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Virtual Screening for Reactive Natural Products and Their Probable Artifacts of Solvolysis and Oxidation

Chemically unstable natural products are prone to show their reactivity in the procedures of extraction, purification, or identification and turn into contaminants as so-called “artifacts”. However, identification of artifacts requires considerable investments in technical equipment, time, and human...

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Detalles Bibliográficos
Autores principales: Xu, Tingjun, Chen, Weiming, Zhou, Junhong, Dai, Jingfang, Li, Yingyong, Zhao, Yingli
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7692644/
https://www.ncbi.nlm.nih.gov/pubmed/33121010
http://dx.doi.org/10.3390/biom10111486
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author Xu, Tingjun
Chen, Weiming
Zhou, Junhong
Dai, Jingfang
Li, Yingyong
Zhao, Yingli
author_facet Xu, Tingjun
Chen, Weiming
Zhou, Junhong
Dai, Jingfang
Li, Yingyong
Zhao, Yingli
author_sort Xu, Tingjun
collection PubMed
description Chemically unstable natural products are prone to show their reactivity in the procedures of extraction, purification, or identification and turn into contaminants as so-called “artifacts”. However, identification of artifacts requires considerable investments in technical equipment, time, and human resources. For revealing these reactive natural products and their artifacts by computational approaches, we set up a virtual screening system to seek cases in a biochemical database. The screening system is based on deep learning models of predicting the two main classifications of conversion reactions from natural products to artifacts, namely solvolysis and oxidation. A set of result data was reviewed for checking validity of the screening system, and we screened out a batch of reactive natural products and their probable artifacts. This work provides some insights into the formations of natural product artifacts, and the result data may act as warnings regarding the improper handling of biological matrixes in multicomponent extraction.
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spelling pubmed-76926442020-11-28 Virtual Screening for Reactive Natural Products and Their Probable Artifacts of Solvolysis and Oxidation Xu, Tingjun Chen, Weiming Zhou, Junhong Dai, Jingfang Li, Yingyong Zhao, Yingli Biomolecules Article Chemically unstable natural products are prone to show their reactivity in the procedures of extraction, purification, or identification and turn into contaminants as so-called “artifacts”. However, identification of artifacts requires considerable investments in technical equipment, time, and human resources. For revealing these reactive natural products and their artifacts by computational approaches, we set up a virtual screening system to seek cases in a biochemical database. The screening system is based on deep learning models of predicting the two main classifications of conversion reactions from natural products to artifacts, namely solvolysis and oxidation. A set of result data was reviewed for checking validity of the screening system, and we screened out a batch of reactive natural products and their probable artifacts. This work provides some insights into the formations of natural product artifacts, and the result data may act as warnings regarding the improper handling of biological matrixes in multicomponent extraction. MDPI 2020-10-27 /pmc/articles/PMC7692644/ /pubmed/33121010 http://dx.doi.org/10.3390/biom10111486 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Xu, Tingjun
Chen, Weiming
Zhou, Junhong
Dai, Jingfang
Li, Yingyong
Zhao, Yingli
Virtual Screening for Reactive Natural Products and Their Probable Artifacts of Solvolysis and Oxidation
title Virtual Screening for Reactive Natural Products and Their Probable Artifacts of Solvolysis and Oxidation
title_full Virtual Screening for Reactive Natural Products and Their Probable Artifacts of Solvolysis and Oxidation
title_fullStr Virtual Screening for Reactive Natural Products and Their Probable Artifacts of Solvolysis and Oxidation
title_full_unstemmed Virtual Screening for Reactive Natural Products and Their Probable Artifacts of Solvolysis and Oxidation
title_short Virtual Screening for Reactive Natural Products and Their Probable Artifacts of Solvolysis and Oxidation
title_sort virtual screening for reactive natural products and their probable artifacts of solvolysis and oxidation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7692644/
https://www.ncbi.nlm.nih.gov/pubmed/33121010
http://dx.doi.org/10.3390/biom10111486
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