Evidence map›Paper›PMID 40866699›Full record

ArticleNature2025

One-shot design of functional protein binders with BindCraft.

Martin Pacesa, Lennart Nickel, Christian Schellhaas, Joseph Schmidt, Ekaterina Pyatova, Lucas Kissling, Patrick Barendse, Jagrity Choudhury, Srajan Kapoor, Ana Alcaraz-Serna and 19 more

Abstract read
In one paragraph

Article in Nature, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 165 papers.

0numbers the graph read from it
0cells of the map it votes in
165citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

165 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Article
  5. Article
  6. Article
  7. Molecular dockingDigital discovery · 2026
    Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Review
  14. Article
  15. Review
  16. Article
  17. Article
  18. Targeting CDKs in the RNAPII transcription cycle.Nature reviews. Drug discovery · 2026
    Review
  19. Article
  20. Article

105 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

29 authors.

Martin Pacesa *Laboratory of Protein Design and Immunoengineering, École Polytechnique Fédérale de Lausanne and Swiss Institute of Bioinformatics, Lausanne, Switzerland. martin.pacesa@epfl.ch.ORCID 0000-0003-1560-5769
Lennart Nickel *Laboratory of Protein Design and Immunoengineering, École Polytechnique Fédérale de Lausanne and Swiss Institute of Bioinformatics, Lausanne, Switzerland.ORCID 0000-0001-5535-4402
Christian Schellhaas *Laboratory of Protein Design and Immunoengineering, École Polytechnique Fédérale de Lausanne and Swiss Institute of Bioinformatics, Lausanne, Switzerland.ORCID 0000-0001-7367-1620
Joseph SchmidtLaboratory of Protein Design and Immunoengineering, École Polytechnique Fédérale de Lausanne and Swiss Institute of Bioinformatics, Lausanne, Switzerland.ORCID 0009-0002-7512-1563
Ekaterina PyatovaLaboratory of Protein Design and Immunoengineering, École Polytechnique Fédérale de Lausanne and Swiss Institute of Bioinformatics, Lausanne, Switzerland.
Lucas KisslingInstitute of Pharmacology and Toxicology, University of Zurich, Zurich, Switzerland.
Patrick BarendseLaboratory of Biochemistry, Wageningen University, Wageningen, the Netherlands.ORCID 0000-0002-6332-354X
Jagrity ChoudhuryDepartment of Structural Biology, University at Buffalo, Buffalo, NY, USA.
Srajan KapoorDepartment of Structural Biology, University at Buffalo, Buffalo, NY, USA.
Ana Alcaraz-SernaDivision of Immunology and Allergy, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.
Yehlin ChoMassachusetts Institute of Technology, Cambridge, MA, USA.
Kourosh H GhamaryVisterra Inc., Waltham, MA, USA.
Laura VinuéVisterra Inc., Waltham, MA, USA.
Brahm J YachninVisterra Inc., Waltham, MA, USA.ORCID 0000-0001-6812-6329
Andrew M WollacottVisterra Inc., Waltham, MA, USA.
Stephen BuckleyLaboratory of Protein Design and Immunoengineering, École Polytechnique Fédérale de Lausanne and Swiss Institute of Bioinformatics, Lausanne, Switzerland.
Adrie H WestphalLaboratory of Biochemistry, Wageningen University, Wageningen, the Netherlands.
Simon LindhoudLaboratory of Biochemistry, Wageningen University, Wageningen, the Netherlands.
Sandrine GeorgeonLaboratory of Protein Design and Immunoengineering, École Polytechnique Fédérale de Lausanne and Swiss Institute of Bioinformatics, Lausanne, Switzerland.
Casper A GoverdeLaboratory of Protein Design and Immunoengineering, École Polytechnique Fédérale de Lausanne and Swiss Institute of Bioinformatics, Lausanne, Switzerland.ORCID 0009-0004-7409-4705
Georgios N HatzopoulosSwiss Institute for Experimental Cancer Research (ISREC), School of Life Sciences, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland.ORCID 0000-0003-4382-4459
Pierre GönczySwiss Institute for Experimental Cancer Research (ISREC), School of Life Sciences, Swiss Federal Institute of Technology Lausanne (EPFL), Lausanne, Switzerland.ORCID 0000-0002-6305-6883
Yannick D MullerDivision of Immunology and Allergy, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.ORCID 0000-0003-0513-7156
Gerald SchwankInstitute of Pharmacology and Toxicology, University of Zurich, Zurich, Switzerland.ORCID 0000-0003-0767-2953
Daan C SwartsLaboratory of Biochemistry, Wageningen University, Wageningen, the Netherlands.ORCID 0000-0003-4412-9191
Alex J VecchioDepartment of Structural Biology, University at Buffalo, Buffalo, NY, USA.ORCID 0000-0002-4222-7874
Bernard L SchneiderBertarelli Platform for Gene Therapy, Ecole Polytechnique Fédérale de Lausanne (EPFL), Geneva, Switzerland.ORCID 0000-0001-5485-8748
Sergey OvchinnikovMassachusetts Institute of Technology, Cambridge, MA, USA. so3@mit.edu.ORCID 0000-0003-2774-2744
Bruno E CorreiaLaboratory of Protein Design and Immunoengineering, École Polytechnique Fédérale de Lausanne and Swiss Institute of Bioinformatics, Lausanne, Switzerland. bruno.correia@epfl.ch.ORCID 0000-0002-7377-8636

Funding

Structure and Assembly of Membrane Proteins at Tight JunctionsR35GM138368 · NIGMS · UNIVERSITY OF NEBRASKA LINCOLN · PI Alex J. Vecchio · 2020 to 2026
$3.1M
Exploring the unknown protein universe using evolutionary informationDP5OD026389 · OD · HARVARD UNIVERSITY · PI OVCHINNIKOV, SERGEY L. · 2018 to 2022
$2.0M
NIGMS NIH HHS R35 GM138368NIH HHS DP5 OD026389
6 · The paper itself

Abstract

Protein-protein interactions are at the core of all key biological processes. However, the complexity of the structural features that determine protein-protein interactions makes their design challenging. Here we present BindCraft, an open-source and automated pipeline for de novo protein binder design with experimental success rates of 10-100%. BindCraft leverages the weights of AlphaFold2 (ref.

Indexed as

Protein EngineeringProteinsAllergensAnimalsBinding SitesCRISPR-Associated Protein 9CRISPR-Cas SystemsGene EditingHumansImmunoglobulin EModels, MolecularProtein BindingReceptors, Cell SurfaceAllergensCRISPR-Associated Protein 9Immunoglobulin EProteinsReceptors, Cell Surface

Identifiers

PMID40866699
PMCPMC12507698

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.