Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA
Abstract 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...
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2021-07-01
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doaj-0407b3d95ffb40129fa0ded605801a352021-07-11T11:30:24ZengNature Publishing GroupScientific Reports2045-23222021-07-0111111410.1038/s41598-021-92964-9Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSASylvia Kalli0Carla Araya-Cloutier1Jos Hageman2Jean-Paul Vincken3Laboratory of Food Chemistry, Wageningen University & ResearchLaboratory of Food Chemistry, Wageningen University & ResearchBiometris, Applied Statistics, Wageningen University & ResearchLaboratory of Food Chemistry, Wageningen University & ResearchAbstract 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 (R2 adj 0.61), low average prediction errors and a good predictive power (Q2) for the training (4% and Q2 LOO 0.57, respectively) and the test set (5% and Q2 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.https://doi.org/10.1038/s41598-021-92964-9 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Sylvia Kalli Carla Araya-Cloutier Jos Hageman Jean-Paul Vincken |
spellingShingle |
Sylvia Kalli Carla Araya-Cloutier Jos Hageman Jean-Paul Vincken Insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against MRSA Scientific Reports |
author_facet |
Sylvia Kalli Carla Araya-Cloutier Jos Hageman Jean-Paul Vincken |
author_sort |
Sylvia Kalli |
title |
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_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_sort |
insights into the molecular properties underlying antibacterial activity of prenylated (iso)flavonoids against mrsa |
publisher |
Nature Publishing Group |
series |
Scientific Reports |
issn |
2045-2322 |
publishDate |
2021-07-01 |
description |
Abstract 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 (R2 adj 0.61), low average prediction errors and a good predictive power (Q2) for the training (4% and Q2 LOO 0.57, respectively) and the test set (5% and Q2 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. |
url |
https://doi.org/10.1038/s41598-021-92964-9 |
work_keys_str_mv |
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