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Analysis, and Virtual Screening Gaspar Pinto @ EJIBCE 2018 - PowerPoint PPT Presentation

Computational Tools to Aid Modelling, Analysis, and Virtual Screening Gaspar Pinto @ EJIBCE 2018 Introduction Who we are Praha Brno Computational Tools to Aid Modelling, Analysis and Virtual Screening Introduction Enzymes with buried


  1. Computational Tools to Aid Modelling, Analysis, and Virtual Screening Gaspar Pinto @ EJIBCE 2018

  2. Introduction ▪ Who we are Praha Brno Computational Tools to Aid Modelling, Analysis and Virtual Screening

  3. Introduction ▪ Enzymes with buried active site Haloalkane dehalogenase DhaA Computational Tools to Aid Modelling, Analysis and Virtual Screening

  4. Introduction ▪ Enzymes with buried active site… need tunnels ▪ Transport of substrates, products, solvent, cofactors ▪ Wide-spread features - 64% of known enzymes - All 6 enzyme classes Haloalkane dehalogenase DhaA Computational Tools to Aid Modelling, Analysis and Virtual Screening

  5. Introduction ▪ Protein tunnels: dynamic features Computational Tools to Aid Modelling, Analysis and Virtual Screening

  6. CAVER ▪ Tool for tunnel computation ▪ Space characterization ▪ Voronoi diagrams ▪ Search for pathways ▪ Origin, probe radius, shell radius, clustering threshold Computational Tools to Aid Modelling, Analysis and Virtual Screening

  7. CAVER ▪ Tool for tunnel computation ▪ Space characterization ▪ Voronoi diagrams ▪ Search for pathways ▪ Origin, probe radius, shell radius, clustering threshold Computational Tools to Aid Modelling, Analysis and Virtual Screening

  8. CAVER ▪ Tool for tunnel computation ▪ Space characterization ▪ Voronoi diagrams ▪ Search for pathways ▪ Ranking of tunnels ▪ Based on bottleneck radius, length, curvature ▪ Command-line, PyMOL plugin Computational Tools to Aid Modelling, Analysis and Virtual Screening

  9. CAVER ▪ Dynamic tunnels ▪ Structure ensemble identification of tunnels in each snapshot Computational Tools to Aid Modelling, Analysis and Virtual Screening

  10. CAVER ▪ Dynamic tunnels ▪ Structure ensemble identification of tunnels in each snapshot Computational Tools to Aid Modelling, Analysis and Virtual Screening

  11. CAVER ▪ Dynamic tunnels ▪ Structure ensemble identification of tunnels merging all identified in each snapshot tunnels Computational Tools to Aid Modelling, Analysis and Virtual Screening

  12. CAVER ▪ Dynamic tunnels ▪ Structure ensemble ▪ Clustering of tunnels clustering of tunnels identification of tunnels merging all identified in each snapshot tunnels Computational Tools to Aid Modelling, Analysis and Virtual Screening

  13. CAVER ▪ Dynamic tunnels ▪ Analysis of tunnel dynamics ▪ Statistics, analysis and visualization output clustering of tunnels analysis of tunnels tunnel dynamics Computational Tools to Aid Modelling, Analysis and Virtual Screening

  14. Caver Analyst ▪ Graphical interface to CAVER ▪ User-friendly ▪ Static and dynamic structures ▪ Versatile representations Computational Tools to Aid Modelling, Analysis and Virtual Screening

  15. Caver Analyst ▪ Graphical interface to CAVER Computational Tools to Aid Modelling, Analysis and Virtual Screening

  16. Caver Analyst ▪ Graphical interface to CAVER ▪ User-friendly ▪ Static and dynamic structures ▪ Versatile representations ▪ Compute protein cavities Computational Tools to Aid Modelling, Analysis and Virtual Screening

  17. Caver Analyst ▪ Graphical interface to CAVER Computational Tools to Aid Modelling, Analysis and Virtual Screening

  18. Caver Analyst ▪ Graphical interface to CAVER Computational Tools to Aid Modelling, Analysis and Virtual Screening

  19. Caver Analyst ▪ Graphical interface to CAVER time Computational Tools to Aid Modelling, Analysis and Virtual Screening

