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...

Full description

Bibliographic Details
Main Authors: Sylvia Kalli, Carla Araya-Cloutier, Jos Hageman, Jean-Paul Vincken
Format: Article
Language:English
Published: Nature Publishing Group 2021-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-92964-9
id doaj-0407b3d95ffb40129fa0ded605801a35
record_format Article
spelling 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 AT sylviakalli insightsintothemolecularpropertiesunderlyingantibacterialactivityofprenylatedisoflavonoidsagainstmrsa
AT carlaarayacloutier insightsintothemolecularpropertiesunderlyingantibacterialactivityofprenylatedisoflavonoidsagainstmrsa
AT joshageman insightsintothemolecularpropertiesunderlyingantibacterialactivityofprenylatedisoflavonoidsagainstmrsa
AT jeanpaulvincken insightsintothemolecularpropertiesunderlyingantibacterialactivityofprenylatedisoflavonoidsagainstmrsa
_version_ 1721308859807563776