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Beyond Rotatable Bond Counts: Capturing 3D Conformational Flexibility in a Single Descriptor
[Image: see text] A new molecular descriptor, nConf(20), based on chemical connectivity, is presented which captures the accessible conformational space of a molecule. Currently the best available two-dimensional descriptors for quantifying the flexibility of a particular molecule are the rotatable...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical
Society
2016
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5271572/ https://www.ncbi.nlm.nih.gov/pubmed/28024401 http://dx.doi.org/10.1021/acs.jcim.6b00565 |
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author | Wicker, Jerome G. P. Cooper, Richard I. |
author_facet | Wicker, Jerome G. P. Cooper, Richard I. |
author_sort | Wicker, Jerome G. P. |
collection | PubMed |
description | [Image: see text] A new molecular descriptor, nConf(20), based on chemical connectivity, is presented which captures the accessible conformational space of a molecule. Currently the best available two-dimensional descriptors for quantifying the flexibility of a particular molecule are the rotatable bond count (RBC) and the Kier flexibility index. We present a descriptor which captures this information by sampling the conformational space of a molecule using the RDKit conformer generator. Flexibility has previously been identified as a key feature in determining whether a molecule is likely to crystallize or not. For this application, nConf(20) significantly outperforms previously reported single-variable classifiers and also assists rule-based analysis of black-box machine learning classification algorithms. |
format | Online Article Text |
id | pubmed-5271572 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | American Chemical
Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-52715722017-01-30 Beyond Rotatable Bond Counts: Capturing 3D Conformational Flexibility in a Single Descriptor Wicker, Jerome G. P. Cooper, Richard I. J Chem Inf Model [Image: see text] A new molecular descriptor, nConf(20), based on chemical connectivity, is presented which captures the accessible conformational space of a molecule. Currently the best available two-dimensional descriptors for quantifying the flexibility of a particular molecule are the rotatable bond count (RBC) and the Kier flexibility index. We present a descriptor which captures this information by sampling the conformational space of a molecule using the RDKit conformer generator. Flexibility has previously been identified as a key feature in determining whether a molecule is likely to crystallize or not. For this application, nConf(20) significantly outperforms previously reported single-variable classifiers and also assists rule-based analysis of black-box machine learning classification algorithms. American Chemical Society 2016-11-23 2016-12-27 /pmc/articles/PMC5271572/ /pubmed/28024401 http://dx.doi.org/10.1021/acs.jcim.6b00565 Text en Copyright © 2016 American Chemical Society This is an open access article published under a Creative Commons Attribution (CC-BY) License (http://pubs.acs.org/page/policy/authorchoice_ccby_termsofuse.html) , which permits unrestricted use, distribution and reproduction in any medium, provided the author and source are cited. |
spellingShingle | Wicker, Jerome G. P. Cooper, Richard I. Beyond Rotatable Bond Counts: Capturing 3D Conformational Flexibility in a Single Descriptor |
title | Beyond Rotatable Bond Counts: Capturing 3D Conformational
Flexibility in a Single Descriptor |
title_full | Beyond Rotatable Bond Counts: Capturing 3D Conformational
Flexibility in a Single Descriptor |
title_fullStr | Beyond Rotatable Bond Counts: Capturing 3D Conformational
Flexibility in a Single Descriptor |
title_full_unstemmed | Beyond Rotatable Bond Counts: Capturing 3D Conformational
Flexibility in a Single Descriptor |
title_short | Beyond Rotatable Bond Counts: Capturing 3D Conformational
Flexibility in a Single Descriptor |
title_sort | beyond rotatable bond counts: capturing 3d conformational
flexibility in a single descriptor |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5271572/ https://www.ncbi.nlm.nih.gov/pubmed/28024401 http://dx.doi.org/10.1021/acs.jcim.6b00565 |
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