel, yielding maps suitable for model building.^[88]^[88] Prominent software suites facilitate these workflows: cryoSPARC employs stochastic gradient descent for rapid ab initio modeling, generating initial 3D volumes from random subsets without templates via common-lines detection in Fourier space. RELION complements this with robust refinement and classification. By 2025, machine learning integrations have advanced de novo structure prediction, such as multimodal deep learning models combining cryo-EM maps with AlphaFold3 predictions to refine atomic models directly, achieving sub-2 Å accuracy for novel proteins without homology. These reconstructed models underpin applications in structural biology, elucidating mechanisms like enzyme catalysis.^[89]

Applications

Structural Biology

Cryogenic electron microscopy (cryo-EM) has revolutionized structural biology by enabling the determination of high-resolution structures of biomolecular complexes that are often too large, flexible, or heterogeneous for traditional methods like X-ray crystallography. This technique preserves proteins in near-native states, revealing atomic details of macromolecular assemblies involved in cellular processes such as translation, signaling, and viral infection. By 2025, cryo-EM-derived structures account for over 29,000 entries in the Protein Data Bank (PDB), underscoring its dominance in elucidating biomolecular architectures.^[90] In the study of large biomolecular complexes, cryo-EM has provided landmark insights into ribosomes and ion channels. For instance, the bacterial ribosome has been resolved at 1.55 Å resolution, highlighting the intricate RNA-protein interactions critical for protein synthesis. Similarly, the structure of the TRPV1 ion channel, determined at 3.4 Å in 2013, marked an early breakthrough in visualizing mammalian transient receptor potential channels, with subsequent studies capturing conformational changes during activation. Viral envelopes, such as that of the Zika virus, have been mapped at 3.8 Å resolution, revealing the arrangement of envelope glycoproteins that facilitate host cell entry and informing antiviral strategies.^[91]^[40]^[92] Cryo-EM plays a pivotal role in drug discovery, particularly for G protein-coupled receptors (GPCRs), by capturing conformational dynamics essential for ligand binding. Structures of GPCRs in various states, often stabilized with nanobodies or G proteins, have exposed allosteric sites and activation mechanisms, accelerating the design of selective modulators. In vaccine development, cryo-EM structures of the SARS-CoV-2 spike protein, resolved at resolutions up to 3.2 Å in the prefusion conformation, have guided the engineering of immunogens that elicit neutralizing antibodies, contributing to mRNA and subunit vaccines. The technique's impact on COVID-19 research is profound, with over 100 cryo-EM structures of viral components deposited by 2023, enabling rapid iteration on therapeutics and prophylactics.^[93]^[94]^[95] For cellular insights, hybrid approaches combining cryo-EM with electron tomography (cryo-ET) yield in situ structures of organelles, preserving their native context within cells. Cryo-ET has visualized mitochondrial cristae and endoplasmic reticulum membranes at near-atomic resolution, disclosing protein organization and lipid interactions that underpin organelle function. However, challenges persist with flexible regions in biomolecules, where heterogeneity blurs reconstructions; focused classification and refinement strategies mitigate this by isolating rigid domains and modeling dynamics, enhancing interpretability of states like loop movements in enzymes.^[96]^[97]

