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A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
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Toward Post-Hartree-Fock Accuracy for Protein-Ligand Affinities Using the Molecules-in-Molecules Fragmentation-Based
Ankur K Gupta1, Sarah Maier1, Bishnu Thapa1
1Department of Chemistry, Indiana University, Bloomington, Indiana 47405, United States.
Journal of Chemical Theory and Computation
|March 26, 2024
Summary
The Molecules-in-Molecules (MIM) method accurately calculates protein-ligand binding energies for large systems. This computational approach enhances efficiency and reduces costs for molecular interaction energy calculations.
Area of Science:
- Computational Chemistry
- Molecular Modeling
- Quantum Chemistry
Background:
- Large molecular systems like protein-ligand complexes present significant computational challenges for accurate electronic structure calculations.
- Existing post-Hartree-Fock methods struggle with the size and complexity of these systems, limiting their application.
Purpose of the Study:
- To benchmark the Molecules-in-Molecules (MIM) method for post-Hartree-Fock calculations on large molecular systems.
- To develop a strategy for layer/theory selection in MIM for protein-ligand complexes.
- To assess the computational efficiency and accuracy of the MIM method for binding energy calculations.
Main Methods:
- Utilized the three-layer Molecules-in-Molecules (MIM3) method combined with Density-Localized Pair-Natural-Orbital (DLPNO)-based post-Hartree-Fock methods.
- Implemented an energy term cancellation strategy within the supermolecular equation for enhanced computational efficiency.
- Employed diffuse or small Pople-style basis sets in the middle layer of the MIM approach.
Main Results:
- Achieved highly accurate protein-ligand binding energies with errors less than 1 kcal mol-1.
- Demonstrated significant reductions in computational costs compared to traditional methods.
- Observed strong correlations between computed and experimental interaction energies (R2 ≈ 0.90 for CDK2, R2 ≈ 0.78 for BZT-ITK).
Conclusions:
- The MIM method, particularly MIM3 with DLPNO-based approaches, is effective and efficient for calculating binding energies in large molecular systems.
- Strategic selection of basis sets and layer/theory is crucial for accuracy and efficiency.
- This work provides practical insights and methodologies for computational studies of molecular interactions.
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