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A swift all-atom energy-based computational protocol to predict DNA-ligand binding affinity and DeltaTm
Saher Afshan Shaikh1, B Jayaram
1Department of Chemistry, Indian Institute of Technology, Delhi, Hauz Khas, New Delhi 110 016, India.
A new computational method accurately predicts DNA-ligand binding affinity without prior data. This tool aids in accelerating rational drug design for DNA-targeting therapeutics.
Area of Science:
- Computational chemistry
- Molecular modeling
- Drug discovery
Background:
- Accurate prediction of DNA-ligand binding affinity is crucial for drug design.
- Existing computational methods often require extensive database training.
- Developing a versatile and accurate prediction protocol is essential.
Purpose of the Study:
- To develop a novel computational protocol for calculating DNA-ligand binding affinity.
- To validate the protocol's accuracy against experimental data.
- To create a user-friendly, web-accessible tool for binding affinity prediction.
Main Methods:
- A hybrid approach combining molecular mechanics, statistical mechanics, and solvent accessibility was employed.
- The protocol was validated using a dataset of 50 diverse DNA-ligand complexes.
- Binding energies were correlated with experimental binding free energies (ΔG°) and melting temperatures (ΔTm).
Main Results:
- The computational protocol demonstrated high accuracy, with correlation coefficients of 0.95 (R² = 0.90) for ΔG° and 0.96 (R² = 0.93) for ΔTm.
- The method achieved high correlation without relying on any database training.
- The protocol was successfully implemented as a web tool (http://www.scfbio-iitd.res.in/preddicta).
Conclusions:
- The developed hybrid computational protocol provides a reliable and accurate method for predicting DNA-ligand binding affinity.
- The freely accessible web tool facilitates rapid prediction, supporting rational drug design efforts.
- This approach offers a valuable resource for researchers in drug discovery and molecular modeling.
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