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1.
Nature ; 2024 Aug 21.
Article in English | MEDLINE | ID: mdl-39169181

ABSTRACT

Chaperonins are large barrel-shaped complexes that mediate ATP-dependent protein folding1-3. The bacterial chaperonin GroEL forms juxtaposed rings that bind unfolded protein and the lid-shaped cofactor GroES at their apertures. In vitro analyses of the chaperonin reaction have shown that substrate protein folds, unimpaired by aggregation, while transiently encapsulated in the GroEL central cavity by GroES4-6. To determine the functional stoichiometry of GroEL, GroES and client protein in situ, here we visualized chaperonin complexes in their natural cellular environment using cryo-electron tomography. We find that, under various growth conditions, around 55-70% of GroEL binds GroES asymmetrically on one ring, with the remainder populating symmetrical complexes. Bound substrate protein is detected on the free ring of the asymmetrical complex, defining the substrate acceptor state. In situ analysis of GroEL-GroES chambers, validated by high-resolution structures obtained in vitro, showed the presence of encapsulated substrate protein in a folded state before release into the cytosol. Based on a comprehensive quantification and conformational analysis of chaperonin complexes, we propose a GroEL-GroES reaction cycle that consists of linked asymmetrical and symmetrical subreactions mediating protein folding. Our findings illuminate the native conformational and functional chaperonin cycle directly within cells.

2.
Nature ; 587(7834): 495-498, 2020 11.
Article in English | MEDLINE | ID: mdl-32908308

ABSTRACT

Influenza A virus causes millions of severe cases of disease during annual epidemics. The most abundant protein in influenza virions is matrix protein 1 (M1), which mediates virus assembly by forming an endoskeleton beneath the virus membrane1. The structure of full-length M1, and how it oligomerizes to mediate the assembly of virions, is unknown. Here we determine the complete structure of assembled M1 within intact virus particles, as well as the structure of M1 oligomers reconstituted in vitro. We find that the C-terminal domain of M1 is disordered in solution but can fold and bind in trans to the N-terminal domain of another M1 monomer, thus polymerizing M1 into linear strands that coat the interior surface of the membrane of the assembling virion. In the M1 polymer, five histidine residues-contributed by three different monomers of M1-form a cluster that can serve as the pH-sensitive disassembly switch after entry into a target cell. These structures therefore reveal mechanisms of influenza virus assembly and disassembly.


Subject(s)
Cryoelectron Microscopy , Influenza A Virus, H3N2 Subtype/chemistry , Viral Matrix Proteins/chemistry , Viral Matrix Proteins/ultrastructure , Animals , Dogs , HEK293 Cells , Histidine , Humans , Hydrogen-Ion Concentration , Influenza A Virus, H3N2 Subtype/metabolism , Influenza A Virus, H3N2 Subtype/ultrastructure , Madin Darby Canine Kidney Cells , Models, Molecular , Viral Matrix Proteins/metabolism , Virion/chemistry , Virion/metabolism , Virion/ultrastructure
3.
Proc Natl Acad Sci U S A ; 119(28): e2204174119, 2022 07 12.
Article in English | MEDLINE | ID: mdl-35787042

ABSTRACT

Myocardial fibrosis is a key pathologic feature of hypertrophic cardiomyopathy (HCM). However, the fibrotic pathways activated by HCM-causing sarcomere protein gene mutations are poorly defined. Because lysophosphatidic acid is a mediator of fibrosis in multiple organs and diseases, we tested the role of the lysophosphatidic acid pathway in HCM. Lysphosphatidic acid receptor 1 (LPAR1), a cell surface receptor, is required for lysophosphatidic acid mediation of fibrosis. We bred HCM mice carrying a pathogenic myosin heavy-chain variant (403+/-) with Lpar1-ablated mice to create mice carrying both genetic changes (403+/- LPAR1 -/-) and assessed development of cardiac hypertrophy and fibrosis. Compared with 403+/- LPAR1WT, 403+/- LPAR1 -/- mice developed significantly less hypertrophy and fibrosis. Single-nucleus RNA sequencing of left ventricular tissue demonstrated that Lpar1 was predominantly expressed by lymphatic endothelial cells (LECs) and cardiac fibroblasts. Lpar1 ablation reduced the population of LECs, confirmed by immunofluorescence staining of the LEC markers Lyve1 and Ccl21a and, by in situ hybridization, for Reln and Ccl21a. Lpar1 ablation also altered the distribution of fibroblast cell states. FB1 and FB2 fibroblasts decreased while FB0 and FB3 fibroblasts increased. Our findings indicate that Lpar1 is expressed predominantly by LECs and fibroblasts in the heart and is required for development of hypertrophy and fibrosis in an HCM mouse model. LPAR1 antagonism, including agents in clinical trials for other fibrotic diseases, may be beneficial for HCM.


