Computational structure-based identification of silymarin as a promising flavonoid inhibitor of the diphtheria toxin catalytic domain

Diphtheria toxin, a major virulence factor of Corynebacterium diphtheriae, continues to pose significant therapeutic challenges in the face of antimicrobial resistance. Flavonoids, owing to their structural diversity and bioactivity, represent attractive scaffolds for inhibitor development. This study employed advanced computational approaches to identify potent flavonoid-based inhibitors targeting the catalytic domain of diphtheria toxin. A curated flavonoid library (n = 264) was subjected to druglikeness and PAINS filtration, yielding 104 candidates for hierarchical molecular docking (HTVS → SP → XP) against diphtheria toxin (PDB ID: 1DTP). Binding free energies were validated by MM-GBSA, while induced-fit docking captured receptor conformational adaptability. Pharmacokinetic and safety attributes were evaluated using SwissADME and DeepPK platforms. Epigallocatechin gallate (EGCG) and the co-crystallized ligand served as benchmarks. Among flavonoids, silymarin recorded the lowest docking score of − 8.399 kcal/mol, indicating stronger interaction with the diphtheria toxin active site compared to EGCG (–7.698 kcal/mol), though higher than the co-crystallized ligand (–11.089 kcal/mol). MM-GBSA confirmed the thermodynamic stability of both silymarin (–64.63 kcal/mol) and EGCG (–63.43 kcal/mol). In terms of inhibition constants, the co-crystallized ligand showed the strongest binding with a $$\:{k}_{i}$$ of 7.34 nM, indicating the highest inhibitory potential. Silymarin exhibited a moderate affinity with a Ki of 694 nM, while epigallocatechin gallate had the weakest inhibition at 2210 nM. ADMET evaluation demonstrated that silymarin exhibited superior druglikeness, no PAINS alerts, and a safer toxicity profile relative to EGCG. Silymarin emerges as a promising lead flavonoid scaffold for diphtheria toxin inhibition, combining favorable binding energetics with strong pharmacokinetic and safety attributes, thereby warranting further experimental validation and optimization.

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Publication Details

Journal
Discover Chemistry.
Published
2025-11-21
DOI
https://doi.org/10.1007/s44371-025-00377-8
Citations
1
Primary Topic
Silymarin and Mushroom Poisoning
Type
article
Field-Weighted Citation Impact
1.52
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article

Computational structure-based identification of silymarin as a promising flavonoid inhibitor of the diphtheria toxin catalytic domain

C. Nwadike, Chidi Edbert Duru, Ijeoma Akunna Duru, Tochukwu Ifeanyi Nwakile et al.
1 citations
Discover Chemistry.
Silymarin and Mushroom Poisoning
1.52
article

Computational structure-based identification of silymarin as a promising flavonoid inhibitor of the diphtheria toxin catalytic domain

C. Nwadike, Chidi Edbert Duru, Ijeoma Akunna Duru, Tochukwu Ifeanyi Nwakile, Favour Ogadinma Izuagba
article en
1 citations

Abstract

Diphtheria toxin, a major virulence factor of Corynebacterium diphtheriae, continues to pose significant therapeutic challenges in the face of antimicrobial resistance. Flavonoids, owing to their structural diversity and bioactivity, represent attractive scaffolds for inhibitor development. This study employed advanced computational approaches to identify potent flavonoid-based inhibitors targeting the catalytic domain of diphtheria toxin. A curated flavonoid library (n = 264) was subjected to druglikeness and PAINS filtration, yielding 104 candidates for hierarchical molecular docking (HTVS → SP → XP) against diphtheria toxin (PDB ID: 1DTP). Binding free energies were validated by MM-GBSA, while induced-fit docking captured receptor conformational adaptability. Pharmacokinetic and safety attributes were evaluated using SwissADME and DeepPK platforms. Epigallocatechin gallate (EGCG) and the co-crystallized ligand served as benchmarks. Among flavonoids, silymarin recorded the lowest docking score of − 8.399 kcal/mol, indicating stronger interaction with the diphtheria toxin active site compared to EGCG (–7.698 kcal/mol), though higher than the co-crystallized ligand (–11.089 kcal/mol). MM-GBSA confirmed the thermodynamic stability of both silymarin (–64.63 kcal/mol) and EGCG (–63.43 kcal/mol). In terms of inhibition constants, the co-crystallized ligand showed the strongest binding with a $$\:{k}_{i}$$ of 7.34 nM, indicating the highest inhibitory potential. Silymarin exhibited a moderate affinity with a Ki of 694 nM, while epigallocatechin gallate had the weakest inhibition at 2210 nM. ADMET evaluation demonstrated that silymarin exhibited superior druglikeness, no PAINS alerts, and a safer toxicity profile relative to EGCG. Silymarin emerges as a promising lead flavonoid scaffold for diphtheria toxin inhibition, combining favorable binding energetics with strong pharmacokinetic and safety attributes, thereby warranting further experimental validation and optimization.

Discover Chemistry.Vol. 2(1)
Federal University of Technology Owerri (NG), Imo State University (NG)
Openalex Percentile: Top 13%
Silymarin and Mushroom Poisoning
1.52
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