Materials Science

Cryogenic electron microscopy (cryo-EM) has emerged as a vital tool for characterizing the nanoscale structure and dynamics of materials, enabling the visualization of beam-sensitive samples in their native or near-native states without the artifacts introduced by dehydration or staining. In materials science, cryo-EM excels at resolving atomic-scale features in functional materials, such as interfaces and defects, which are critical for understanding performance in energy storage and conversion devices. By vitrifying samples in vitreous ice, this technique preserves hydrated or liquid-like environments, allowing researchers to probe properties that are otherwise inaccessible under ambient conditions.01373-0)^[98] A key application lies in imaging battery materials, where cryo-EM reveals the atomic-scale structure of electrolyte interfaces and dendrite formation in lithium-ion cells. For instance, studies have shown that lithium dendrites in carbonate-based electrolytes grow as faceted, single-crystalline nanowires along preferred crystallographic directions like <111>, <110>, or <211>, providing insights into failure mechanisms and strategies for dendrite suppression. In solid-state batteries, cryo-EM has elucidated atomic-scale interface structures in garnet-type electrolytes, identifying pathways to design dendrite-free systems by mitigating polarization and void formation at electrode interfaces. These observations, achieved at resolutions approaching atomic levels, highlight how cryo-EM captures the sensitive morphology of lithium metal anodes during electrochemical cycling.^[99]^[100]^[101] Cryo-EM also advances the study of nanoparticles and catalysts, particularly vitrified alloys used in surface reactions, and extends to perovskites in photovoltaics. Vitrified metallic alloys and nanoparticle catalysts have been imaged to uncover reaction mechanisms, such as the dynamic restructuring of copper nanocatalysts during CO2 reduction, where operando-freezing preserves transient intermediates like electrowetted surfaces. In perovskites for solar cells, 2024 studies have leveraged cryo-EM to examine defects and lattice strains, revealing grain boundaries and ionic migrations that impact photovoltaic efficiency and stability. Resolutions down to approximately 2 Å have been achieved for inorganic lattices, as demonstrated in metal-organic frameworks, enabling precise mapping of atomic surfaces and host-guest interactions.^[102]^[103]30053-0) For polymers and composites, cryo-EM visualizes hydrated states to investigate phase transitions, such as the coil-to-globule transformations in thermoresponsive polymers above the lower critical solution temperature, where vitrification captures entropically driven assemblies without disrupting their native hydration. In ion-conducting polymers like Nafion, cryo-EM tomography shows how hydration induces a shift from isolated hydrophilic clusters to interconnected branched networks, informing designs for fuel cell membranes. The 2024 expansion of cryo-EM to renewables, including solar cell defect analysis, underscores its growing role in sustainable materials. Overall, a primary benefit is the ability to capture transient states in functional materials, such as evolving interfaces during operation, which traditional methods alter through drying or heating.^[104]^[105]^[103]^[98]

Comparisons and Limitations

Versus X-ray Crystallography

Cryogenic electron microscopy (cryo-EM) and X-ray crystallography represent two cornerstone techniques in structural biology, each with distinct methodological approaches that influence their applicability to different types of samples. A primary difference lies in sample preparation requirements: cryo-EM does not necessitate crystallization and can accommodate native, heterogeneous samples in a frozen-hydrated state, typically requiring only microliters of purified protein at concentrations of 0.1–1 mg/mL.^[106] In contrast, X-ray crystallography demands the production of highly ordered, diffraction-quality crystals, often from milligrams of protein, which can be challenging for flexible or membrane-embedded macromolecules due to the need for extensive optimization of crystallization conditions.^[106] This crystallization bottleneck in X-ray methods preserves the sample in a crystalline lattice but may induce conformational artifacts not present in solution.^[107] Regarding resolution and molecular size suitability, cryo-EM has advanced to routinely achieve sub-3 Å resolutions for large macromolecular complexes exceeding 100 kDa, enabling atomic model building even for dynamic assemblies.^[108] It particularly excels with flexible or large (>500 kDa) structures, such as multi-subunit complexes or viruses, where direct visualization of heterogeneity is possible without averaging out conformational states.^[109] X-ray crystallography, however, remains superior for smaller, rigid proteins (<100 kDa), often yielding resolutions below 2 Å due to the high-order diffraction from crystals, though it struggles with disorder or heterogeneity that disrupts lattice formation.^[107] Cryo-EM's ability to image samples in near-native hydration further supports its strength in capturing physiological states, unlike X-ray methods where crystals may exclude solvent layers.^[110] Throughput and workflow timelines also differ significantly. Cryo-EM enables structure determination in hours to days once samples are vitrified, bypassing prolonged crystallization trials and allowing rapid assessment of molecular dynamics through multiple conformational captures. X-ray crystallography, while efficient for data collection at synchrotron sources—essential for sufficient flux in macromolecular studies—often requires weeks to months for crystal growth and optimization, with the phase problem addressed via methods like multiple anomalous dispersion (MAD) adding further steps.^[111] Synchrotron access, typically needed for high-resolution X-ray data, introduces scheduling constraints not faced by cryo-EM, which uses laboratory-based electron microscopes.^[111] Since 2018, cryo-EM has dramatically increased its impact, with annual releases of new structures in the Protein Data Bank rising from 882 in 2018 to 4,576 in 2023, 5,791 in 2024, and approximately 6,032 as of November 2025, continuing to grow rapidly and rival X-ray in certain resolution ranges (e.g., 3.5–5 Å), with cryo-EM comprising a significant portion of new annual deposits as of 2025.^[90] Hybrid approaches combining both techniques are increasingly common for validation, where cryo-EM provides overall architecture and X-ray refines local details, enhancing accuracy for complex systems like G-protein coupled receptors.^[112]^[107]

