In Silico Aptamer Docking Studies: From a Retrospective Validation to a Prospective Case Study'TIM3 Aptamers Binding

Complementing Systematic Evolution of Ligands by EXponential Enrichment (SELEX) technologies with in silico prediction of aptamer binders has attracted a lot of interest in the recent years. We propose a workflow involving 2D structure prediction, 3D RNA modeling using Rosetta and docking to the tar...

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Main Authors: Obdulia Rabal, Fernando Pastor, Helena Villanueva, Mario M Soldevilla, Sandra Hervas-Stubbs, Julen Oyarzabal
Format: Article
Language:English
Published: Elsevier 2016-01-01
Series:Molecular Therapy: Nucleic Acids
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2162253117301038
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spelling doaj-f65e5c0b9dfc4864a552a92b57683a1a2020-11-24T22:18:53ZengElsevierMolecular Therapy: Nucleic Acids2162-25312016-01-015C10.1038/mtna.2016.84In Silico Aptamer Docking Studies: From a Retrospective Validation to a Prospective Case Study'TIM3 Aptamers BindingObdulia Rabal0Fernando Pastor1Helena Villanueva2Mario M Soldevilla3Sandra Hervas-Stubbs4Julen Oyarzabal5Small Molecule Discovery Platform, Center for Applied Medical Research, CIMA, University of Navarra, Pamplona, SpainMolecular Therapeutics Program, Center for Applied Medical Research, CIMA, University of Navarra, Pamplona, SpainMolecular Therapeutics Program, Center for Applied Medical Research, CIMA, University of Navarra, Pamplona, SpainMolecular Therapeutics Program, Center for Applied Medical Research, CIMA, University of Navarra, Pamplona, SpainInstituto de Investigación Sanitaria de Navarra (IDISNA), Recinto de Complejo Hospitalario de Navarra, Pamplona, SpainSmall Molecule Discovery Platform, Center for Applied Medical Research, CIMA, University of Navarra, Pamplona, SpainComplementing Systematic Evolution of Ligands by EXponential Enrichment (SELEX) technologies with in silico prediction of aptamer binders has attracted a lot of interest in the recent years. We propose a workflow involving 2D structure prediction, 3D RNA modeling using Rosetta and docking to the target protein with 3dRPC for: (i) prediction of the binding mode of our two previously reported potent (Kd < 50 nmol/l) murine TIM3 aptamers, and (ii) the prioritization of TIM3 aptamers that were enriched in the SELEX workflow. The procedure was first validated in five different study cases. As a novelty, cluster analysis of the docked poses was carried out and shown to be useful in reproducing the binding mode or at least in identifying the binding site and the experimental aptamer-protein interactions. For TIM3, our therapeutic target of interest, a plausible binding site and binding mode was identified that might explain the lack of cross-reactivity in murine over human TIM-3. Concerning the prioritization of the aptamers, the inclusion of the cluster analysis as an additional criterion following a rank-by-rank approach is discussed and compared with the performance of the docking scoring function alone for two validation cases and for the prospective assessment of the novel aptamers as TIM3 binders.http://www.sciencedirect.com/science/article/pii/S2162253117301038aptamersclustering analysisdockingTIM3
collection DOAJ
language English
format Article
sources DOAJ
author Obdulia Rabal
Fernando Pastor
Helena Villanueva
Mario M Soldevilla
Sandra Hervas-Stubbs
Julen Oyarzabal
spellingShingle Obdulia Rabal
Fernando Pastor
Helena Villanueva
Mario M Soldevilla
Sandra Hervas-Stubbs
Julen Oyarzabal
In Silico Aptamer Docking Studies: From a Retrospective Validation to a Prospective Case Study'TIM3 Aptamers Binding
Molecular Therapy: Nucleic Acids
aptamers
clustering analysis
docking
TIM3
author_facet Obdulia Rabal
Fernando Pastor
Helena Villanueva
Mario M Soldevilla
Sandra Hervas-Stubbs
Julen Oyarzabal
author_sort Obdulia Rabal
title In Silico Aptamer Docking Studies: From a Retrospective Validation to a Prospective Case Study'TIM3 Aptamers Binding
title_short In Silico Aptamer Docking Studies: From a Retrospective Validation to a Prospective Case Study'TIM3 Aptamers Binding
title_full In Silico Aptamer Docking Studies: From a Retrospective Validation to a Prospective Case Study'TIM3 Aptamers Binding
title_fullStr In Silico Aptamer Docking Studies: From a Retrospective Validation to a Prospective Case Study'TIM3 Aptamers Binding
title_full_unstemmed In Silico Aptamer Docking Studies: From a Retrospective Validation to a Prospective Case Study'TIM3 Aptamers Binding
title_sort in silico aptamer docking studies: from a retrospective validation to a prospective case study'tim3 aptamers binding
publisher Elsevier
series Molecular Therapy: Nucleic Acids
issn 2162-2531
publishDate 2016-01-01
description Complementing Systematic Evolution of Ligands by EXponential Enrichment (SELEX) technologies with in silico prediction of aptamer binders has attracted a lot of interest in the recent years. We propose a workflow involving 2D structure prediction, 3D RNA modeling using Rosetta and docking to the target protein with 3dRPC for: (i) prediction of the binding mode of our two previously reported potent (Kd < 50 nmol/l) murine TIM3 aptamers, and (ii) the prioritization of TIM3 aptamers that were enriched in the SELEX workflow. The procedure was first validated in five different study cases. As a novelty, cluster analysis of the docked poses was carried out and shown to be useful in reproducing the binding mode or at least in identifying the binding site and the experimental aptamer-protein interactions. For TIM3, our therapeutic target of interest, a plausible binding site and binding mode was identified that might explain the lack of cross-reactivity in murine over human TIM-3. Concerning the prioritization of the aptamers, the inclusion of the cluster analysis as an additional criterion following a rank-by-rank approach is discussed and compared with the performance of the docking scoring function alone for two validation cases and for the prospective assessment of the novel aptamers as TIM3 binders.
topic aptamers
clustering analysis
docking
TIM3
url http://www.sciencedirect.com/science/article/pii/S2162253117301038
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