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- PDB-9exz: Efficient and scalable protein design using a relaxed sequence space -
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Open data
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Basic information
Entry | Database: PDB / ID: 9exz | |||||||||
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Title | Efficient and scalable protein design using a relaxed sequence space | |||||||||
![]() | DE NOVO PROTEIN P600 | |||||||||
![]() | DE NOVO PROTEIN / P600 | |||||||||
Biological species | synthetic construct (others) | |||||||||
Method | ![]() ![]() ![]() | |||||||||
![]() | Frank, C.J. / Dietz, H. | |||||||||
Funding support | European Union, ![]()
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![]() | ![]() Title: Scalable protein design using optimization in a relaxed sequence space. Authors: Christopher Frank / Ali Khoshouei / Lara Fuβ / Dominik Schiwietz / Dominik Putz / Lara Weber / Zhixuan Zhao / Motoyuki Hattori / Shihao Feng / Yosta de Stigter / Sergey Ovchinnikov / Hendrik Dietz / ![]() ![]() ![]() Abstract: Machine learning (ML)-based design approaches have advanced the field of de novo protein design, with diffusion-based generative methods increasingly dominating protein design pipelines. Here, we ...Machine learning (ML)-based design approaches have advanced the field of de novo protein design, with diffusion-based generative methods increasingly dominating protein design pipelines. Here, we report a "hallucination"-based protein design approach that functions in relaxed sequence space, enabling the efficient design of high-quality protein backbones over multiple scales and with broad scope of application without the need for any form of retraining. We experimentally produced and characterized more than 100 proteins. Three high-resolution crystal structures and two cryo-electron microscopy density maps of designed single-chain proteins comprising up to 1000 amino acids validate the accuracy of the method. Our pipeline can also be used to design synthetic protein-protein interactions, as validated experimentally by a set of protein heterodimers. Relaxed sequence optimization offers attractive performance with respect to designability, scope of applicability for different design problems, and scalability across protein sizes. | |||||||||
History |
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Structure visualization
Structure viewer | Molecule: ![]() ![]() |
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Downloads & links
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Download
PDBx/mmCIF format | ![]() | 364 KB | Display | ![]() |
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PDB format | ![]() | 281.4 KB | Display | ![]() |
PDBx/mmJSON format | ![]() | Tree view | ![]() | |
Others | ![]() |
-Validation report
Summary document | ![]() | 451.9 KB | Display | ![]() |
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Full document | ![]() | 480.9 KB | Display | |
Data in XML | ![]() | 67 KB | Display | |
Data in CIF | ![]() | 86.8 KB | Display | |
Arichive directory | ![]() ![]() | HTTPS FTP |
-Related structure data
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Links
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Assembly
Deposited unit | ![]()
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1 | ![]()
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2 | ![]()
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3 | ![]()
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Unit cell |
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Components
#1: Protein | Mass: 67478.477 Da / Num. of mol.: 3 Source method: isolated from a genetically manipulated source Source: (gene. exp.) synthetic construct (others) / Production host: ![]() ![]() Has protein modification | N | |
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-Experimental details
-Experiment
Experiment | Method: ![]() |
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Sample preparation
Crystal | Density Matthews: 2.31 Å3/Da / Density % sol: 46.81 % |
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Crystal grow | Temperature: 293 K / Method: vapor diffusion, hanging drop Details: 20% PEG8000, 0.2 M Calcium acetate hydrate, 0.1 M MES 6.0 |
-Data collection
Diffraction | Mean temperature: 100 K / Serial crystal experiment: N |
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Diffraction source | Source: ![]() ![]() ![]() |
Detector | Type: DECTRIS EIGER2 S 9M / Detector: PIXEL / Date: Mar 5, 2024 |
Radiation | Protocol: SINGLE WAVELENGTH / Monochromatic (M) / Laue (L): M / Scattering type: x-ray |
Radiation wavelength | Wavelength: 0.9792 Å / Relative weight: 1 |
Reflection | Resolution: 2.8→50 Å / Num. obs: 45906 / % possible obs: 99.6 % / Redundancy: 3.6 % / Biso Wilson estimate: 55.99 Å2 / CC1/2: 0.998 / Rmerge(I) obs: 0.072 / Rpim(I) all: 0.042 / Net I/σ(I): 15.63 |
Reflection shell | Resolution: 2.8→2.9 Å / Redundancy: 3.6 % / Rmerge(I) obs: 0.6917 / Mean I/σ(I) obs: 2.78 / Num. unique obs: 4577 / CC1/2: 0.708 / % possible all: 99.78 |
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Processing
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Refinement | Method to determine structure: ![]() Stereochemistry target values: GeoStd + Monomer Library + CDL v1.2
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Solvent computation | Shrinkage radii: 0.9 Å / VDW probe radii: 1.11 Å / Solvent model: FLAT BULK SOLVENT MODEL | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Displacement parameters | Biso mean: 68.37 Å2 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Refinement step | Cycle: LAST / Resolution: 2.8→42.28 Å
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Refine LS restraints |
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LS refinement shell |
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