Subject(s)
Cardiomyopathy, Hypertrophic , Receptors, Lysophosphatidic Acid/genetics , Animals , Cardiomyopathy, Hypertrophic/genetics , Cardiomyopathy, Hypertrophic/pathology , Carrier Proteins , Disease Models, Animal , Endothelial Cells/pathology , Fibrosis , Hypertrophy/pathology , Mice
4.
J Biol Chem ; 298(11): 102523, 2022 11.
Article in English | MEDLINE | ID: mdl-36174678

ABSTRACT

Retromer (VPS26/VPS35/VPS29 subunits) assembles with multiple sorting nexin proteins on membranes to mediate endosomal recycling of transmembrane protein cargoes. Retromer has been implicated in other cellular processes, including mitochondrial homeostasis, nutrient sensing, autophagy, and fission events. Mechanisms for mammalian retromer assembly remain undefined, and retromer engages multiple sorting nexin proteins to sort cargoes to different destinations. Published structures demonstrate mammalian retromer forms oligomers in vitro, but several structures were poorly resolved. We report here improved retromer oligomer structures using single-particle cryo-EM by combining data collected from tilted specimens with multiple advancements in data processing, including using a 3D starting model for enhanced automated particle picking in RELION. We used a retromer mutant (3KE retromer) that breaks VPS35-mediated interfaces to determine a structure of a new assembly interface formed by the VPS26A and VPS35 N-termini. The interface reveals how an N-terminal VPS26A arrestin saddle can link retromer chains by engaging a neighboring VPS35 N- terminus, on the opposite side from the well-characterized C-VPS26/N-VPS35 interaction observed within heterotrimers. The new interaction interface exhibits substantial buried surface area (∼7000 Å2) and further suggests that metazoan retromer may serve as an adaptable scaffold.


Subject(s)
Sorting Nexins , Vesicular Transport Proteins , Animals , Sorting Nexins/metabolism , Vesicular Transport Proteins/metabolism , Cryoelectron Microscopy , Endosomes/metabolism , Protein Transport , Mammals/metabolism
5.
Nature ; 551(7680): 394-397, 2017 11 16.
Article in English | MEDLINE | ID: mdl-29144446

ABSTRACT

Ebola and Marburg viruses are filoviruses: filamentous, enveloped viruses that cause haemorrhagic fever. Filoviruses are within the order Mononegavirales, which also includes rabies virus, measles virus, and respiratory syncytial virus. Mononegaviruses have non-segmented, single-stranded negative-sense RNA genomes that are encapsidated by nucleoprotein and other viral proteins to form a helical nucleocapsid. The nucleocapsid acts as a scaffold for virus assembly and as a template for genome transcription and replication. Insights into nucleoprotein-nucleoprotein interactions have been derived from structural studies of oligomerized, RNA-encapsidating nucleoprotein, and cryo-electron microscopy of nucleocapsid or nucleocapsid-like structures. There have been no high-resolution reconstructions of complete mononegavirus nucleocapsids. Here we apply cryo-electron tomography and subtomogram averaging to determine the structure of Ebola virus nucleocapsid within intact viruses and recombinant nucleocapsid-like assemblies. These structures reveal the identity and arrangement of the nucleocapsid components, and suggest that the formation of an extended α-helix from the disordered carboxy-terminal region of nucleoprotein-core links nucleoprotein oligomerization, nucleocapsid condensation, RNA encapsidation, and accessory protein recruitment.


