Leveraging Consensus Docking Approaches for Human Mitochondrial Complexes I and III

Although recent progress has been made, structure-based methods such as molecular docking are still underexplored in the context of toxicity prediction. These approaches offer added value, particularly in addressing challenges such as activity cliffs─i.e., caused by stereoisomerism─that are difficult to capture by conventional Quantitative Structure-Activity Relationship (QSAR) methods. In this study, we investigated the ability of docking scoring functions and protein-ligand interaction fingerprints to rank the potential hazard of compounds targeting the human mitochondrial complexes I and III (CI, NADH:ubiquinone oxidoreductase and CIII, cytochrome bc<sub>1</sub> complex). We applied an induced fit docking protocol to account for binding site flexibility and performed a set of binding energy minimizations for rescoring of representative binding modes. Both individual scoring functions and consensus scoring approaches achieved acceptable rank correlation to experimentally derived data from CIII (Spearman <i>r</i>: 0.89 and 0.86). Moreover, consensus interaction fingerprints that combine molecular interactions from both docking outputs captured differences of inhibitor subtypes at CIII. Follow-up in vitro testing confirmed an isomerism-dependent activity cliff of E-/Z-Fenpyroximate at CI. These findings support the utility of using consensus docking and scoring as a screening-level tool for prioritizing compounds based on interpretable predicted relative binding affinities at CI and CIII.

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Journal
Chemical Research in Toxicology
Published
2025-12-30
DOI
https://doi.org/10.1021/acs.chemrestox.5c00348
Primary Topic
Mitochondrial Function and Pathology
Type
article
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article

Leveraging Consensus Docking Approaches for Human Mitochondrial Complexes I and III

Karin Grillberger, Viktoria Magel, Prof. Dr. Gerhard Ecker, Marcel Leist
Chemical Research in Toxicology
Mitochondrial Function and Pathology
article

Leveraging Consensus Docking Approaches for Human Mitochondrial Complexes I and III

Karin Grillberger, Viktoria Magel, Prof. Dr. Gerhard Ecker, Marcel Leist
article en

Abstract

Although recent progress has been made, structure-based methods such as molecular docking are still underexplored in the context of toxicity prediction. These approaches offer added value, particularly in addressing challenges such as activity cliffs─i.e., caused by stereoisomerism─that are difficult to capture by conventional Quantitative Structure-Activity Relationship (QSAR) methods. In this study, we investigated the ability of docking scoring functions and protein-ligand interaction fingerprints to rank the potential hazard of compounds targeting the human mitochondrial complexes I and III (CI, NADH:ubiquinone oxidoreductase and CIII, cytochrome bc<sub>1</sub> complex). We applied an induced fit docking protocol to account for binding site flexibility and performed a set of binding energy minimizations for rescoring of representative binding modes. Both individual scoring functions and consensus scoring approaches achieved acceptable rank correlation to experimentally derived data from CIII (Spearman <i>r</i>: 0.89 and 0.86). Moreover, consensus interaction fingerprints that combine molecular interactions from both docking outputs captured differences of inhibitor subtypes at CIII. Follow-up in vitro testing confirmed an isomerism-dependent activity cliff of E-/Z-Fenpyroximate at CI. These findings support the utility of using consensus docking and scoring as a screening-level tool for prioritizing compounds based on interpretable predicted relative binding affinities at CI and CIII.

Chemical Research in ToxicologyVol. 39(1)
University of Vienna (AT), University of Konstanz (DE)
Affordable and clean energy
Openalex Percentile: Top 35%
Mitochondrial Function and Pathology
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Leveraging Consensus Docking Approaches for Human Mitochondrial Complexes I and III — Karin Grillberger, Viktoria Magel, et al. · Chemical Research in Toxicology (2025) | TGRS Research Map | TGRS