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Clustering of disulfide-rich peptides provides scaffolds for hit discovery by phage display: application to interleukin-23

BACKGROUND: Disulfide-rich peptides (DRPs) are found throughout nature. They are suitable scaffolds for drug development due to their small cores, whose disulfide bonds impart extraordinary chemical and biological stability. A challenge in developing a DRP therapeutic is to engineer binding to a spe...

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Autores principales: Barkan, David T., Cheng, Xiao-li, Celino, Herodion, Tran, Tran T., Bhandari, Ashok, Craik, Charles S., Sali, Andrej, Smythe, Mark L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5120537/
https://www.ncbi.nlm.nih.gov/pubmed/27881076
http://dx.doi.org/10.1186/s12859-016-1350-9
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author Barkan, David T.
Cheng, Xiao-li
Celino, Herodion
Tran, Tran T.
Bhandari, Ashok
Craik, Charles S.
Sali, Andrej
Smythe, Mark L.
author_facet Barkan, David T.
Cheng, Xiao-li
Celino, Herodion
Tran, Tran T.
Bhandari, Ashok
Craik, Charles S.
Sali, Andrej
Smythe, Mark L.
author_sort Barkan, David T.
collection PubMed
description BACKGROUND: Disulfide-rich peptides (DRPs) are found throughout nature. They are suitable scaffolds for drug development due to their small cores, whose disulfide bonds impart extraordinary chemical and biological stability. A challenge in developing a DRP therapeutic is to engineer binding to a specific target. This challenge can be overcome by (i) sampling the large sequence space of a given scaffold through a phage display library and by (ii) panning multiple libraries encoding structurally distinct scaffolds. Here, we implement a protocol for defining these diverse scaffolds, based on clustering structurally defined DRPs according to their conformational similarity. RESULTS: We developed and applied a hierarchical clustering protocol based on DRP structural similarity, followed by two post-processing steps, to classify 806 unique DRP structures into 81 clusters. The 20 most populated clusters comprised 85% of all DRPs. Representative scaffolds were selected from each of these clusters; the representatives were structurally distinct from one another, but similar to other DRPs in their respective clusters. To demonstrate the utility of the clusters, phage libraries were constructed for three of the representative scaffolds and panned against interleukin-23. One library produced a peptide that bound to this target with an IC(50) of 3.3 μM. CONCLUSIONS: Most DRP clusters contained members that were diverse in sequence, host organism, and interacting proteins, indicating that cluster members were functionally diverse despite having similar structure. Only 20 peptide scaffolds accounted for most of the natural DRP structural diversity, providing suitable starting points for seeding phage display experiments. Through selection of the scaffold surface to vary in phage display, libraries can be designed that present sequence diversity in architecturally distinct, biologically relevant combinations of secondary structures. We supported this hypothesis with a proof-of-concept experiment in which three phage libraries were constructed and panned against the IL-23 target, resulting in a single-digit μM hit and suggesting that a collection of libraries based on the full set of 20 scaffolds increases the potential to identify efficiently peptide binders to a protein target in a drug discovery program. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-1350-9) contains supplementary material, which is available to authorized users.
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spelling pubmed-51205372016-11-28 Clustering of disulfide-rich peptides provides scaffolds for hit discovery by phage display: application to interleukin-23 Barkan, David T. Cheng, Xiao-li Celino, Herodion Tran, Tran T. Bhandari, Ashok Craik, Charles S. Sali, Andrej Smythe, Mark L. BMC Bioinformatics Research Article BACKGROUND: Disulfide-rich peptides (DRPs) are found throughout nature. They are suitable scaffolds for drug development due to their small cores, whose disulfide bonds impart extraordinary chemical and biological stability. A challenge in developing a DRP therapeutic is to engineer binding to a specific target. This challenge can be overcome by (i) sampling the large sequence space of a given scaffold through a phage display library and by (ii) panning multiple libraries encoding structurally distinct scaffolds. Here, we implement a protocol for defining these diverse scaffolds, based on clustering structurally defined DRPs according to their conformational similarity. RESULTS: We developed and applied a hierarchical clustering protocol based on DRP structural similarity, followed by two post-processing steps, to classify 806 unique DRP structures into 81 clusters. The 20 most populated clusters comprised 85% of all DRPs. Representative scaffolds were selected from each of these clusters; the representatives were structurally distinct from one another, but similar to other DRPs in their respective clusters. To demonstrate the utility of the clusters, phage libraries were constructed for three of the representative scaffolds and panned against interleukin-23. One library produced a peptide that bound to this target with an IC(50) of 3.3 μM. CONCLUSIONS: Most DRP clusters contained members that were diverse in sequence, host organism, and interacting proteins, indicating that cluster members were functionally diverse despite having similar structure. Only 20 peptide scaffolds accounted for most of the natural DRP structural diversity, providing suitable starting points for seeding phage display experiments. Through selection of the scaffold surface to vary in phage display, libraries can be designed that present sequence diversity in architecturally distinct, biologically relevant combinations of secondary structures. We supported this hypothesis with a proof-of-concept experiment in which three phage libraries were constructed and panned against the IL-23 target, resulting in a single-digit μM hit and suggesting that a collection of libraries based on the full set of 20 scaffolds increases the potential to identify efficiently peptide binders to a protein target in a drug discovery program. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-1350-9) contains supplementary material, which is available to authorized users. BioMed Central 2016-11-23 /pmc/articles/PMC5120537/ /pubmed/27881076 http://dx.doi.org/10.1186/s12859-016-1350-9 Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Barkan, David T.
Cheng, Xiao-li
Celino, Herodion
Tran, Tran T.
Bhandari, Ashok
Craik, Charles S.
Sali, Andrej
Smythe, Mark L.
Clustering of disulfide-rich peptides provides scaffolds for hit discovery by phage display: application to interleukin-23
title Clustering of disulfide-rich peptides provides scaffolds for hit discovery by phage display: application to interleukin-23
title_full Clustering of disulfide-rich peptides provides scaffolds for hit discovery by phage display: application to interleukin-23
title_fullStr Clustering of disulfide-rich peptides provides scaffolds for hit discovery by phage display: application to interleukin-23
title_full_unstemmed Clustering of disulfide-rich peptides provides scaffolds for hit discovery by phage display: application to interleukin-23
title_short Clustering of disulfide-rich peptides provides scaffolds for hit discovery by phage display: application to interleukin-23
title_sort clustering of disulfide-rich peptides provides scaffolds for hit discovery by phage display: application to interleukin-23
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5120537/
https://www.ncbi.nlm.nih.gov/pubmed/27881076
http://dx.doi.org/10.1186/s12859-016-1350-9
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