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Predicting binding events in very flexible, allosteric, multi-domain proteins
Open accessPreprint — published as 10.1021/acs.jcim.4c01810 · Paper page
Abstract
Knowledge of the structures formed by proteins and small molecules is key to understand the molecular principles of chemotherapy and for designing new and more effective drugs. During the early stage of a drug discovery program, it is customary to predict ligand-protein complexes in silico , particularly when screening large compound databases. While virtual screening based on molecular docking is widely used for this purpose, it generally fails in mimicking binding events associated with large conformational changes in the protein, particularly when the latter involve multiple domains. In this work, we describe a new methodology to generate bound-like conformations of very flexible and allosteric proteins bearing multiple binding sites by exploiting only information on the unbound structure and the putative binding sites. The protocol is validated on the paradigm enzyme adenylate kinase, for which we generated a significant fraction of bound-like structures. A fraction of these conformations, employed in ensemble-docking calculations, allowed to find native-like poses of substrates and inhibitors (binding to the active form of the enzyme), as well as catalytically incompetent analogs (binding the inactive form). Our protocol provides a general framework for the generation of bound-like conformations of challenging drug targets that are suitable to host different ligands, demonstrating high sensitivity to the fine chemical details that regulate protein’s activity. We foresee applications in virtual screening, in the prediction of the impact of amino acid mutations on structure and dynamics, and in protein engineering.
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Highly accurate protein structure prediction with AlphaFold
Jumper, J., Evans, R., Pritzel, A., Green, T., Figurnov, M., Ronneberger, O., Tunyasuvunakool, K., Bates, R., Žídek, A., Potapenko, A., et al. (2021) · Nature · doi:10.1038/s41586-021-03819-2 · Cited by 43,764
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Metadata
- Authors
- Basciu, A., Athar, M., Kurt, H., Neville, C., Malloci, G., Muredda, F. C., Bosin, A., Ruggerone, P., Bonvin, A. M. J. J., & Vargiu, A. V.
- Affiliations
- University of Cagliari (IT)
- Temple University (US)
- Utrecht University (NL)
- Corresponding author
- Basciu, Andrea
- Bonvin, Alexandre M. J. J.
- Vargiu, Attilio V.
- ORCID
- Venue
- Journal of Chemical Information and Modeling
- Publisher
- openRxiv
- Published
- 2024-06-03
- Volume
- 65
- Issue
- 4
- Pages
- 2052-2065
- ISSN
- 1549-9596 (ISSN-L)
- PMC
- PMC11863385
- OpenAlex
- W4407157330
- Cited by
- 12
- References
- 1
- Citations by year
- 2026: 7 · 2025: 5
- FWCI
- 3.59
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Chemical Information and Modeling (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- PubMed Central (submittedVersion, cc-by-nc-nd)
- Utrecht University Repository (Utrecht University) (submittedVersion, other-oa)
- UNICA IRIS Institutional Research Information System (University of Cagliari) (submittedVersion, other-oa)
- Funders
- Temple University
- Università degli Studi di Cagliari (PE_00000019)
- European Commission (PE00000019, P E00000007, ECS0000038, 823830, HORIZON2020)
- Forschungszentrum Jülich
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek (17437)
- Istituto Italiano di Tecnologia
- National Institutes of Health
- European Regional Development Fund (823830)
- National Institute of Allergy and Infectious Diseases (PE00000007, R01AI136799)
- Programma Operativo Nazionale Ricerca e Competitività
- H2020 Research Infrastructures (823830)
- Division of Microbiology and Infectious Diseases, National Institute of Allergy and Infectious Diseases (R01AI136799)
- NextGenerationEU (PE 00000019, ECS0000038, PE00000007)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
- Life Sciences › Pharmacology, Toxicology and Pharmaceutics › Drug Discovery › Computational Drug Discovery Methods
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Structural Biology › Enzyme Structure and Function
- Keywords
- allosteric proteins, multidomain proteins, protein flexibility, ensemble docking, adenylate kinase, virtual screening, conformational change, enzyme inhibitors, protein engineering, amino acid mutations
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