STANAANDREY

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Jan 20th, 2026 (edited)
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  1. Visualization: PyMOL or VMD (Visual Molecular Dynamics).
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  3. Simulation: GROMACS, NAMD, or OpenMM.
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  5. Cheminformatics: RDKit (Python library for chemistry).
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  7. Idea: Use Python and RDKit to screen a library of small molecules for "drug-likeness" (Lipinski's Rule of 5).
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  9. Idea: Run a short Molecular Dynamics simulation of a small protein using OpenMM and graph the RMSD (Root Mean Square Deviation) over time.
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  11. A. Molecular Dynamics (MD) & SimulationThis is essentially solving Newton's laws of motion for thousands of atoms (proteins/drugs) simultaneously.The Physics: Potential energy landscapes, Force fields ($F = -\nabla V$), Integration of equations of motion.Your Gap: Learning the chemical properties of amino acids and the nature of non-covalent interactions (Van der Waals, H-bonds).Tools to learn: GROMACS, AMBER, NAMD, VMD.B. Systems Biology & Metabolic ModelingThis treats the cell as a chemical factory. It uses systems of ODEs to model how concentrations of metabolites change over time.The Physics: Rate equations, Flux balance analysis, Stoichiometry (similar to balancing nuclear equations).Your Gap: Understanding metabolic pathways (Glycolysis, Krebs cycle) and enzyme regulation (Michaelis-Menten kinetics).Tools to learn: COBRApy, COPASI, MATLAB (SimBiology).C. Structural Bioinformatics (Protein Design)Using physics and AI to predict 3D structures or design new proteins (de novo design).The Physics: Energy minimization, Rotational/Translational matrices.Tools to learn: Rosetta, AlphaFold, PyMOL.
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  14. Example Project: Take a known crystal structure of a protein (from the RCSB PDB database), run a short energy minimization simulation, and graph the Root Mean Square Deviation (RMSD) over time. Explain the physics of why it stabilized.
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