Cargando…
Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA
High resistance towards traditional antibiotics has urged the development of new, natural therapeutics against methicillin-resistant Staphylococcus aureus (MRSA). Prenylated (iso)flavonoids, present mainly in the Fabaceae, can serve as promising candidates. Herein, the anti-MRSA properties of 23 pre...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8270993/ https://www.ncbi.nlm.nih.gov/pubmed/34244528 http://dx.doi.org/10.1038/s41598-021-92964-9 |
_version_ | 1783720913538121728 |
---|---|
author | Kalli, Sylvia Araya-Cloutier, Carla Hageman, Jos Vincken, Jean-Paul |
author_facet | Kalli, Sylvia Araya-Cloutier, Carla Hageman, Jos Vincken, Jean-Paul |
author_sort | Kalli, Sylvia |
collection | PubMed |
description | High resistance towards traditional antibiotics has urged the development of new, natural therapeutics against methicillin-resistant Staphylococcus aureus (MRSA). Prenylated (iso)flavonoids, present mainly in the Fabaceae, can serve as promising candidates. Herein, the anti-MRSA properties of 23 prenylated (iso)flavonoids were assessed in-vitro. The di-prenylated (iso)flavonoids, glabrol (flavanone) and 6,8-diprenyl genistein (isoflavone), together with the mono-prenylated, 4′-O-methyl glabridin (isoflavan), were the most active anti-MRSA compounds (Minimum Inhibitory Concentrations (MIC) ≤ 10 µg/mL, 30 µM). The in-house activity data was complemented with literature data to yield an extended, curated dataset of 67 molecules for the development of robust in-silico prediction models. A QSAR model having a good fit (R(2)(adj) 0.61), low average prediction errors and a good predictive power (Q(2)) for the training (4% and Q(2)(LOO) 0.57, respectively) and the test set (5% and Q(2)(test) 0.75, respectively) was obtained. Furthermore, the model predicted well the activity of an external validation set (on average 5% prediction errors), as well as the level of activity (low, moderate, high) of prenylated (iso)flavonoids against other Gram-positive bacteria. For the first time, the importance of formal charge, besides hydrophobic volume and hydrogen-bonding, in the anti-MRSA activity was highlighted, thereby suggesting potentially different modes of action of the different prenylated (iso)flavonoids. |
format | Online Article Text |
id | pubmed-8270993 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-82709932021-07-13 Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA Kalli, Sylvia Araya-Cloutier, Carla Hageman, Jos Vincken, Jean-Paul Sci Rep Article High resistance towards traditional antibiotics has urged the development of new, natural therapeutics against methicillin-resistant Staphylococcus aureus (MRSA). Prenylated (iso)flavonoids, present mainly in the Fabaceae, can serve as promising candidates. Herein, the anti-MRSA properties of 23 prenylated (iso)flavonoids were assessed in-vitro. The di-prenylated (iso)flavonoids, glabrol (flavanone) and 6,8-diprenyl genistein (isoflavone), together with the mono-prenylated, 4′-O-methyl glabridin (isoflavan), were the most active anti-MRSA compounds (Minimum Inhibitory Concentrations (MIC) ≤ 10 µg/mL, 30 µM). The in-house activity data was complemented with literature data to yield an extended, curated dataset of 67 molecules for the development of robust in-silico prediction models. A QSAR model having a good fit (R(2)(adj) 0.61), low average prediction errors and a good predictive power (Q(2)) for the training (4% and Q(2)(LOO) 0.57, respectively) and the test set (5% and Q(2)(test) 0.75, respectively) was obtained. Furthermore, the model predicted well the activity of an external validation set (on average 5% prediction errors), as well as the level of activity (low, moderate, high) of prenylated (iso)flavonoids against other Gram-positive bacteria. For the first time, the importance of formal charge, besides hydrophobic volume and hydrogen-bonding, in the anti-MRSA activity was highlighted, thereby suggesting potentially different modes of action of the different prenylated (iso)flavonoids. Nature Publishing Group UK 2021-07-09 /pmc/articles/PMC8270993/ /pubmed/34244528 http://dx.doi.org/10.1038/s41598-021-92964-9 Text en © The Author(s) 2021, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Kalli, Sylvia Araya-Cloutier, Carla Hageman, Jos Vincken, Jean-Paul Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA |
title | Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA |
title_full | Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA |
title_fullStr | Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA |
title_full_unstemmed | Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA |
title_short | Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA |
title_sort | insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against mrsa |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8270993/ https://www.ncbi.nlm.nih.gov/pubmed/34244528 http://dx.doi.org/10.1038/s41598-021-92964-9 |
work_keys_str_mv | AT kallisylvia insightsintothemolecularpropertiesunderlyingantibacterialactivityofprenylatedisoflavonoidsagainstmrsa AT arayacloutiercarla insightsintothemolecularpropertiesunderlyingantibacterialactivityofprenylatedisoflavonoidsagainstmrsa AT hagemanjos insightsintothemolecularpropertiesunderlyingantibacterialactivityofprenylatedisoflavonoidsagainstmrsa AT vinckenjeanpaul insightsintothemolecularpropertiesunderlyingantibacterialactivityofprenylatedisoflavonoidsagainstmrsa |