Advantages and Challenges

Cryogenic electron microscopy (cryo-EM) offers significant advantages in structural biology by enabling the imaging of biological macromolecules in their native, hydrated state without the need for crystallization or chemical fixation, thereby preserving functional conformations and interactions that might be lost in other techniques.01078-9) This approach allows for the study of large macromolecular complexes with no upper size limit, unlike nuclear magnetic resonance (NMR) spectroscopy, which is constrained to smaller proteins typically below 50 kDa.^[113] Additionally, cryo-EM facilitates the capture of structural dynamics through particle classification methods during 3D reconstruction, revealing conformational heterogeneity and transient states in solution.^[114] Despite these strengths, cryo-EM faces substantial challenges related to instrumentation and data handling. High-end cryo-transmission electron microscopes (cryo-TEMs) required for atomic-resolution imaging cost between $5 million and $7 million, limiting accessibility to well-funded laboratories.^[115] Data acquisition generates terabyte-scale volumes due to the need for thousands of images per dataset, demanding significant computational resources for processing and storage.^[116] Beam-induced radiation damage necessitates low-dose imaging strategies, which reduce signal-to-noise ratios and complicate data collection, often requiring prolonged exposure times or specialized detectors.^[117] Key limitations include the potential for preferred particle orientations on the EM grid, which can bias 3D reconstructions and lead to anisotropic resolution or incomplete density maps.^[118] Cryo-EM traditionally struggles with small molecules or proteins below 50 kDa due to low contrast and insufficient scattering signal, though advances such as nanobody scaffolds have enabled high-resolution structures as small as 14 kDa as of 2025.^[119] As of 2025, sample heterogeneity remains a persistent issue, arising from conformational variability or impurities that complicate particle alignment and classification in heterogeneous datasets. Emerging solutions, such as AI-driven denoising algorithms, are addressing these by enhancing map quality through noise reduction and artifact correction, enabling better resolution from imperfect data.^[120] Looking forward, cost reductions are anticipated through innovations like lower-voltage microscopes and miniaturized designs, potentially bringing high-performance systems to more labs at a fraction of current prices.^[121] Shared facilities and national centers are expanding access by providing subsidized instrumentation and expertise, democratizing cryo-EM for broader research communities.^[122]

Advanced Techniques

Cryo-Electron Tomography

Cryo-electron tomography (cryo-ET) enables the three-dimensional imaging of cellular structures in their native environment by acquiring a series of two-dimensional projection images of a frozen-hydrated sample tilted over a range of angles. The workflow begins with tilt-series acquisition, typically spanning ±60° to ±70° in increments of 2° to 3°, using a dose-symmetric scheme to minimize beam-induced damage while ensuring even distribution of electron dose across projections.^[123]^[124] These tilt series are then aligned, often using fiducial markers such as gold nanoparticles to correct for specimen drift and achieve precise registration, followed by tomographic reconstruction via weighted back-projection to generate a 3D density map, or tomogram.^[125] The weighted back-projection method computes the reconstructed volume f(\mathbf{x}) by integrating projections p(\theta, s) weighted by a function w(\theta, s - \mathbf{x} \cdot \mathbf{n}_\theta), formalized as:

