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“Molecular Anatomy”: a new multi-dimensional hierarchical scaffold analysis tool

The scaffold representation is widely employed to classify bioactive compounds on the basis of common core structures or correlate compound classes with specific biological activities. In this paper, we present a novel approach called “Molecular Anatomy” as a flexible and unbiased molecular scaffold...

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Autores principales: Manelfi, Candida, Gemei, Marica, Talarico, Carmine, Cerchia, Carmen, Fava, Anna, Lunghini, Filippo, Beccari, Andrea Rosario
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8299179/
https://www.ncbi.nlm.nih.gov/pubmed/34301327
http://dx.doi.org/10.1186/s13321-021-00526-y
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author Manelfi, Candida
Gemei, Marica
Talarico, Carmine
Cerchia, Carmen
Fava, Anna
Lunghini, Filippo
Beccari, Andrea Rosario
author_facet Manelfi, Candida
Gemei, Marica
Talarico, Carmine
Cerchia, Carmen
Fava, Anna
Lunghini, Filippo
Beccari, Andrea Rosario
author_sort Manelfi, Candida
collection PubMed
description The scaffold representation is widely employed to classify bioactive compounds on the basis of common core structures or correlate compound classes with specific biological activities. In this paper, we present a novel approach called “Molecular Anatomy” as a flexible and unbiased molecular scaffold-based metrics to cluster large set of compounds. We introduce a set of nine molecular representations at different abstraction levels, combined with fragmentation rules, to define a multi-dimensional network of hierarchically interconnected molecular frameworks. We demonstrate that the introduction of a flexible scaffold definition and multiple pruning rules is an effective method to identify relevant chemical moieties. This approach allows to cluster together active molecules belonging to different molecular classes, capturing most of the structure activity information, in particular when libraries containing a huge number of singletons are analyzed. We also propose a procedure to derive a network visualization that allows a full graphical representation of compounds dataset, permitting an efficient navigation in the scaffold’s space and significantly contributing to perform high quality SAR analysis. The protocol is freely available as a web interface at https://ma.exscalate.eu. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13321-021-00526-y.
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spelling pubmed-82991792021-07-23 “Molecular Anatomy”: a new multi-dimensional hierarchical scaffold analysis tool Manelfi, Candida Gemei, Marica Talarico, Carmine Cerchia, Carmen Fava, Anna Lunghini, Filippo Beccari, Andrea Rosario J Cheminform Research Article The scaffold representation is widely employed to classify bioactive compounds on the basis of common core structures or correlate compound classes with specific biological activities. In this paper, we present a novel approach called “Molecular Anatomy” as a flexible and unbiased molecular scaffold-based metrics to cluster large set of compounds. We introduce a set of nine molecular representations at different abstraction levels, combined with fragmentation rules, to define a multi-dimensional network of hierarchically interconnected molecular frameworks. We demonstrate that the introduction of a flexible scaffold definition and multiple pruning rules is an effective method to identify relevant chemical moieties. This approach allows to cluster together active molecules belonging to different molecular classes, capturing most of the structure activity information, in particular when libraries containing a huge number of singletons are analyzed. We also propose a procedure to derive a network visualization that allows a full graphical representation of compounds dataset, permitting an efficient navigation in the scaffold’s space and significantly contributing to perform high quality SAR analysis. The protocol is freely available as a web interface at https://ma.exscalate.eu. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13321-021-00526-y. Springer International Publishing 2021-07-23 /pmc/articles/PMC8299179/ /pubmed/34301327 http://dx.doi.org/10.1186/s13321-021-00526-y Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Article
Manelfi, Candida
Gemei, Marica
Talarico, Carmine
Cerchia, Carmen
Fava, Anna
Lunghini, Filippo
Beccari, Andrea Rosario
“Molecular Anatomy”: a new multi-dimensional hierarchical scaffold analysis tool
title “Molecular Anatomy”: a new multi-dimensional hierarchical scaffold analysis tool
title_full “Molecular Anatomy”: a new multi-dimensional hierarchical scaffold analysis tool
title_fullStr “Molecular Anatomy”: a new multi-dimensional hierarchical scaffold analysis tool
title_full_unstemmed “Molecular Anatomy”: a new multi-dimensional hierarchical scaffold analysis tool
title_short “Molecular Anatomy”: a new multi-dimensional hierarchical scaffold analysis tool
title_sort “molecular anatomy”: a new multi-dimensional hierarchical scaffold analysis tool
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8299179/
https://www.ncbi.nlm.nih.gov/pubmed/34301327
http://dx.doi.org/10.1186/s13321-021-00526-y
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