# Integration of metabolomics and chemometrics with in-silico and in-vitro approaches to unravel SARS-Cov-2 inhibitors from South African plants

**Authors:** Karabo Maselepe Makoana, Clarissa Marcelle Naidoo, Muhammad Sulaiman Zubair, Mmei Cheryl Motshudi, Nqobile Monate Mkolo, Ahmed A. Al-Karmalawy, Ahmed A. Al-Karmalawy, Ahmed Al-Karmalawy

PMC · DOI: 10.1371/journal.pone.0320415 · PLOS One · 2025-03-26

## TL;DR

This study identifies potential SARS-CoV-2 inhibitors from South African plants using a combination of metabolomics, chemometrics, and in-silico and in-vitro methods.

## Contribution

The integration of metabolomics and chemometrics with in-silico and in-vitro approaches to identify plant-based SARS-CoV-2 inhibitors is novel.

## Key findings

- Quercetin derivatives and 2”-O-acetylrutin showed strong binding affinities to SARS-CoV-2 main protease.
- Molecular dynamics simulations confirmed stable binding of the compounds to the protease.
- In vitro assays validated the compounds' ability to inhibit SARS-CoV-2 3CLpro.

## Abstract

Coronavirus disease (COVID-19) is still a severe concern, especially in Africa with suboptimal intention rates of vaccination. This flagged the requirement of plant-based remedies as an alternative treatment. In this study we integrated metabolomics and chemometrics approaches with In silico and In vitro approaches to accelerate and unravel compounds from commonly used South African plants that may inhibit SARS-CoV-2 main protease. The selected commonly used plants, Artemisia afra and Artemisia annua, were found to be non-toxic against Vero cells, as determined by the resazurin cell viability assay. Metabolites profiling revealed eighty-one compounds and the top three hit compounds, quercetin 3-O-(6“-acetyl-glucoside), 2”-O-acetylrutin, and quercetin 3-(6”-malonyl-glucoside), had binding affinities of -9.3 kcal/mol, -9.5 kcal/mol, and -9.3 kcal/mol, respectively. The 2”-O-acetyl group of the rutin moiety and quercetin moiety produces a hydrogen bond with the amide nitrogen of His41 and with the side chain carboxylate of Cys145, respectively. Molecular dynamics simulations revealed a stable binding of the docked complexes. In silico observations were validated by In vitro bioassay, which flagged the ability of these compounds to inhibit SARS-CoV-2 3CLpro. The collected analysed data of this study does not only draw special attention to the surfaced 2”-O-acetylrutin as the best suitable inhibitor of SARS-CoV-2 3CLpro, but also indirectly reveals the importance of integrating metabolomics and chemometrics approaches with In silico and In vitro approaches to accelerate and unravel compounds from South African commonly used plants.

## Linked entities

- **Proteins:** his-41 (putative histone H2B 3)
- **Chemicals:** quercetin 3-O-(6“-acetyl-glucoside) (PubChem CID 10006384), 2”-O-acetylrutin (PubChem CID 9809744), quercetin 3-(6”-malonyl-glucoside) (PubChem CID 5282159)
- **Diseases:** COVID-19 (MONDO:0100096)
- **Species:** Artemisia afra (taxon 72333), Artemisia annua (taxon 35608)

## Full-text entities

- **Genes:** ORF1ab (ORF1a polyprotein;ORF1ab polyprotein) [NCBI Gene 43740578]
- **Diseases:** Coronavirus disease (MESH:D018352), COVID-19 (MESH:D000086382)
- **Chemicals:** resazurin (MESH:C005843), quercetin (MESH:D011794), rutin (MESH:D012431), quercetin 3-O-(6"-acetyl-glucoside (-), 2"-O-acetylrutin (MESH:C466242), quercetin 3-(6"-malonyl-glucoside (MESH:C500753)
- **Species:** Artemisia afra (species) [taxon 72333], Severe acute respiratory syndrome coronavirus 2 (no rank) [taxon 2697049], Artemisia annua (sweet Annie, species) [taxon 35608]
- **Cell lines:** Vero — Chlorocebus sabaeus (Green monkey), Spontaneously immortalized cell line (CVCL_0059)

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11940557/full.md

## References

57 references — full list in the complete paper: https://tomesphere.com/paper/PMC11940557/full.md

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Source: https://tomesphere.com/paper/PMC11940557