  20. Caver Analyst – case study DhaA DhaA80 DhaA106 Computational Tools to Aid Modelling, Analysis and Virtual Screening

  21. Caver Analyst ▪ Caver Analyst 2.0 ▪ Improved tunnel analysis ▪ Mutagenesis ▪ Enhanced visualization ▪ Video recording ▪ Saving images with no background ▪ www.caver.cz Computational Tools to Aid Modelling, Analysis and Virtual Screening

  22. CaverDock ▪ Tool to study ligand transport through tunnels ▪ Substrate, products, inhibitors ▪ Based on CAVER and AutoDock Vina ▪ Trajectory computation Computational Tools to Aid Modelling, Analysis and Virtual Screening

  23. CaverDock ▪ Tool to study ligand transport through tunnels ▪ Substrate, products, inhibitors ▪ Based on CAVER and AutoDock Vina ▪ Lower-bound trajectory Computational Tools to Aid Modelling, Analysis and Virtual Screening

  24. CaverDock ▪ Tool to study ligand transport through tunnels ▪ Substrate, products, inhibitors ▪ Based on CAVER and AutoDock Vina ▪ Continuous movement Computational Tools to Aid Modelling, Analysis and Virtual Screening

  25. CaverDock ▪ Tool to study ligand transport through tunnels ▪ Substrate, products, inhibitors ▪ Based on CAVER and AutoDock Vina ▪ Optimized trajectory Computational Tools to Aid Modelling, Analysis and Virtual Screening

  26. CaverDock ▪ Tool to study ligand transport through tunnels ▪ Substrate, products, inhibitors ▪ Based on CAVER and AutoDock Vina ▪ Flexibility can be added ▪ Trajectory and binding energy along tunnel Computational Tools to Aid Modelling, Analysis and Virtual Screening

  27. CaverDock – case study DhaA DhaA31 (TCP) (DCP) + Cl - Computational Tools to Aid Modelling, Analysis and Virtual Screening

  28. CaverDock – case study DhaA DhaA31 (TCP) (DCP) + Cl - Computational Tools to Aid Modelling, Analysis and Virtual Screening

  29. CaverDock – case study DhaA DhaA31 (TCP) (DCP) + Cl - Computational Tools to Aid Modelling, Analysis and Virtual Screening

  30. CaverDock – case study DhaA DhaA31 (TCP) (DCP) + Cl - 2,5 2,5 11 11 2,3 2,3 9 9 2,1 2,1 Energy [kcal/mol] Energy [kcal/mol] 1,9 7 7 1,9 Radius [Å] Radius [Å] 1,7 1,7 5 5 1,5 1,5 3 3 1,3 1,3 1 1 1,1 1,1 -1 -1 0,9 0,9 -3 -3 0,7 0,7 0,5 -5 0,5 -5 0 5 10 15 0 5 10 15 Tunnel length [Å] Tunnel length [Å] Computational Tools to Aid Modelling, Analysis and Virtual Screening

  31. Virtual screening – Caver Analysis Leukotriene A4 Biosynthesis of a pro- ▪ inflammatory mediator Screening library: ▪ ▪ Anti-inflammatory agents ▪ 56 molecules ▪ 2 ligands discarded from the set Computational Tools to Aid Modelling, Analysis and Virtual Screening

  32. Virtual screening – Data Analysis Computational Tools to Aid Modelling, Analysis and Virtual Screening

  33. Acknowledgements Computational Tools to Aid Modelling, Analysis and Virtual Screening

  34. Software tools by LL & Co. CAVER, Caver Analyst http://www.caver.cz FireProt http://loschmidt.chemi.muni.cz/fireprot Hotspot Wizard http://loschmidt.chemi.muni.cz/hotspotwizard Predict SNP http://loschmidt.chemi.muni.cz/predictsnp CalFitter http://https://loschmidt.chemi.muni.cz/calfitter Computational Tools to Aid Modelling, Analysis and Virtual Screening

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