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Open data
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Basic information
| Entry | ![]() | |||||||||
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| Title | MPNN-fixbb designed RNA molecule | |||||||||
Map data | primary map | |||||||||
Sample |
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Keywords | synthetic / pseudoknot / kissing multiloops / RNA | |||||||||
| Biological species | ![]() Escherichia phage T7 (virus) / synthetic construct (others) | |||||||||
| Method | single particle reconstruction / cryo EM / Resolution: 4.0 Å | |||||||||
Authors | Haack DB / Spellmon N / Favor AH / Kubaney A / Baker D / Rudolfs B / Hingey J / Mancino A / Yu Z / Toor N / Das R | |||||||||
| Funding support | United States, 1 items
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Citation | Journal: Science / Year: 2026Title: De novo design of RNA pseudoknots with deep learning. Authors: Jill Townley / Wipapat Kladwang / David Baker / Hamish M Blair / Christian A Choe / Gina El Nesr / Andrew Favor / Eli Fisker / Daniel B Haack / Shujun He / Jason Hingey / Po-Ssu Huang / Rui ...Authors: Jill Townley / Wipapat Kladwang / David Baker / Hamish M Blair / Christian A Choe / Gina El Nesr / Andrew Favor / Eli Fisker / Daniel B Haack / Shujun He / Jason Hingey / Po-Ssu Huang / Rui Huang / Chaitanya K Joshi / Thomas Karagianes / Andrew Kubaney / Pietro Liò / Adamo Mancino / Jonathan Romano / Boris Rudolfs / Nicholas Spellmon / Navtej Toor / Jigyasa Verma / Vivian Wu / Zhiheng Yu / Eterna Participants / Rhiju Das / ![]() Abstract: RNA design has been hindered by the limited accuracy of three-dimensional (3D) structure prediction. In this study, we show that intricate RNA structures can be generated with current deep learning ...RNA design has been hindered by the limited accuracy of three-dimensional (3D) structure prediction. In this study, we show that intricate RNA structures can be generated with current deep learning tools through accurate de novo design of pseudoknot secondary structures. In an Eterna competition involving 57 pseudoknots, generative artificial intelligence (AI) methods matched experienced human designers in solving most blind challenges, evaluated by single nucleotide-resolution chemical mapping, compensatory mutagenesis, and cryo-electron microscopy. AI-generated molecules with accurate secondary structures formed well-ordered 3D folds stabilized by noncanonical tertiary interactions not modeled during design. Success was guided by an RNet foundation model trained on prior chemical mapping data, suggesting that some difficult RNA design tasks may be tractable without first solving RNA 3D structure prediction. | |||||||||
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Structure visualization
| Supplemental images |
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Downloads & links
-EMDB archive
| Map data | emd_75575.map.gz | 259.4 MB | EMDB map data format | |
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| Header (meta data) | emd-75575-v30.xml emd-75575.xml | 23.1 KB 23.1 KB | Display Display | EMDB header |
| FSC (resolution estimation) | emd_75575_fsc.xml | 27.2 MB | Display | FSC data file |
| Images | emd_75575.png | 47.6 KB | ||
| Filedesc metadata | emd-75575.cif.gz | 5.9 KB | ||
| Others | emd_75575_additional_1.map.gz emd_75575_half_map_1.map.gz emd_75575_half_map_2.map.gz | 139.6 MB 262.5 MB 262.5 MB | ||
| Archive directory | https://data.pdbj.org/pub/emdb/structures/EMD-75575 ftp://data.pdbj.org/pub/emdb/structures/EMD-75575 | HTTPS FTP |
-Related structure data
| Related structure data | ![]() 10zuMC ![]() 10ztC ![]() 11agC ![]() 11ehC M: atomic model generated by this map C: citing same article ( |
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Links
| EMDB pages | EMDB (EBI/PDBe) / EMDataResource |
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Map
| File | Download / File: emd_75575.map.gz / Format: CCP4 / Size: 282.6 MB / Type: IMAGE STORED AS FLOATING POINT NUMBER (4 BYTES) | ||||||||||||||||||||||||||||||||||||
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| Annotation | primary map | ||||||||||||||||||||||||||||||||||||
