+Open data
-Basic information
Entry | Database: EMDB / ID: EMD-22060 | |||||||||||||||||||||
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Title | Clustered protocadherin closed conformation | |||||||||||||||||||||
Map data | Sharpened map from Cryosparc Class 1 | |||||||||||||||||||||
Sample |
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Biological species | Mus musculus (house mouse) | |||||||||||||||||||||
Method | single particle reconstruction / cryo EM / Resolution: 11.51 Å | |||||||||||||||||||||
Authors | Bepler T / Kelley K / Noble AJ / Berger B | |||||||||||||||||||||
Funding support | United States, 6 items
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Citation | Journal: Nat Commun / Year: 2020 Title: Topaz-Denoise: general deep denoising models for cryoEM and cryoET. Authors: Tristan Bepler / Kotaro Kelley / Alex J Noble / Bonnie Berger / Abstract: Cryo-electron microscopy (cryoEM) is becoming the preferred method for resolving protein structures. Low signal-to-noise ratio (SNR) in cryoEM images reduces the confidence and throughput of ...Cryo-electron microscopy (cryoEM) is becoming the preferred method for resolving protein structures. Low signal-to-noise ratio (SNR) in cryoEM images reduces the confidence and throughput of structure determination during several steps of data processing, resulting in impediments such as missing particle orientations. Denoising cryoEM images can not only improve downstream analysis but also accelerate the time-consuming data collection process by allowing lower electron dose micrographs to be used for analysis. Here, we present Topaz-Denoise, a deep learning method for reliably and rapidly increasing the SNR of cryoEM images and cryoET tomograms. By training on a dataset composed of thousands of micrographs collected across a wide range of imaging conditions, we are able to learn models capturing the complexity of the cryoEM image formation process. The general model we present is able to denoise new datasets without additional training. Denoising with this model improves micrograph interpretability and allows us to solve 3D single particle structures of clustered protocadherin, an elongated particle with previously elusive views. We then show that low dose collection, enabled by Topaz-Denoise, improves downstream analysis in addition to reducing data collection time. We also present a general 3D denoising model for cryoET. Topaz-Denoise and pre-trained general models are now included in Topaz. We expect that Topaz-Denoise will be of broad utility to the cryoEM community for improving micrograph and tomogram interpretability and accelerating analysis. | |||||||||||||||||||||
History |
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-Structure visualization
Movie |
Movie viewer |
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Structure viewer | EM map: SurfViewMolmilJmol/JSmol |
Supplemental images |
-Downloads & links
-EMDB archive
Map data | emd_22060.map.gz | 117.6 MB | EMDB map data format | |
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Header (meta data) | emd-22060-v30.xml emd-22060.xml | 14.1 KB 14.1 KB | Display Display | EMDB header |
Images | emd_22060.png | 144 KB | ||
Masks | emd_22060_msk_1.map | 125 MB | Mask map | |
Others | emd_22060_half_map_1.map.gz emd_22060_half_map_2.map.gz | 115.8 MB 115.8 MB | ||
Archive directory | http://ftp.pdbj.org/pub/emdb/structures/EMD-22060 ftp://ftp.pdbj.org/pub/emdb/structures/EMD-22060 | HTTPS FTP |
-Validation report
Summary document | emd_22060_validation.pdf.gz | 78.1 KB | Display | EMDB validaton report |
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Full document | emd_22060_full_validation.pdf.gz | 77.2 KB | Display | |
Data in XML | emd_22060_validation.xml.gz | 494 B | Display | |
Arichive directory | https://ftp.pdbj.org/pub/emdb/validation_reports/EMD-22060 ftp://ftp.pdbj.org/pub/emdb/validation_reports/EMD-22060 | HTTPS FTP |
-Related structure data
Related structure data | C: citing same article (ref.) |
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Similar structure data | |
EM raw data | EMPIAR-10473 (Title: Micrograph frames from 110 internal SEMC/NYSBC test datasets used for Topaz-Denoise model generation & analysis Data size: 33.9 TB Data #1: Unaligned micrograph frames from 110 internal SEMC/NYSBC test datasets [micrographs - single frame]) |
-Links
EMDB pages | EMDB (EBI/PDBe) / EMDataResource |
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-Map
File | Download / File: emd_22060.map.gz / Format: CCP4 / Size: 125 MB / Type: IMAGE STORED AS FLOATING POINT NUMBER (4 BYTES) | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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Annotation | Sharpened map from Cryosparc Class 1 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Projections & slices | Image control
Images are generated by Spider. | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Voxel size | X=Y=Z: 1.061 Å | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Density |
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Symmetry | Space group: 1 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Details | EMDB XML:
CCP4 map header:
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-Supplemental data
-Mask #1
File | emd_22060_msk_1.map | ||||||||||||
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Projections & Slices |
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Density Histograms |
-Half map: Half map from Cryosparc
File | emd_22060_half_map_1.map | ||||||||||||
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Annotation | Half map from Cryosparc | ||||||||||||
Projections & Slices |
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Density Histograms |
-Half map: Half map from Cryosparc
File | emd_22060_half_map_2.map | ||||||||||||
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Annotation | Half map from Cryosparc | ||||||||||||
Projections & Slices |
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Density Histograms |
-Sample components
-Entire : Mouse clustered protocadherin
Entire | Name: Mouse clustered protocadherin |
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Components |
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-Supramolecule #1: Mouse clustered protocadherin
Supramolecule | Name: Mouse clustered protocadherin / type: cell / ID: 1 / Parent: 0 |
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Source (natural) | Organism: Mus musculus (house mouse) |
-Experimental details
-Structure determination
Method | cryo EM |
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Processing | single particle reconstruction |
Aggregation state | particle |
-Sample preparation
Buffer | pH: 7 |
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Vitrification | Cryogen name: ETHANE |
-Electron microscopy
Microscope | FEI TITAN KRIOS |
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Image recording | Film or detector model: GATAN K2 SUMMIT (4k x 4k) / Detector mode: COUNTING / Average electron dose: 67.12 e/Å2 |
Electron beam | Acceleration voltage: 300 kV / Electron source: FIELD EMISSION GUN |
Electron optics | Illumination mode: FLOOD BEAM / Imaging mode: BRIGHT FIELD |
Experimental equipment | Model: Titan Krios / Image courtesy: FEI Company |
-Image processing
CTF correction | Software - Name: cryoSPARC (ver. 2) |
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Final reconstruction | Applied symmetry - Point group: C1 (asymmetric) / Resolution.type: BY AUTHOR / Resolution: 11.51 Å / Resolution method: FSC 0.143 CUT-OFF / Software - Name: cryoSPARC (ver. 2) / Number images used: 13392 |
Initial angle assignment | Type: ANGULAR RECONSTITUTION / Software - Name: cryoSPARC (ver. 2) |
Final angle assignment | Type: ANGULAR RECONSTITUTION / Software - Name: cryoSPARC (ver. 2) / Details: Cryosparc homogeneous refinement |