f(\mathbf{x}) = \int p(\theta, s) \, w(\theta, s - \mathbf{x} \cdot \mathbf{n}_\theta) \, ds

where \theta denotes the tilt angle, s the projection coordinate, and \mathbf{n}_\theta the projection direction.^[126]^[127] A key strength of cryo-ET lies in subtomogram averaging, which enhances resolution for repeating cellular structures by extracting sub-volumes (subtomograms) from multiple tomograms and aligning and averaging them to reduce noise. This approach has been particularly effective for studying macromolecular complexes in situ, such as bacterial ribosomes, where averaging reveals functional states and interactions within the crowded cellular context at resolutions supporting molecular interpretation.^[128]^[129] For in situ structures, resolutions typically range from 5 to 10 Å, allowing visualization of secondary structure elements and interfaces without isolating complexes.^[128]^[130] Recent advances in 2024 have extended these capabilities to protozoan parasites, enabling high-resolution imaging of infection machinery, such as the polar tube apparatus in microsporidians, to uncover native ultrastructures critical for host invasion.^[131]^[132] In November 2024, cryo-EM revealed the helical filament structure of AAA+ ATPase Thorase at 4 Å resolution, providing insights into nucleotide-dependent assembly.^[133] Despite these achievements, cryo-ET faces challenges inherent to limited tilt ranges, including the missing wedge artifact, which arises from incomplete angular sampling and manifests as anisotropic resolution and distortions in the reconstructed tomogram, particularly elongating features along the beam direction.^[134]^[135] Fiducial markers mitigate alignment errors but require careful placement to avoid obscuring biological features, and ongoing developments in marker-free alignment and computational compensation continue to address these limitations.^[136]

Correlative and Time-Resolved Methods

Correlative light-electron microscopy (CLEM) combines fluorescence microscopy with cryo-EM to identify and target specific cellular regions for high-resolution structural analysis while preserving the native hydrated state of samples. In cryo-CLEM workflows, live-cell fluorescence imaging guides the localization of proteins or structures of interest, followed by rapid vitrification and EM imaging to overlay optical and electron data for precise correlation. This approach has been enhanced by cryo-super-resolution techniques, such as structured illumination microscopy (SIM), to achieve sub-100 nm localization accuracy compatible with subsequent cryo-EM.^[137]^[138] Genetic tags like green fluorescent protein (GFP) are commonly integrated into CLEM for correlative imaging, enabling the visualization of tagged proteins in light microscopy before correlating their positions in cryo-EM densities. For instance, fixation-resistant GFP variants maintain fluorescence post-vitrification, facilitating the identification of dynamic cellular components such as viral entry sites or organelle interactions. Advanced variants, including mini-Singlet Oxygen Generator (miniSOG) fused to GFP, allow photo-oxidation for electron-dense labeling, improving overlay precision in 3D reconstructions.^[139]^[140]^[141] Time-resolved cryo-EM employs microfluidic mixing devices to capture transient molecular states by initiating reactions and vitrifying samples on millisecond timescales, revealing intermediates in processes like enzymatic cycles. On-grid and in-flow mixing methods enable rapid diffusion of reactants, such as ATP, to synchronize conformational changes in proteins, with examples including the hydrolysis cycles of V/A-ATPases where structures of activation intermediates were resolved at 3.2 Å.^[142] These techniques have achieved resolutions around 3-4 Å for transient states.^[143]^[144] Recent advancements in 2025 have extended time-resolved methods to 4D cryo-electron tomography (cryo-ET), incorporating the time dimension to visualize cellular dynamics in situ, such as protein rearrangements during bacterial cell division.^[49] These developments include correlative voltage imaging with cryo-ET (CoVET) for probing electrophysiological changes alongside structural snapshots, achieving resolutions around 7-8 Å for dynamic membrane processes using a cryo-electron tomography pipeline for plasma membranes.^[145]^[146] Pump-probe setups further enable the study of light-induced states, where laser pulses trigger photochemical reactions in photosensitive proteins, followed by cryogenic trapping to resolve photointermediates at sub-second delays.^[147] A key challenge in these methods is synchronizing biochemical reactions across millisecond-to-second timescales with vitrification, as manual mixing limits resolution to slower events while microfluidic delay lines introduce variability in incubation times (e.g., 0–40 ms distributions). Biochemical processes must remain synchronized throughout data collection, which is hindered by sample heterogeneity and beam-induced motion in cryo-EM. Ongoing innovations, such as spray-based plunging under 30 ms, address these issues but require optimization for low sample volumes and high-throughput.^[148]^[149]

