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Published on: September 2, 2025
SNP2SIM: a modular workflow for standardizing molecular simulation and functional analysis of protein variants
Matthew D McCoy1, Vikram Shivakumar2, Sridhar Nimmagadda3
1Innovation Center for Biomedical Informatics, Georgetown University Medical Center, 2115 Wisconsin Avenue, NW, Suite 110, Washington, D.C., 20007, USA. Matthew.McCoy@georgetown.edu.
The SNP2SIM workflow enables reproducible molecular simulations to predict how protein sequence variations affect drug binding, aiding in targeted therapy development.
Area of Science:
- Computational Biology
- Structural Bioinformatics
- Pharmacogenomics
Background:
- Molecular simulations offer crucial insights into protein structure, dynamics, and the functional impact of sequence variations.
- Applications span drug screening, novel therapy development, and personalized treatment planning.
- Predicting the effects of genetic variations on protein function is vital for precision medicine.
Purpose of the Study:
- To introduce the SNP2SIM workflow for generating reproducible molecular dynamics and docking simulations.
- To facilitate functional variant analysis of protein targets for small molecule therapies.
- To enable large-scale computational mutagenesis and analysis of variant-specific drug interactions.
Main Methods:
- The SNP2SIM workflow utilizes Python, NAMD, VMD, and AutoDock Vina.
- It generates mutant protein structures and configuration files for molecular dynamics simulations.
- Trajectories are clustered to identify variant scaffolds for small molecule docking simulations.
Main Results:
- SNP2SIM generates variant scaffolds from wildtype protein structures through a three-module process.
- It simulates solvated protein variant structures and clusters trajectories based on ligand-binding residues.
- Variant-induced changes in drug binding are predicted by docking small molecule libraries to unique structural conformations.
Conclusions:
- SNP2SIM provides a platform for molecular simulation-based functional analysis of sequence variations in drug targets.
- The workflow simplifies the simulation of variant-specific drug interactions and enables large-scale computational mutagenesis.
- It facilitates parallelization of computationally intensive simulations and comparison of simulation parameters.
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