Subject(s)
Cryoelectron Microscopy , Ebolavirus/chemistry , Ebolavirus/ultrastructure , Electron Microscope Tomography , Nucleocapsid Proteins/ultrastructure , Nucleocapsid/chemistry , Nucleocapsid/ultrastructure , Animals , Chlorocebus aethiops , HEK293 Cells , Humans , Marburgvirus/chemistry , Models, Molecular , Molecular Conformation , Nucleocapsid Proteins/chemistry , RNA, Viral/chemistry , RNA, Viral/ultrastructure , Vero Cells
6.
Microsc Microanal ; 29(29 Suppl 1): 899, 2023 Jul 22.
Article in English | MEDLINE | ID: mdl-37613814
7.
Microsc Microanal ; 29(29 Suppl 1): 930, 2023 Jul 22.
Article in English | MEDLINE | ID: mdl-37613461
10.
J Struct Biol ; 197(2): 191-198, 2017 02.
Article in English | MEDLINE | ID: mdl-27313000

ABSTRACT

Cryo-electron tomography (cryoET) allows 3D structural information to be obtained from cells and other biological samples in their close-to-native state. In combination with subtomogram averaging, detailed structures of repeating features can be resolved. CryoET data is collected as a series of images of the sample from different tilt angles; this is performed by physically rotating the sample in the microscope between each image. The angles at which the images are collected, and the order in which they are collected, together are called the tilt-scheme. Here we describe a "dose-symmetric tilt-scheme" that begins at low tilt and then alternates between increasingly positive and negative tilts. This tilt-scheme maximizes the amount of high-resolution information maintained in the tomogram for subsequent subtomogram averaging, and may also be advantageous for other applications. We describe implementation of the tilt-scheme in combination with further data-collection refinements including setting thresholds on acceptable drift and improving focus accuracy. Requirements for microscope set-up are introduced, and a macro is provided which automates the application of the tilt-scheme within SerialEM.


Subject(s)
Cryoelectron Microscopy/methods , Electron Microscope Tomography/methods , Algorithms , Image Processing, Computer-Assisted/methods , Imaging, Three-Dimensional/methods
11.
J Struct Biol ; 199(3): 187-195, 2017 09.
Article in English | MEDLINE | ID: mdl-28743638

ABSTRACT

Cryo-electron tomography (cryo-ET) allows cellular ultrastructures and macromolecular complexes to be imaged in three-dimensions in their native environments. Cryo-electron tomograms are reconstructed from projection images taken at defined tilt-angles. In order to recover high-resolution information from cryo-electron tomograms, it is necessary to measure and correct for the contrast transfer function (CTF) of the microscope. Most commonly, this is performed using protocols that approximate the sample as a two-dimensional (2D) plane. This approximation accounts for differences in defocus and therefore CTF across the tilted sample. It does not account for differences in defocus of objects at different heights within the sample; instead, a 3D approach is required. Currently available approaches for 3D-CTF correction are computationally expensive and have not been widely implemented. Here we simulate the benefits of 3D-CTF correction for high-resolution subtomogram averaging, and present a user-friendly, computationally-efficient 3D-CTF correction tool, NovaCTF, that is compatible with standard tomogram reconstruction workflows in IMOD. We validate the approach on synthetic data and test it using subtomogram averaging of real data. Consistent with our simulations, we find that 3D-CTF correction allows high-resolution structures to be obtained with much smaller subtomogram averaging datasets than are required using 2D-CTF. We also show that using equivalent dataset sizes, 3D-CTF correction can be used to obtain higher-resolution structures. We present a 3.4Å resolution structure determined by subtomogram averaging.


Subject(s)
Cryoelectron Microscopy/methods , Image Processing, Computer-Assisted/methods , Workflow , Capsid Proteins/chemistry , HIV-1/chemistry , Reproducibility of Results , Software
12.
Proc Natl Acad Sci U S A ; 111(14): 5201-6, 2014 Apr 08.
Article in English | MEDLINE | ID: mdl-24706820

ABSTRACT

The highly ordered and reproducible structure of the fungal prion HET-s makes it an excellent model system for studying the inherent properties of prions, self-propagating infectious proteins that have been implicated in a number of fatal diseases. In particular, the HET-s prion-forming domain readily folds into a relatively complex two-rung ß-solenoid amyloid. The faithful self-propagation of this fold involves a diverse array of inter- and intramolecular structural features. These features include a long flexible loop connecting the two rungs, buried polar residues, salt bridges, and asparagine ladders. We have used site-directed mutagenesis and X-ray fiber diffraction to probe the relative importance of these features for the formation of ß-solenoid structure, as well as the cumulative effects of multiple mutations. Using fibrillization kinetics and chemical stability assays, we have determined the biophysical effects of our mutations on the assembly and stability of the prion-forming domain. We have found that a diversity of structural features provides a level of redundancy that allows robust folding and stability even in the face of significant sequence alterations and suboptimal environmental conditions. Our findings provide fundamental insights into the structural interactions necessary for self-propagation. Propagation of prion structure seems to require an obligatory level of complexity that may not be reproducible in short peptide models.