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Mar 16, 2022 · High-resolution cryo-EM maps of macromolecules can be also achieved by using 200 kV TEM microscopes. This protocol shows the best practices ...<|separator|>
[78]
Chapter 4: Cryo-EM Data Collection - CryoEM 101
Cryo-EM datasets are typically collected with a minimum defocus of -0.5 to -1.0 μm and a maximum defocus around -2.0 μm, though higher defocus settings are ...
[79]
CTFFIND4: Fast and accurate defocus estimation from electron ...
CTFFIND is a widely-used program for the estimation of objective lens defocus parameters from transmission electron micrographs.
[80]
Emerging Themes in CryoEM Single Particle Analysis Image ...
Jul 4, 2022 · This work reviews the main contributions in image processing to the current reconstruction workflow of single particle analysis (SPA) by CryoEM.
[81]
Real-time cryo–EM data pre-processing with Warp - PubMed Central
Here we provide Warp, a software for real-time evaluation and pre-processing of cryo-EM data during their acquisition.Missing: preprocessing | Show results with:preprocessing
[82]
RELION: Implementation of a Bayesian approach to cryo-EM ...
RELION, for REgularized LIkelihood OptimizatioN, is an open-source computer program for the refinement of macromolecular structures by single-particle analysis.
[83]
A Bayesian approach to beam-induced motion correction in cryo-EM ...
Bayesian polishing estimates particle motion and beam damage using Gaussian process regression, and is implemented in RELION-3, leading to increased resolution.
[84]
Model-based local density sharpening of cryo-EM maps - eLife
Oct 23, 2017 · Here, we introduce a general procedure for local sharpening of cryo-EM density maps based on prior knowledge of an atomic reference structure.
[85]
Multimodal deep learning integration of cryo-EM and AlphaFold3 for ...
Oct 31, 2025 · In this work, MICA adopts a novel approach to use a deep learning model to take both cryo-EM density maps and AF3-predicted structures as input ...
[86]
Growth of Structures from 3DEM Experiments Released per Year
PDB Statistics: Growth of Structures from 3DEM Experiments Released per Year ; 2020, 6,660, 2,386 ; 2019, 4,274, 1,451 ; 2018, 2,823, 882 ; 2017, 1,941, 563.
[87]
The translating bacterial ribosome at 1.55 Å resolution generated by ...
Feb 25, 2023 · The ribosome has been a suitable target for single particle cryo-EM due to its large size, globular shape, and high RNA content, which generates ...
[88]
The 3.8 Å resolution cryo-EM structure of Zika virus - Science
We present the 3.8 angstrom resolution structure of mature Zika virus, determined by cryo–electron microscopy (cryo-EM).
[89]
Evolving cryo-EM structural approaches for GPCR drug discovery
Sep 2, 2021 · 3D variability analysis reveals differences in the conformational dynamics of the Gαs AHD versus in the absence versus presence of Nb35.
[90]
Cryo-EM structure of the 2019-nCoV spike in the prefusion ... - Science
2019-nCoV S shares 98% sequence identity with the S protein from the bat coronavirus RaTG13, with the most notable variation arising from an insertion in the S1 ...
[91]
Cryo-electron microscopy in the fight against COVID-19 ... - Frontiers
Oct 5, 2023 · This review discusses the progress made by cryo-EM based technologies in comprehending the severe acute respiratory syndrome coronavirus-2 (SARS-Cov-2)Cryo-electron microscopy and... · Research of coronaviruses... · Conclusion
[92]
Bringing Structure to Cell Biology with Cryo-Electron Tomography
The modality of cryo-electron tomography has fast developed into a bona fide in situ structural biology technique where structures are determined in their ...
[93]
Mitigating the Blurring Effect of CryoEM Averaging on a Flexible and ...
May 23, 2024 · During single-particle CryoEM processing, flexible protein regions can be detrimental to high-resolution reconstruction as signals from ...
[94]
