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Chromatographic Retention Times of Polychlorinated Biphenyls: from Structural Information to Property Characterization

The paper presents a unitary approach of the use of a Molecular Descriptors Family in structure-property/activity relationships, particularly in modelling the chromatographic retention times of polychlorinated biphenyls. Starting from molecular structure, viewed as a graph, and considering the bonds...

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Detalles Bibliográficos
Autores principales: Jäntschi, Lorentz, Bolboacă, Sorana D., Diudea, Mircea V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3871850/
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author Jäntschi, Lorentz
Bolboacă, Sorana D.
Diudea, Mircea V.
author_facet Jäntschi, Lorentz
Bolboacă, Sorana D.
Diudea, Mircea V.
author_sort Jäntschi, Lorentz
collection PubMed
description The paper presents a unitary approach of the use of a Molecular Descriptors Family in structure-property/activity relationships, particularly in modelling the chromatographic retention times of polychlorinated biphenyls. Starting from molecular structure, viewed as a graph, and considering the bonds and bond types, atom types and often the 3D geometry of the molecule, a huge family of molecular descriptors called MDF was calculated. A preliminary selection of MDF members was done by simple linear regression (LR) against the measured property. The best fitted MDF subset is then submitted to multivariate linear regression (MLR) analysis in order to find the best pairs of MDF members that produce a reliable QSPR (Quantitative Structure-Property Relationship) model. The predictive capability was finally tested by randomly splitting of data into training and test sets. The best obtained models are presented and the results are discussed.
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spelling pubmed-38718502013-12-26 Chromatographic Retention Times of Polychlorinated Biphenyls: from Structural Information to Property Characterization Jäntschi, Lorentz Bolboacă, Sorana D. Diudea, Mircea V. Int J Mol Sci Full Research Paper The paper presents a unitary approach of the use of a Molecular Descriptors Family in structure-property/activity relationships, particularly in modelling the chromatographic retention times of polychlorinated biphenyls. Starting from molecular structure, viewed as a graph, and considering the bonds and bond types, atom types and often the 3D geometry of the molecule, a huge family of molecular descriptors called MDF was calculated. A preliminary selection of MDF members was done by simple linear regression (LR) against the measured property. The best fitted MDF subset is then submitted to multivariate linear regression (MLR) analysis in order to find the best pairs of MDF members that produce a reliable QSPR (Quantitative Structure-Property Relationship) model. The predictive capability was finally tested by randomly splitting of data into training and test sets. The best obtained models are presented and the results are discussed. Molecular Diversity Preservation International (MDPI) 2007-11-22 /pmc/articles/PMC3871850/ Text en © 2007 by MDPI Reproduction is permitted for noncommercial purposes.
spellingShingle Full Research Paper
Jäntschi, Lorentz
Bolboacă, Sorana D.
Diudea, Mircea V.
Chromatographic Retention Times of Polychlorinated Biphenyls: from Structural Information to Property Characterization
title Chromatographic Retention Times of Polychlorinated Biphenyls: from Structural Information to Property Characterization
title_full Chromatographic Retention Times of Polychlorinated Biphenyls: from Structural Information to Property Characterization
title_fullStr Chromatographic Retention Times of Polychlorinated Biphenyls: from Structural Information to Property Characterization
title_full_unstemmed Chromatographic Retention Times of Polychlorinated Biphenyls: from Structural Information to Property Characterization
title_short Chromatographic Retention Times of Polychlorinated Biphenyls: from Structural Information to Property Characterization
title_sort chromatographic retention times of polychlorinated biphenyls: from structural information to property characterization
topic Full Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3871850/
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