Subject(s)
Fungal Proteins/chemistry , Models, Structural , Prions/chemistry , Protein Conformation , Asparagine/chemistry , Fungal Proteins/genetics , Kinetics , Mutagenesis, Site-Directed , Nuclear Magnetic Resonance, Biomolecular , Podospora , Surface Properties , X-Ray Diffraction
13.
Biophys J ; 108(6): 1548-1554, 2015 Mar 24.
Article in English | MEDLINE | ID: mdl-25809267

ABSTRACT

Prions are proteins that adopt self-propagating aberrant folds. The self-propagating properties of prions are a direct consequence of their distinct structures, making the understanding of these structures and their biophysical interactions fundamental to understanding prions and their related diseases. The insolubility and inherent disorder of prions have made their structures difficult to study, particularly in the case of the infectious form of the mammalian prion protein PrP. Many investigators have therefore preferred to work with peptide fragments of PrP, suggesting that these peptides might serve as structural and functional models for biologically active prions. We have used x-ray fiber diffraction to compare a series of different-sized fragments of PrP, to determine the structural commonalities among the fragments and the biologically active, self-propagating prions. Although all of the peptides studied adopted amyloid conformations, only the larger fragments demonstrated a degree of structural complexity approaching that of PrP. Even these larger fragments did not adopt the prion structure itself with detailed fidelity, and in some cases their structures were radically different from that of pathogenic PrP(Sc).


Subject(s)
Prions/chemistry , Amyloid/chemistry , Animals , Brain/metabolism , Escherichia coli , GPI-Linked Proteins/chemistry , Humans , Mice , Mice, Transgenic , Microscopy, Electron , Nerve Tissue Proteins/chemistry , Protein Conformation , Recombinant Proteins/chemistry , X-Ray Diffraction
14.
Biochemistry ; 53(14): 2366-70, 2014 Apr 15.
Article in English | MEDLINE | ID: mdl-24670041

ABSTRACT

Amyloids are filamentous protein aggregates that can be formed by many different proteins and are associated with both disease and biological functions. The pathogenicities or biological functions of amyloids are determined by their particular molecular structures, making accurate structural models a requirement for understanding their biological effects. One potential factor that can affect amyloid structures is hydration. Previous studies of simple stacked ß-sheet amyloids have suggested that dehydration does not impact structure, but other studies indicated dehydration-related structural changes of a putative water-filled nanotube. Our results show that dehydration significantly affects the molecular structure of the fungal prion-forming domain HET-s(218-289), which forms a ß-solenoid with no internal solvent-accessible regions. The dehydration-related structural deformation of HET-s(218-289) indicates that water can play a significant role in complex amyloid structures, even when no obvious water-accessible cavities are present.


Subject(s)
Amyloid/chemistry , Prions/chemistry , Water/chemistry , X-Ray Diffraction/methods , Models, Molecular , Molecular Structure
15.
J Biol Chem ; 288(41): 29604-12, 2013 Oct 11.
Article in English | MEDLINE | ID: mdl-23986444

ABSTRACT

The fungal prion-forming domain HET-s(218-289) forms infectious amyloid fibrils at physiological pH that were shown by solid-state NMR to be assemblies of a two-rung ß-solenoid structure. Under acidic conditions, HET-s(218-289) has been shown to form amyloid fibrils that have very low infectivity in vivo, but structural information about these fibrils has been very limited. We show by x-ray fiber diffraction that the HET-s(218-289) fibrils formed under acidic conditions have a stacked ß-sheet architecture commonly found in short amyloidogenic peptides and denatured protein aggregates. At physiological pH, stacked ß-sheet fibrils nucleate the formation of the infectious ß-solenoid prions in a process of heterogeneous seeding, but do so with kinetic profiles distinct from those of spontaneous or homogeneous (seeded with infectious ß-solenoid fibrils) fibrillization. Several serial passages of stacked ß-sheet-seeded solutions lead to fibrillization kinetics similar to homogeneously seeded solutions. Our results directly show that structural mutation can occur between substantially different amyloid architectures, lending credence to the suggestion that the processes of strain adaptation and crossing species barriers are facilitated by structural mutation.