Unravelling complex mechanisms in materials processes with ...
Dec 17, 2024 · In this Perspective, we discuss the innovative strategies and the potential for using cryo-EM for revealing mechanisms in materials science.
[95]
Atomic structure of sensitive battery materials and interfaces ...
Oct 27, 2017 · We observe that dendrites in carbonate-based electrolytes grow along the <111> (preferred), <110>, or <211> directions as faceted, single-crystalline nanowires.
[96]
Cryo‐EM Studies of Atomic‐Scale Structures of Interfaces in Garnet ...
Oct 17, 2022 · This study provides atomic-scale understanding of interfaces in SSLMBs and an effective strategy to design dendrite-free SSLMBs for practical ...
[97]
Visualizing the Sensitive Lithium with Atomic Precision: Cryogenic ...
Apr 15, 2021 · In this Account, we aim to highlight the significance of cryo-EM in analyzing metallic Li and developing a high-performance Li metal battery.
[98]
Electrified Operando-Freezing of Electrocatalytic CO2 Reduction ...
Aug 19, 2024 · We develop an electrified operando-freezing methodology to preserve these metastable states under electrochemical reaction conditions for cryogenic electron ...Missing: nanoparticles | Show results with:nanoparticles
[99]
Expanding the Cryogenic Electron Microscopy from Biology to ...
Feb 14, 2024 · We summarize the similarities and differences in cryo-EM workflows between biological and functional materials in this perspective.
[100]
Thermoresponsive polymer assemblies via variable temperature ...
Nov 12, 2021 · Upon heating above the LCST, such polymers undergo an entropically driven phase separation that coincides with a coil-to-globule transformation.
[101]
Morphology of Hydrated As-Cast Nafion Revealed through Cryo ...
Our results indicate that upon hydration the morphology of the Nafion membrane transforms from the isolated hydrophilic clusters of the dry state to a branched ...
[102]
How cryo‐electron microscopy and X‐ray crystallography ... - NIH
In this review we provide some examples, and discuss how X‐ray crystallography and cryo‐EM can be combined in deciphering structures of macromolecules.
[103]
Structure determination of GPCRs: cryo-EM compared with X-ray ...
Sep 28, 2021 · Access to conformational dynamics of structures. A ... Exploring structure-based drug discovery of GPCRs beyond the orthosteric binding site.
[104]
Sub-3 Å resolution protein structure determination by single-particle ...
Jul 30, 2025 · We report sub-3 Å resolution structures using the 100 keV Tundra cryo-TEM, equipped with the Falcon C direct electron detector (DED). This ...Missing: routine | Show results with:routine
[105]
X-rays in the Cryo-EM Era: Structural Biology's Dynamic Future - PMC
X-ray crystallography and cryo-EM are often presented as comparable high-resolution structural techniques with the only notable differences between them ...
[106]
Do's and Don'ts of Cryo-electron Microscopy: A Primer on Sample ...
Jan 9, 2015 · The goal of cryoEM is to obtain electron microscopic images of macromolecules in their native hydrated state. By virtue of embedding the ...
[107]
Synchrotron Radiation as a Tool for Macromolecular X-Ray ...
X-ray crystallography experiments at synchrotron beamlines generate massive amounts of data that, so far, are not necessarily preserved at synchrotron ...
[108]
Go Hybrid: EM, Crystallography, and Beyond - PMC - PubMed Central
Here we concentrate on two families of hybrid studies involving cryoEM: those where crystallographic structures are not available for all the components within ...
[109]
Introduction to Cryo EM | Thermo Fisher Scientific - US
Structures are obtained in native state. Works well for broad molecular weight ranges; Easier model building. Obtains 3D structures in solution. Current ...
[110]
Review Cryo-electron microscopy for structural analysis of dynamic ...
