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Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta

This paper presents a novel approach called Pharmacophore Activity Delta for extracting outstanding pharmacophores from a chemogenomic dataset, with a specific focus on a kinase target known as BCR-ABL. The method involves constructing a Hasse diagram, referred to as the pharmacophore network, by ut...

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Autores principales: Lehembre, Etienne, Giovannini, Johanna, Geslin, Damien, Lepailleur, Alban, Lamotte, Jean-Luc, Auber, David, Ouali, Abdelkader, Cremilleux, Bruno, Zimmermann, Albrecht, Cuissart, Bertrand, Bureau, Ronan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10685576/
https://www.ncbi.nlm.nih.gov/pubmed/38031134
http://dx.doi.org/10.1186/s13321-023-00782-0
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author Lehembre, Etienne
Giovannini, Johanna
Geslin, Damien
Lepailleur, Alban
Lamotte, Jean-Luc
Auber, David
Ouali, Abdelkader
Cremilleux, Bruno
Zimmermann, Albrecht
Cuissart, Bertrand
Bureau, Ronan
author_facet Lehembre, Etienne
Giovannini, Johanna
Geslin, Damien
Lepailleur, Alban
Lamotte, Jean-Luc
Auber, David
Ouali, Abdelkader
Cremilleux, Bruno
Zimmermann, Albrecht
Cuissart, Bertrand
Bureau, Ronan
author_sort Lehembre, Etienne
collection PubMed
description This paper presents a novel approach called Pharmacophore Activity Delta for extracting outstanding pharmacophores from a chemogenomic dataset, with a specific focus on a kinase target known as BCR-ABL. The method involves constructing a Hasse diagram, referred to as the pharmacophore network, by utilizing the subgraph partial order as an initial step, leading to the identification of pharmacophores for further evaluation. A pharmacophore is classified as a ‘Pharmacophore Activity Delta’ if its capability to effectively discriminate between active vs inactive molecules significantly deviates (by at least δ standard deviations) from the mean capability of its related pharmacophores. Among the 1479 molecules associated to BCR-ABL binding data, 130 Pharmacophore Activity Delta were identified. The pharmacophore network reveals distinct regions associated with active and inactive molecules. The study includes a discussion on representative key areas linked to different pharmacophores, emphasizing structure–activity relationships.
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spelling pubmed-106855762023-11-30 Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta Lehembre, Etienne Giovannini, Johanna Geslin, Damien Lepailleur, Alban Lamotte, Jean-Luc Auber, David Ouali, Abdelkader Cremilleux, Bruno Zimmermann, Albrecht Cuissart, Bertrand Bureau, Ronan J Cheminform Research This paper presents a novel approach called Pharmacophore Activity Delta for extracting outstanding pharmacophores from a chemogenomic dataset, with a specific focus on a kinase target known as BCR-ABL. The method involves constructing a Hasse diagram, referred to as the pharmacophore network, by utilizing the subgraph partial order as an initial step, leading to the identification of pharmacophores for further evaluation. A pharmacophore is classified as a ‘Pharmacophore Activity Delta’ if its capability to effectively discriminate between active vs inactive molecules significantly deviates (by at least δ standard deviations) from the mean capability of its related pharmacophores. Among the 1479 molecules associated to BCR-ABL binding data, 130 Pharmacophore Activity Delta were identified. The pharmacophore network reveals distinct regions associated with active and inactive molecules. The study includes a discussion on representative key areas linked to different pharmacophores, emphasizing structure–activity relationships. Springer International Publishing 2023-11-29 /pmc/articles/PMC10685576/ /pubmed/38031134 http://dx.doi.org/10.1186/s13321-023-00782-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Lehembre, Etienne
Giovannini, Johanna
Geslin, Damien
Lepailleur, Alban
Lamotte, Jean-Luc
Auber, David
Ouali, Abdelkader
Cremilleux, Bruno
Zimmermann, Albrecht
Cuissart, Bertrand
Bureau, Ronan
Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta
title Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta
title_full Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta
title_fullStr Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta
title_full_unstemmed Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta
title_short Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta
title_sort towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10685576/
https://www.ncbi.nlm.nih.gov/pubmed/38031134
http://dx.doi.org/10.1186/s13321-023-00782-0
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