Subject(s)
Amyloid/chemistry , Fungal Proteins/chemistry , Peptides/chemistry , Prions/chemistry , Amyloid/metabolism , Fungal Proteins/genetics , Fungal Proteins/metabolism , Magnetic Resonance Spectroscopy , Models, Molecular , Peptides/genetics , Peptides/metabolism , Podospora/genetics , Podospora/metabolism , Prions/metabolism , Protein Folding , Protein Structure, Secondary , Protein Structure, Tertiary , Recombinant Proteins/chemistry , Recombinant Proteins/metabolism , X-Ray Diffraction
16.
J Am Chem Soc ; 136(6): 2302-12, 2014 Feb 12.
Article in English | MEDLINE | ID: mdl-24484302

ABSTRACT

The unique enhanced sensitivity of vibrational circular dichroism (VCD) to the formation and development of amyloid fibrils in solution is extended to four additional fibril-forming proteins or peptides where it is shown that the sign of the fibril VCD pattern correlates with the sense of supramolecular filament chirality and, without exception, to the dominant fibril morphology as observed in AFM or SEM images. Previously for insulin, it has been demonstrated that the sign of the VCD band pattern from filament chirality can be controlled by adjusting the pH of the incubating solution, above pH 2 for "normal" left-hand-helical filaments and below pH 2 for "reversed" right-hand-helical filaments. From AFM or SEM images, left-helical filaments form multifilament braids of left-twisted fibrils while the right-helical filaments form parallel filament rows of fibrils with a flat tape-like morphology, the two major classes of fibril morphology that from deep UV resonance Raman scattering exhibit the same cross-ß-core secondary structure. Here we investigate whether fibril supramolecular chirality is the underlying cause of the major morphology differences in all amyloid fibrils by showing that the morphology (twisted versus flat) of fibrils of lysozyme, apo-α-lactalbumin, HET-s (218-289) prion, and a short polypeptide fragment of transthyretin, TTR (105-115), directly correlates to their supramolecular chirality as revealed by VCD. The result is strong evidence that the chiral supramolecular organization of filaments is the principal underlying cause of the morphological heterogeneity of amyloid fibrils. Because fibril morphology is linked to cell toxicity, the chirality of amyloid aggregates should be explored in the widely used in vitro models of amyloid-associated diseases.


Subject(s)
Amyloid/chemistry , Circular Dichroism , Hydrogen-Ion Concentration , Microscopy, Electron, Scanning , Muramidase/chemistry , Protein Structure, Secondary , Stereoisomerism , Vibration
17.
Acta Crystallogr D Struct Biol ; 80(Pt 5): 336-349, 2024 May 01.
Article in English | MEDLINE | ID: mdl-38606666

ABSTRACT

Cryo-electron tomography (cryo-ET) enables molecular-resolution 3D imaging of complex biological specimens such as viral particles, cellular sections and, in some cases, whole cells. This enables the structural characterization of molecules in their near-native environments, without the need for purification or separation, thereby preserving biological information such as conformational states and spatial relationships between different molecular species. Subtomogram averaging is an image-processing workflow that allows users to leverage cryo-ET data to identify and localize target molecules, determine high-resolution structures of repeating molecular species and classify different conformational states. Here, STOPGAP, an open-source package for subtomogram averaging that is designed to provide users with fine control over each of these steps, is described. In providing detailed descriptions of the image-processing algorithms that STOPGAP uses, this manuscript is also intended to serve as a technical resource to users as well as for further community-driven software development.


Subject(s)
Algorithms , Cryoelectron Microscopy , Electron Microscope Tomography , Software , Cryoelectron Microscopy/methods , Electron Microscope Tomography/methods , Image Processing, Computer-Assisted/methods , Imaging, Three-Dimensional/methods
18.
bioRxiv ; 2024 Aug 07.
Article in English | MEDLINE | ID: mdl-38746401