Image processing for SPA. Cryo-EM images are usually collected in defocused condition for increased phase contrast. These images are modulated in frequency ...
[111]
Cost-Benefit Analysis Of Establishing A Cryo-EM Facility
Aug 27, 2025 · A single high-end Cryo-EM instrument typically costs between $5-7 million, with additional expenses for supporting equipment, facility ...Missing: reductions | Show results with:reductions
[112]
Challenges and opportunities in cryo-EM single-particle analysis
The challenge arises due to the mechanism of image formation in a microscope characterized by an approximately sinusoidal contrast transfer function (CTF), ...
[113]
Reducing the effects of radiation damage in cryo-EM using ... - PNAS
In electron cryomicroscopy, there have been numerous attempts to reduce the effects of radiation damage by cooling the specimen beyond liquid-nitrogen ...
[114]
Laser flash melting cryo-EM samples to overcome preferred ... - Nature
Aug 28, 2025 · Small LEA proteins mitigate air–water interface damage to fragile cryo-EM samples during plunge freezing. Nat. Commun. 15, 7705 (2024) ...Results · Flash Melting After... · Methods
[115]
Review Cryo-EM: The Resolution Revolution and Drug Discovery
This article critically assesses how cryo-EM has impacted drug discovery in diverse therapeutic areas.
[116]
CryoEMNet driven symmetry-aware molecular reconstruction ...
Oct 3, 2025 · Cryo-electron microscopy (cryo-EM) has become essential in structural biology for visualizing macromolecules at near-atomic resolution.
[117]
Cryo-Electron Microscopy at Just One-Tenth the Cost - IEEE Spectrum
Dec 14, 2023 · A new 100 keV cryo-electron microscope is small and cheap enough to one day end up in any lab that needs one.Missing: shared | Show results with:shared
[118]
Broadening access to cryoEM through centralized facilities
National and regional centers have emerged to support this growth by increasing the accessibility of cryoEM throughout the biomedical research community.Missing: reductions | Show results with:reductions
[119]
Cryo-electron tomography reveals structural insights into ... - Nature
Dec 10, 2022 · The data was acquired at a tilt range from −60 to 60 degrees using a dose-symmetric tilt scheme at 3° increment. Tilt series were recorded as ...
[120]
Isotropic reconstruction for electron tomography with deep learning
Oct 29, 2022 · Furthermore, as tilting increases the effective thickness of the sample, the tilt range for cryoET is usually restricted to about ±60°. The ...
[121]
A novel fully automatic scheme for fiducial marker-based alignment ...
Therefore, fiducial marker-based alignment is most accurate and has been widely used for high resolution electron tomography. Particularly for cryo-ET datasets ...
[122]
Weighted Back-projection Methods | SpringerLink
Weighted back-projection methods are difficult to classify in this scheme, since they are equivalent to convolution back-projection algorithms.Missing: equation cryo-
[123]
Fundamentals of three-dimensional reconstruction from projections
I will first briefly describe the theory of reconstruction from projections and then analyze reconstruction algorithms practically used in EM with a focus on ...
[124]
Rapid structural analysis of bacterial ribosomes in situ - PMC - NIH
Indeed, when combined with subtomogram averaging (STA), cryo-ET can produce structures at resolutions supporting molecular interpretations (~3–10 Å), and it ...Missing: repeating seminal
[125]
Cryo-electron tomography: The challenge of doing structural biology ...
Aug 5, 2013 · In both studies, the structural differences between ribosomes in different functional states were explored by subtomogram averaging. The ...Missing: repeating | Show results with:repeating
[126]
Subnanometer-resolution structure determination in situ by hybrid ...
Jul 24, 2020 · Cryo-electron tomography combined with subtomogram averaging (StA) has yielded high-resolution structures of macromolecules in their native context.
