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Automated partial atomic charge assignment for drug-like molecules: a fast knapsack approach.
Martin S Engler1,2, Bertrand Caron3, Lourens Veen4
11Algorithmic Bioinformatics, Heinrich Heine University, Universitätsstr. 1, 40225 Düsseldorf, Germany.
We developed a fast, automated method to assign partial atomic charges for molecules, crucial for computational drug design. This approach significantly reduces calculation time from days to seconds while maintaining accuracy.
Area of Science:
- Computational chemistry
- Cheminformatics
- Drug design
Background:
- Accurate description of intermolecular interactions is vital for computational drug design.
- Assigning partial atomic charges is a critical step in molecular modeling.
- Existing methods can be time-consuming and computationally intensive.
Purpose of the Study:
- To develop an efficient, reliable, and automated procedure for assigning partial atomic charges.
- To address the molecular charge assignment problem using database distributions.
- To reduce the computational time for charge calculations in drug design.
Main Methods:
- Formal introduction of the molecular charge assignment problem.
- Utilizing a database of parameterized molecules and their chemical environments.
- Applying Integer Linear Programming and Dynamic Programming algorithms.
- Solving a variant of the multiple-choice knapsack problem.
Main Results:
- Developed a procedure for efficient and automatic partial atomic charge assignment.
- Demonstrated comparable accuracy to explicit charge calculations for novel molecules.
- Reduced charge determination time from hours/days to under a second.
- The problem is shown to be weakly NP-complete.
Conclusions:
- The proposed method offers a significant speed-up for partial atomic charge assignment.
- This automation enhances the reliability and efficiency of computational drug design workflows.
- Openly available software facilitates broader adoption and application.
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