ABSTRACT

Cryo-electron tomography (cryo-ET) and subtomogram averaging (STA) are becoming the preferred methodologies for investigating subcellular and macromolecular structures in native or near-native environments. While cryo-ET is amenable to a wide range of biological problems, these problems often have data processing requirements that need to be individually optimized, precluding the notion of a one-size-fits-all processing pipeline. Cryo-ET data processing is also becoming progressively more complex due to an increasing number of packages for each processing step. Though each package has its own strengths and weaknesses, independent development and different data formats makes them difficult to interface with one another. TOMOMAN (TOMOgram MANager) is an extensible package for streamlining the interoperability of packages, enabling users to develop project-specific processing workflows. TOMOMAN does this by maintaining an internal metadata format and wrapping external packages to manage and perform preprocessing, from raw tilt-series data to reconstructed tomograms. TOMOMAN can also export this metadata between various STA packages. TOMOMAN also includes tools for archiving projects to data repositories; allowing subsequent users to download TOMOMAN projects and directly resume processing where it was previously left off. By tracking essential metadata, TOMOMAN streamlines data sharing, which improves reproducibility of published results, reduces computational costs by minimizing reprocessing, and enables distributed cryo-ET projects between multiple groups and institutions. TOMOMAN provides a way for users to test different software packages to develop processing workflows that meet the specific needs of their biological questions and to distribute their results with the broader scientific community.

19.
Am J Physiol Heart Circ Physiol ; 304(5): H674-86, 2013 Mar 01.
Article in English | MEDLINE | ID: mdl-23241326

ABSTRACT

Elastin fragmentation is a common characteristic of vascular diseases, such as abdominal aortic aneurysms, peripheral arterial disease, and aortic dissection. Examining growth and remodeling in the presence of dysfunctional elastic fibers provides insight into the adaptive or maladaptive changes that tissues undergo in compensating for structural deficiencies. This study used the maturation of fibulin-5 knockout (KO) and wild-type mice to study the effects of fragmented elastic fibers on the growth and remodeling of carotid arteries. The microstructural content and organization and the biaxial mechanical behavior of common carotid arteries were measured, and parameter estimation performed from KO and WT mice aged 3, 4, 8, and 13 wk. Gross measurements and biaxial tests revealed significant differences in pressure-diameter behavior, in vivo axial stretch, opening angle, compliance, and wall stresses during maturation of wild-type arteries, but little change in these values in KO mice. Multiphoton microscopy used to image collagen fibers across the vessel wall in pressurized and stretched arteries suggests that there is little variation in fiber angles between different ages. Parameter estimation revealed significant differences in material parameters between genotypes and age groups. This study suggests that neonatal formation and cross-linking of functional elastic fibers, followed by increases in artery size due to growth with little remodeling of the elastic fibers, endow arteries with large distensibility and contribute to the evolution of mechanical behavior of arteries during maturation. Dysfunction in neonatal formation of elastic fibers abrogates many of the changes in mechanical response that take place during the maturation.


Subject(s)
Carotid Arteries/growth & development , Carotid Arteries/physiology , Carotid Artery Diseases/physiopathology , Elastic Tissue/physiology , Extracellular Matrix Proteins/physiology , Models, Cardiovascular , Animals , Animals, Newborn , Biomechanical Phenomena/physiology , Carotid Arteries/pathology , Carotid Artery Diseases/genetics , Carotid Artery Diseases/pathology , Collagen/physiology , Elastin/physiology , Extracellular Matrix/pathology , Extracellular Matrix/physiology , Extracellular Matrix Proteins/genetics , Male , Mice , Mice, 129 Strain , Mice, Inbred C57BL , Mice, Knockout , Recombinant Proteins/genetics , Stress, Mechanical , Vascular Stiffness/genetics , Vascular Stiffness/physiology
20.
bioRxiv ; 2023 Dec 21.
Article in English | MEDLINE | ID: mdl-38187721

ABSTRACT

Cryo-electron tomography (cryo-ET) enables molecular-resolution 3D imaging of complex biological specimens such as viral particles, cellular sections, and in some cases, whole cells. This enables the structural characterization of molecules in their near-native environments, without the need for purification or separation, thereby preserving biological information such as conformational states and spatial relationships between different molecular species. Subtomogram averaging is an image processing workflow that allows users to leverage cryo-ET data to identify and localize target molecules, determine high-resolution structures of repeating molecular species, and classifying different conformational states. Here we describe STOPGAP, an open-source package for subtomogram averaging designed to provide users with fine control over each of these steps. In providing detailed descriptions of the image processing algorithms that STOPGAP uses, we intend for this manuscript to also serve as a technical resource to users as well as further community-driven software development.

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