| Projections & slices | Image control
Images are generated by Spider. | ||||||||||||||||||||||||||||||||||||
| Voxel size | X=Y=Z: 0.7336 Å | ||||||||||||||||||||||||||||||||||||
| Density |
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| Symmetry | Space group: 1 | ||||||||||||||||||||||||||||||||||||
| Details | EMDB XML:
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-Supplemental data
-Additional map: full map
| File | emd_75575_additional_1.map | ||||||||||||
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| Annotation | full map | ||||||||||||
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| Density Histograms |
-Half map: half map B
| File | emd_75575_half_map_1.map | ||||||||||||
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| Annotation | half map B | ||||||||||||
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| Density Histograms |
-Half map: half map A
| File | emd_75575_half_map_2.map | ||||||||||||
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| Annotation | half map A | ||||||||||||
| Projections & Slices |
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| Density Histograms |
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Sample components
-Entire : De novo design of RNA Kissing Multiloops using gRNAde
| Entire | Name: De novo design of RNA Kissing Multiloops using gRNAde |
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| Components |
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-Supramolecule #1: De novo design of RNA Kissing Multiloops using gRNAde
| Supramolecule | Name: De novo design of RNA Kissing Multiloops using gRNAde / type: complex / ID: 1 / Parent: 0 / Macromolecule list: all |
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| Source (natural) | Organism: ![]() Escherichia phage T7 (virus) |
-Macromolecule #1: RNA (518-MER)
| Macromolecule | Name: RNA (518-MER) / type: rna / ID: 1 / Number of copies: 1 |
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| Source (natural) | Organism: synthetic construct (others) |
| Molecular weight | Theoretical: 168.048891 KDa |
| Sequence | String: GGACGCCCGG CGCUGUAGCG CCGGCCGAAA GGCCACGCCC AGGCGUCCUG GCGGGCCAGG GCGGUCGGGG AGUGAAGGAC GGAACAAGU AUGGCGUUCG CGCCAUGCUU GAACCACCGU AUACCGAACG GUACGUACGG UGGUGAAACA AACAAAUAAA C UAAAUUAU ...String: GGACGCCCGG CGCUGUAGCG CCGGCCGAAA GGCCACGCCC AGGCGUCCUG GCGGGCCAGG GCGGUCGGGG AGUGAAGGAC GGAACAAGU AUGGCGUUCG CGCCAUGCUU GAACCACCGU AUACCGAACG GUACGUACGG UGGUGAAACA AACAAAUAAA C UAAAUUAU GUGUGCCCGG CAUGGGUGCA GUCUAUAGGG UGAGAGUCCC GAACUGUGAA GGCAGAAGUA ACAGUUAGCC UA ACGCAAG GGUGUCCGUG GCGACAUGGA AUCUGAAGGA AGCGGACGGC AAACCUUCGG UCUGAGGAAC ACGAACUUCA UAU GAGGCU AGGUAUCAAU GGAUGAGUUU GCAUAACAAA ACAAAGUCCU UUCUGCCAAA GUUGGUACAG AGUAAAUGAA GCAG AUUGA UGAAGGGAAA GACUGCAUUC UUACCCGGGG AGGUCUGAGC UUUCGAGCUC AGAAGUCAGC AGAAGUCAUA GUAAC UCCC CGACGGGCCC GAAAGGGCCC AGGCCCGCCG GAUC |
-Experimental details
-Structure determination
| Method | cryo EM |
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Processing | single particle reconstruction |
| Aggregation state | particle |
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Sample preparation
| Concentration | 5 mg/mL |
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| Buffer | pH: 6.5 |
| Vitrification | Cryogen name: ETHANE-PROPANE |
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Electron microscopy
| Microscope | TFS KRIOS |
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| Image recording | Film or detector model: TFS FALCON 4i (4k x 4k) / Average electron dose: 50.0 e/Å2 |
| Electron beam | Acceleration voltage: 300 kV / Electron source: FIELD EMISSION GUN |
| Electron optics | Illumination mode: FLOOD BEAM / Imaging mode: BRIGHT FIELD / Nominal defocus max: 2.0 µm / Nominal defocus min: 0.6 µm |
| Experimental equipment | ![]() Model: Titan Krios / Image courtesy: FEI Company |
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About Yorodumi




Keywords
Escherichia phage T7 (virus)
Authors
United States, 1 items
Citation







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Processing
FIELD EMISSION GUN

