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Protein–Ligand Quantum Docking & Binding Free Energy Training | xTB/DFT Re-scoring, QM/MM, ΔG with Uncertainty

NTHRYS >> Services >> Academic Services >> Training Programs >> Bioinformatics Training >> Proteomics, Structural Bioinformatics, Molecular Modeling >> Protein–Ligand Quantum Docking & Binding Free Energy Training | xTB/DFT Re-scoring, QM/MM, ΔG with Uncertainty

Protein–Ligand Quantum Docking & Binding Free Energy — Hands-on

Combine classical docking speed with quantum accuracy. Learn to generate sensible poses, apply QM-based re-scoring and QM/MM relaxation, and compute binding energies with transparent error estimates and publication-ready bundles.

Protein–Ligand Quantum Docking & Binding Free Energy
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Session 1
Fee: Rs 6300
Classical → QM-Ready Poses
  • Generate diverse poses and select QM candidates
  • Vina/Smina rDock/GOLD* RMSD clustering
  • Prep for QM: protonation, tautomers, charge & spin states
  • RDKit/Open Babel PROPKA/PDB2PQR RESP/ESP seeds
  • Pocket trimming and boundary masks for QM/MM boxes
  • shell radii link-atom plan
Session 2
Fee: Rs 8400
QM/Semiempirical Re-scoring
  • Fast semiempirical scoring of poses (xTB family)
  • GFN1/2-xTB GBSA-xTB strain/interaction split
  • DFT re-scoring & corrections
  • DFT-D3/D4 def2-SVP/TZVP BSSE (counterpoise)
  • Interaction decomposition for insight
  • SAPT (Psi4) FMO (overview)
Session 3
Fee: Rs 11200
QM/MM Relaxation & ΔG Workflows
  • QM/MM pose relaxation and contact sanity checks
  • ORCA/CP2K/Psi4 + OpenMM link atoms PLIP/LigPlot+
  • Binding free energy strategies with QM corrections
  • MM-PBSA/GBSA (+QM ΔE) alchemical FEP/TI (hybrid) BAR/MBAR
  • Error bars & robustness: sampling, solvation and dielectric choices
  • bootstraps/replicates implicit vs explicit
Session 4
Fee: Rs 14000
Mini Capstone: Pose → ΔG → Report
  • Pick a ligand, re-score with xTB/DFT, relax via QM/MM, and compute ΔG with uncertainty
  • Theory + Practical
  • Provenance & reproducibility (levels, configs, seeds, logs)
  • YAML/JSON configs workflow scripts Quarto summary
  • Deliverables: figures, tables, README & manifest
  • PDF CSV/TSV checksums


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