[127]
Cryo-ET reveals the in situ architecture of the polar tube invasion ...
Our results reveal the ultrastructure of the microsporidian invasion apparatus in situ, laying the foundation for understanding infection mechanisms.
[128]
Advances, challenges, and applications of cryo‐electron ...
Apr 1, 2025 · Challenges such as ion beam damage, sample ... A site-specific focused-ion-beam lift-out method for cryo Transmission Electron Microscopy.
[129]
MBIR: A Cryo-ET 3D Reconstruction Method that Effectively ...
The second major challenge of cryo-ET is the missing wedge artifacts caused by the limited tilt angle range during data collection (Orlova and Saibil, 2011).
[130]
A deep learning method for simultaneous denoising and missing ...
Sep 23, 2024 · To define the missing wedge and motivation for our work, we now state a model for the tilt series acquisition process in cryo-ET: a tilt series ...
[131]
Markerauto2: A fast and robust fully automatic fiducial marker-based ...
Sep 5, 2024 · We propose Markerauto2, a fast and robust fully automatic software that enables accurate fiducial marker-based tilt series alignment.Missing: EM | Show results with:EM
[132]
Correlative cryo super-resolution light and electron microscopy on ...
Feb 4, 2019 · Although cryoEM is a powerful technique, it is challenging to locate specific proteins and regions of interests at low magnification. Cryo- ...
[133]
HOPE-SIM, a cryo-structured illumination fluorescence microscopy ...
Apr 29, 2023 · We have developed a cryo-correlative light and electron microscopy (cryo-CLEM) system named HOPE-SIM by incorporating a 3D structured illumination fluorescence ...
[134]
https://pmc.ncbi.nlm.nih.gov/articles/PMC6502674/
[135]
Correlative light and electron microscopic detection of GFP-labeled ...
Here we describe a rapid and simple method to localize GFP-tagged proteins in cells and in tissues by electron microscopy (EM) using a modular approach
[136]
Correlative Light- and Electron Microscopy with chemical tags
Several approaches exist for correlative microscopy, most of which have used the green fluorescent protein (GFP) as the label for light microscopy. Here we use ...
[137]
On-grid and in-flow mixing for time-resolved cryo-EM - PMC
Time-resolved cryo-EM allows the study of proteins under non-equilibrium conditions on the millisecond timescale. Here, in-flow and on-grid mixing ...Missing: ATPase | Show results with:ATPase
[138]
Modular microfluidics enables kinetic insight from time-resolved cryo ...
Jul 10, 2020 · Here we report a time-resolved sample preparation method for cryo-electron microscopy (trEM) using a modular microfluidic device.Missing: ATPase | Show results with:ATPase
[139]
Cryo-EM analysis of V/A-ATPase intermediates reveals the transition ...
Here, we identified the cryo-electron microscopy structures of V/A-ATPase corresponding to short-lived initial intermediates during the activation of the ground ...
[140]
Cryo-Electron Tomography guided by optical electrophysiology
May 17, 2025 · We developed a Correlative-Voltage Imaging and cryo-ET (CoVET) technique. The nondestructive nature of voltage imaging is compatible with cryo-ET.
[141]
Cryo-electron tomography pipeline for plasma membranes - Nature
Jan 20, 2025 · Cryo-electron tomography (cryoET) offers a unique perspective of high-resolution protein structure within the crowded cellular environment.
[142]
Probing the photointermediates of light-driven sodium ion pump ...
Mar 12, 2021 · DNP, therefore, offers an excellent way to probe light-induced, cryo-trapped photointermediate states. The method was applied previously to ...
[143]
Structural dynamics: review of time-resolved cryo-EM - PMC - NIH
Jul 21, 2022 · Time-resolved cryo-EM is an emerging technique in structural biology that allows the user to capture structural states which would otherwise be too transient ...
[144]
https://www.nature.com/articles/s41467-020-17230-4