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Exploring rigid-backbone protein docking in biologics discovery: a test using the DARPin scaffold

Accurate protein-protein docking remains challenging, especially for artificial biologics not coevolved naturally against their protein targets, like antibodies and other engineered scaffolds. We previously developed ProPOSE, an exhaustive docker with full atomistic details, which delivers cutting-e...

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Autores principales: Gaudreault, Francis, Baardsnes, Jason, Martynova, Yuliya, Dachon, Aurore, Hogues, Hervé, Corbeil, Christopher R., Purisima, Enrico O., Arbour, Mélanie, Sulea, Traian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10484509/
https://www.ncbi.nlm.nih.gov/pubmed/37692063
http://dx.doi.org/10.3389/fmolb.2023.1253689
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author Gaudreault, Francis
Baardsnes, Jason
Martynova, Yuliya
Dachon, Aurore
Hogues, Hervé
Corbeil, Christopher R.
Purisima, Enrico O.
Arbour, Mélanie
Sulea, Traian
author_facet Gaudreault, Francis
Baardsnes, Jason
Martynova, Yuliya
Dachon, Aurore
Hogues, Hervé
Corbeil, Christopher R.
Purisima, Enrico O.
Arbour, Mélanie
Sulea, Traian
author_sort Gaudreault, Francis
collection PubMed
description Accurate protein-protein docking remains challenging, especially for artificial biologics not coevolved naturally against their protein targets, like antibodies and other engineered scaffolds. We previously developed ProPOSE, an exhaustive docker with full atomistic details, which delivers cutting-edge performance by allowing side-chain rearrangements upon docking. However, extensive protein backbone flexibility limits its practical applicability as indicated by unbound docking tests. To explore the usefulness of ProPOSE on systems with limited backbone flexibility, here we tested the engineered scaffold DARPin, which is characterized by its relatively rigid protein backbone. A prospective screening campaign was undertaken, in which sequence-diversified DARPins were docked and ranked against a directed epitope on the target protein BCL-W. In this proof-of-concept study, only a relatively small set of 2,213 diverse DARPin interfaces were selected for docking from the huge theoretical library from mutating 18 amino-acid positions. A computational selection protocol was then applied for enrichment of binders based on normalized computed binding scores and frequency of binding modes against the predefined epitope. The top-ranked 18 designed DARPin interfaces were selected for experimental validation. Three designs exhibited binding affinities to BCL-W in the nanomolar range comparable to control interfaces adopted from known DARPin binders. This result is encouraging for future screening and engineering campaigns of DARPins and possibly other similarly rigid scaffolds against targeted protein epitopes. Method limitations are discussed and directions for future refinements are proposed.
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spelling pubmed-104845092023-09-08 Exploring rigid-backbone protein docking in biologics discovery: a test using the DARPin scaffold Gaudreault, Francis Baardsnes, Jason Martynova, Yuliya Dachon, Aurore Hogues, Hervé Corbeil, Christopher R. Purisima, Enrico O. Arbour, Mélanie Sulea, Traian Front Mol Biosci Molecular Biosciences Accurate protein-protein docking remains challenging, especially for artificial biologics not coevolved naturally against their protein targets, like antibodies and other engineered scaffolds. We previously developed ProPOSE, an exhaustive docker with full atomistic details, which delivers cutting-edge performance by allowing side-chain rearrangements upon docking. However, extensive protein backbone flexibility limits its practical applicability as indicated by unbound docking tests. To explore the usefulness of ProPOSE on systems with limited backbone flexibility, here we tested the engineered scaffold DARPin, which is characterized by its relatively rigid protein backbone. A prospective screening campaign was undertaken, in which sequence-diversified DARPins were docked and ranked against a directed epitope on the target protein BCL-W. In this proof-of-concept study, only a relatively small set of 2,213 diverse DARPin interfaces were selected for docking from the huge theoretical library from mutating 18 amino-acid positions. A computational selection protocol was then applied for enrichment of binders based on normalized computed binding scores and frequency of binding modes against the predefined epitope. The top-ranked 18 designed DARPin interfaces were selected for experimental validation. Three designs exhibited binding affinities to BCL-W in the nanomolar range comparable to control interfaces adopted from known DARPin binders. This result is encouraging for future screening and engineering campaigns of DARPins and possibly other similarly rigid scaffolds against targeted protein epitopes. Method limitations are discussed and directions for future refinements are proposed. Frontiers Media S.A. 2023-08-24 /pmc/articles/PMC10484509/ /pubmed/37692063 http://dx.doi.org/10.3389/fmolb.2023.1253689 Text en Copyright © 2023 Gaudreault, Baardsnes, Martynova, Dachon, Hogues, Corbeil, Purisima, Arbour and Sulea. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Molecular Biosciences
Gaudreault, Francis
Baardsnes, Jason
Martynova, Yuliya
Dachon, Aurore
Hogues, Hervé
Corbeil, Christopher R.
Purisima, Enrico O.
Arbour, Mélanie
Sulea, Traian
Exploring rigid-backbone protein docking in biologics discovery: a test using the DARPin scaffold
title Exploring rigid-backbone protein docking in biologics discovery: a test using the DARPin scaffold
title_full Exploring rigid-backbone protein docking in biologics discovery: a test using the DARPin scaffold
title_fullStr Exploring rigid-backbone protein docking in biologics discovery: a test using the DARPin scaffold
title_full_unstemmed Exploring rigid-backbone protein docking in biologics discovery: a test using the DARPin scaffold
title_short Exploring rigid-backbone protein docking in biologics discovery: a test using the DARPin scaffold
title_sort exploring rigid-backbone protein docking in biologics discovery: a test using the darpin scaffold
topic Molecular Biosciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10484509/
https://www.ncbi.nlm.nih.gov/pubmed/37692063
http://dx.doi.org/10.3389/fmolb.2023.1253689
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