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Updated: Jan 31, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Discovery of High Affinity Receptors for Dityrosine through Inverse Virtual Screening and Docking and Molecular
Fangfang Wang1, Wei Yang2,3, Xiaojun Hu4
1School of Life Science, Linyi University, Linyi 276000, China. wangfangfang@lyu.edu.cn.
Abstract:
Dityrosine is the product of oxidation that has been linked to a number of serious pathological conditions. Evidence indicates that high amounts of dityrosine exist in oxidized milk powders and some milk related foodstuffs, further reducing the nutritional value of oxidized proteins. Therefore, we hypothesize that some receptors related to special diseases would be targets for dityrosine. However, the mechanisms of the interaction of dityrosine with probable targets are still unknown. In the present work, an inverse virtual screening approach was performed to screen possible novel targets for dityrosine. Molecular docking studies were performed on a panel of targets extracted from the potential drug target database (PDTD) to optimize and validate the screening results. Firstly, two different conformations cis- and trans- were found for dityrosine during minimization. Moreover, Tubulin (αT) (-11.0 kcal/mol) was identified as a target for cis-dityrosine (CDT), targets including αT (-11.2 kcal/mol) and thyroid hormone receptor beta-1 (-10.7 kcal/mol) presented high binding affinities for trans-dityrosine (TDT). Furthermore, in order to provide binding complexes with higher precision, the three docked systems were further refined by performing thermo dynamic simulations. A series of techniques for searching for the most stable binding pose and the calculation of binding free energy are elaborately provided in this work. The major interactions between these targets and dityrosine were hydrophobic, electrostatic and hydrogen bonding. The application of inverse virtual screening method may facilitate the prediction of unknown targets for known ligands, and direct future experimental assays.
Insights
Dityrosine, an oxidation product found in oxidized foods, may target specific disease receptors. This study used inverse virtual screening and molecular docking to identify potential interactions with Tubulin and thyroid hormone receptor beta-1.
Area of Science:
- Biochemistry
- Computational Chemistry
- Molecular Biology
Background:
- Dityrosine is an oxidation product linked to pathological conditions.
- High levels of dityrosine in oxidized milk products reduce nutritional value.
- The interaction mechanisms between dityrosine and potential disease targets are unknown.
Purpose of the Study:
- To identify novel molecular targets for dityrosine using an inverse virtual screening approach.
- To elucidate the binding mechanisms and affinities of dityrosine with potential targets.
- To validate screening results through molecular docking and thermodynamic simulations.
Main Methods:
- Inverse virtual screening was employed to identify potential dityrosine targets.
- Molecular docking studies were performed on targets from the Potential Drug Target Database (PDTD).
- Thermodynamic simulations were used to refine binding complexes and calculate binding free energy.
Main Results:
- Two dityrosine conformations, cis- and trans-, were identified.
- Cis-dityrosine (CDT) showed high affinity for Tubulin (αT) (-11.0 kcal/mol).
- Trans-dityrosine (TDT) exhibited high binding affinities for Tubulin (αT) (-11.2 kcal/mol) and thyroid hormone receptor beta-1 (-10.7 kcal/mol).
- Major interactions included hydrophobic, electrostatic, and hydrogen bonding.
Conclusions:
- Inverse virtual screening is effective for predicting novel targets of known ligands.
- Tubulin and thyroid hormone receptor beta-1 are identified as potential targets for dityrosine.
- This approach can guide future experimental validation and drug discovery efforts.
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