Cargando…
Use of Natural Products as Chemical Library for Drug Discovery and Network Pharmacology
BACKGROUND: Natural products have been an important source of lead compounds for drug discovery. How to find and evaluate bioactive natural products is critical to the achievement of drug/lead discovery from natural products. METHODOLOGY: We collected 19,7201 natural products structures, reported bi...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3636197/ https://www.ncbi.nlm.nih.gov/pubmed/23638153 http://dx.doi.org/10.1371/journal.pone.0062839 |
_version_ | 1782267289183191040 |
---|---|
author | Gu, Jiangyong Gui, Yuanshen Chen, Lirong Yuan, Gu Lu, Hui-Zhe Xu, Xiaojie |
author_facet | Gu, Jiangyong Gui, Yuanshen Chen, Lirong Yuan, Gu Lu, Hui-Zhe Xu, Xiaojie |
author_sort | Gu, Jiangyong |
collection | PubMed |
description | BACKGROUND: Natural products have been an important source of lead compounds for drug discovery. How to find and evaluate bioactive natural products is critical to the achievement of drug/lead discovery from natural products. METHODOLOGY: We collected 19,7201 natural products structures, reported biological activities and virtual screening results. Principal component analysis was employed to explore the chemical space, and we found that there was a large portion of overlap between natural products and FDA-approved drugs in the chemical space, which indicated that natural products had large quantity of potential lead compounds. We also explored the network properties of natural product-target networks and found that polypharmacology was greatly enriched to those compounds with large degree and high betweenness centrality. In order to make up for a lack of experimental data, high throughput virtual screening was employed. All natural products were docked to 332 target proteins of FDA-approved drugs. The most potential natural products for drug discovery and their indications were predicted based on a docking score-weighted prediction model. CONCLUSIONS: Analysis of molecular descriptors, distribution in chemical space and biological activities of natural products was conducted in this article. Natural products have vast chemical diversity, good drug-like properties and can interact with multiple cellular target proteins. |
format | Online Article Text |
id | pubmed-3636197 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-36361972013-05-01 Use of Natural Products as Chemical Library for Drug Discovery and Network Pharmacology Gu, Jiangyong Gui, Yuanshen Chen, Lirong Yuan, Gu Lu, Hui-Zhe Xu, Xiaojie PLoS One Research Article BACKGROUND: Natural products have been an important source of lead compounds for drug discovery. How to find and evaluate bioactive natural products is critical to the achievement of drug/lead discovery from natural products. METHODOLOGY: We collected 19,7201 natural products structures, reported biological activities and virtual screening results. Principal component analysis was employed to explore the chemical space, and we found that there was a large portion of overlap between natural products and FDA-approved drugs in the chemical space, which indicated that natural products had large quantity of potential lead compounds. We also explored the network properties of natural product-target networks and found that polypharmacology was greatly enriched to those compounds with large degree and high betweenness centrality. In order to make up for a lack of experimental data, high throughput virtual screening was employed. All natural products were docked to 332 target proteins of FDA-approved drugs. The most potential natural products for drug discovery and their indications were predicted based on a docking score-weighted prediction model. CONCLUSIONS: Analysis of molecular descriptors, distribution in chemical space and biological activities of natural products was conducted in this article. Natural products have vast chemical diversity, good drug-like properties and can interact with multiple cellular target proteins. Public Library of Science 2013-04-25 /pmc/articles/PMC3636197/ /pubmed/23638153 http://dx.doi.org/10.1371/journal.pone.0062839 Text en © 2013 Gu 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 Gu, Jiangyong Gui, Yuanshen Chen, Lirong Yuan, Gu Lu, Hui-Zhe Xu, Xiaojie Use of Natural Products as Chemical Library for Drug Discovery and Network Pharmacology |
title | Use of Natural Products as Chemical Library for Drug Discovery and Network Pharmacology |
title_full | Use of Natural Products as Chemical Library for Drug Discovery and Network Pharmacology |
title_fullStr | Use of Natural Products as Chemical Library for Drug Discovery and Network Pharmacology |
title_full_unstemmed | Use of Natural Products as Chemical Library for Drug Discovery and Network Pharmacology |
title_short | Use of Natural Products as Chemical Library for Drug Discovery and Network Pharmacology |
title_sort | use of natural products as chemical library for drug discovery and network pharmacology |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3636197/ https://www.ncbi.nlm.nih.gov/pubmed/23638153 http://dx.doi.org/10.1371/journal.pone.0062839 |
work_keys_str_mv | AT gujiangyong useofnaturalproductsaschemicallibraryfordrugdiscoveryandnetworkpharmacology AT guiyuanshen useofnaturalproductsaschemicallibraryfordrugdiscoveryandnetworkpharmacology AT chenlirong useofnaturalproductsaschemicallibraryfordrugdiscoveryandnetworkpharmacology AT yuangu useofnaturalproductsaschemicallibraryfordrugdiscoveryandnetworkpharmacology AT luhuizhe useofnaturalproductsaschemicallibraryfordrugdiscoveryandnetworkpharmacology AT xuxiaojie useofnaturalproductsaschemicallibraryfordrugdiscoveryandnetworkpharmacology |