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Dynamic Profiling and Binding Affinity Prediction of NBTI Antibacterials against DNA Gyrase Enzyme by
Maja Kokot1,2, Nikola Minovski1
1Laboratory for Cheminformatics, Theory Department, National Institute of Chemistry, Hajdrihova 19, 1001 Ljubljana, Slovenia.
ACS Omega
|April 29, 2024
Summary
Predicting the binding affinity of novel bacterial topoisomerase inhibitors (NBTIs) aids in designing new antibacterials. This study developed models to accurately predict NBTI efficacy against bacterial DNA gyrase, aiding drug development.
Area of Science:
- Medicinal Chemistry
- Computational Biology
- Antimicrobial Drug Discovery
Background:
- Bacterial type II topoisomerases are crucial targets for antibacterial chemotherapy.
- Novel bacterial topoisomerase inhibitors (NBTIs) represent a promising new class of antibacterials.
Purpose of the Study:
- To develop predictive models for NBTI binding affinity to bacterial DNA gyrase.
- To facilitate the de novo design and optimization of novel antibacterial agents.
Main Methods:
- Construction of multidimensional DNA gyrase surrogate models for Staphylococcus aureus and Escherichia coli using in vitro NBTI data.
- Molecular dynamics (MD) simulations to investigate NBTI dynamic profiles and binding interactions.
- Linear Interaction Energy (LIE) method for computing binding free energies with in-house derived parameters.
Main Results:
- Developed models accurately predicted IC50 values for 26 NBTIs.
- MD simulations confirmed key hydrogen-bonding and hydrophobic contacts between NBTIs and DNA gyrase.
- LIE method provided accurate binding free energy predictions applicable to Gram-positive and Gram-negative pathogens.
Conclusions:
- An integrated modeling approach combining QSAR and MD simulations accurately predicts NBTI binding affinity.
- This approach is valuable for the rational design and optimization of novel NBTIs.
- The findings contribute to combating resistant bacterial pathogens through improved antibacterial drug development.
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