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Asymmetric Clustering Index in a Case Study of 5-HT(1A) Receptor Ligands
The automatic clustering of chemical compounds is an important branch of chemoinformatics. In this paper the Asymmetric Clustering Index (Aci) is proposed to assess how well an automatically created partition reflects the reference. The asymmetry allows for a distinction between the fixed reference...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4096758/ https://www.ncbi.nlm.nih.gov/pubmed/25019251 http://dx.doi.org/10.1371/journal.pone.0102069 |
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author | Śmieja, Marek Warszycki, Dawid Tabor, Jacek Bojarski, Andrzej J. |
author_facet | Śmieja, Marek Warszycki, Dawid Tabor, Jacek Bojarski, Andrzej J. |
author_sort | Śmieja, Marek |
collection | PubMed |
description | The automatic clustering of chemical compounds is an important branch of chemoinformatics. In this paper the Asymmetric Clustering Index (Aci) is proposed to assess how well an automatically created partition reflects the reference. The asymmetry allows for a distinction between the fixed reference and the numerically constructed partition. The introduced index is applied to evaluate the quality of hierarchical clustering procedures for 5-HT(1A) receptor ligands. We find that the most appropriate combination of parameters for the hierarchical clustering of compounds with a determined activity for this biological target is the Klekota Roth fingerprint combined with the complete linkage function and the Buser similarity metric. |
format | Online Article Text |
id | pubmed-4096758 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-40967582014-07-17 Asymmetric Clustering Index in a Case Study of 5-HT(1A) Receptor Ligands Śmieja, Marek Warszycki, Dawid Tabor, Jacek Bojarski, Andrzej J. PLoS One Research Article The automatic clustering of chemical compounds is an important branch of chemoinformatics. In this paper the Asymmetric Clustering Index (Aci) is proposed to assess how well an automatically created partition reflects the reference. The asymmetry allows for a distinction between the fixed reference and the numerically constructed partition. The introduced index is applied to evaluate the quality of hierarchical clustering procedures for 5-HT(1A) receptor ligands. We find that the most appropriate combination of parameters for the hierarchical clustering of compounds with a determined activity for this biological target is the Klekota Roth fingerprint combined with the complete linkage function and the Buser similarity metric. Public Library of Science 2014-07-14 /pmc/articles/PMC4096758/ /pubmed/25019251 http://dx.doi.org/10.1371/journal.pone.0102069 Text en © 2014 Śmieja et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Śmieja, Marek Warszycki, Dawid Tabor, Jacek Bojarski, Andrzej J. Asymmetric Clustering Index in a Case Study of 5-HT(1A) Receptor Ligands |
title | Asymmetric Clustering Index in a Case Study of 5-HT(1A) Receptor Ligands |
title_full | Asymmetric Clustering Index in a Case Study of 5-HT(1A) Receptor Ligands |
title_fullStr | Asymmetric Clustering Index in a Case Study of 5-HT(1A) Receptor Ligands |
title_full_unstemmed | Asymmetric Clustering Index in a Case Study of 5-HT(1A) Receptor Ligands |
title_short | Asymmetric Clustering Index in a Case Study of 5-HT(1A) Receptor Ligands |
title_sort | asymmetric clustering index in a case study of 5-ht(1a) receptor ligands |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4096758/ https://www.ncbi.nlm.nih.gov/pubmed/25019251 http://dx.doi.org/10.1371/journal.pone.0102069 |
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