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“Science is for Society not for Publications”




Computer Aided Drug Designing
         in Biology

               Girinath G Pillai, Research Fellow,
    State Inter University Centre of Excellence in Bioinformatics,
             University of Kerala. Thiruvananthapuram.

                       giribio@scientist.com
                     http://giribio.weebly.com
Overview
• Introduction
• Drug Discovery
• Virtual Screening
      – Types
      – Screening Process
•   Discovery of New Inhibitors
•   Interpretations
•   Tools / Softwares
•   Summary
3/21/2011 1:25 PM       Girinath G. Pillai @ VIT, Vellore   2
Bioinformatics ?
Why? & Where?
Molecular Biology; Information Science




3/21/2011 1:25 PM    Girinath @ T.K.M. College of Arts & Science   6
Biological Data




3/21/2011 1:25 PM    Girinath @ T.K.M. College of Arts & Science   7
Drug Discovery Process
• Most drug molecules inhibit the activity of a
  specific protein by blocking its active site.
• Examples of proteins targeted by drugs.
   • HIV protease (ritonavir, viracept….)
   • Dihydrofolate reductase

      Target          Lead             Lead               Pre-Clinical   Clinical   Market
     discovery      Identification Optimization              test         Trials    Entry




3/21/2011 1:25 PM                    Girinath G. Pillai @ VIT, Vellore                       8
3/21/2011 1:25 PM   Girinath @ Mar Thoma College   9
Discovering Lead Compounds



                            VS/HTS




3/21/2011 1:25 PM      Girinath G. Pillai @ VIT, Vellore   10
3/21/2011 1:25 PM   Girinath G. Pillai @ VIT, Vellore   11
Computer Aided Drug Designing

• Why does it bind in this way?

• How can we make tighter
  binding, more specific
  compounds?




3/21/2011 1:25 PM   Girinath G. Pillai @ VIT, Vellore   12
Advantages of Virtual Screening

• “hit” or success rate can be 10 – 30%,
   whereas in HTS it is usually <0.1%
• avoids the cost of assaying compounds that do
  not fit the binding site.
• provides a clear structural hypothesis for ligand
  binding mode and interactions with the protein.



3/21/2011 1:25 PM   Girinath G. Pillai @ VIT, Vellore   13
Virtual Screening
Ligand-based virtual screening

• The 3D structure of the biological target is unknown and a
 set of geometric rules and/or physical-chemical properties
 (pharmacophore model) obtained by QSAR studies are used
 to screen the database.


Structure-based virtual screening
• It involves molecular docking calculations between each
 molecule to test and the biological target (usually a
 protein). To evaluate the affinity a scoring function is
 applied. The 3D structure of the target must be known.

3/21/2011 1:25 PM     Girinath G. Pillai @ VIT, Vellore   14
Ligand Based
• 3D-QSAR method that search for relationship
  between the biological activity of a set of compounds
  (with specified alignment) and their three-dimensional
  physicochemical properties (so-called molecular fields).




3/21/2011 1:25 PM     Girinath G. Pillai @ VIT, Vellore   15
Structure based


                        +

                                                                    Docking software
         Ligand                     Receptor




• The complex quality is evaluated by the
  score.




3/21/2011 1:25 PM               Girinath G. Pillai @ VIT, Vellore                                16
                                                                     Ligand – receptor complex
How Protein is a Target/Receptor?
•   Similarity Analysis
•   Motif Identification
•   Subcellular Location
•   Instability Index
•   Aliphatic Index
•   Half Life Period
•   Protein Surface Scan
•   Secondary Structure Analysis
•   Modelling & Simulation
•   Electrostatic Analysis
3/21/2011 1:25 PM                                          17
                       Girinath G. Pillai @ VIT, Vellore
Automated docking methods
• The scoring (or energy) function.
• The stratergy used to search for the lowest score




3/21/2011 1:25 PM   Girinath G. Pillai @ VIT, Vellore   18
Docking Tools
                    Ligand flexibility                                     Suitability for
     Method                                         Scoring function
                       sampling                                              large-VS
                                                       Force field or
       Dock         Incremental build                                          High
                                                       contact score

       FlexX        Incremental build                  Empirical score         High
                    Conformational
       Slide                                           Empirical score         High
                    ensembles
                    Conformational                     Gaussian score or
        Fred                                                                   High
                    ensembles                          empirical scores

        Gold        Genetic algorithm                  Empirical score          Low

       Glide        Exhaustive search                  Empirical score          Low

    AutoDock        Genetic algorithm                  Force field              Low

    LigandFit       Monte Carlo                        Empirical score          Low
                    Pseudo-Brownian                    Mixed force field
        ICM         sampling local                     and empirical            Low
                    minimization                       score
        QXP         Monte Carlo                        Force field              Low
3/21/2011 1:25 PM                Girinath G. Pillai @ VIT, Vellore                           19
Molecular
 Docking




 3/21/2011 1:25 PM   Girinath @ Mar Thoma College   20
Virtual Screening
          Computational or in silico analog of biological screening


                                                                      ACD
                                                                      WDI
                                                                      NCI




    X-ray Crystallography
            NMR
     homology modeling
                                                                       Ranking


                                                                        HITS




3/21/2011 1:25 PM              Girinath G. Pillai @ VIT, Vellore               21
Docking Process - Conformers




 Kubinyi, H.:
 “Success Stories of Computer-Aided Design”, in:
 Computer Applications in Pharmaceutical Research and Development, Sean Ekins (Ed.), Wiley

3/21/2011 1:25 PM                            Girinath G. Pillai @ VIT, Vellore               22
Docking Search Method




3/21/2011 1:25 PM   Girinath G. Pillai @ VIT, Vellore   23
Dynamics & Simulation




3/21/2011 1:25 PM   Girinath G. Pillai @ VIT, Vellore   24
Thank You




                    www.giribio.weebly.com

3/21/2011 1:25 PM      Girinath G. Pillai @ VIT, Vellore   25

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Computer Aided Drug Design and Discovery : An Overview (2006)

  • 1. “Science is for Society not for Publications” Computer Aided Drug Designing in Biology Girinath G Pillai, Research Fellow, State Inter University Centre of Excellence in Bioinformatics, University of Kerala. Thiruvananthapuram. giribio@scientist.com http://giribio.weebly.com
  • 2. Overview • Introduction • Drug Discovery • Virtual Screening – Types – Screening Process • Discovery of New Inhibitors • Interpretations • Tools / Softwares • Summary 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 2
  • 5.
  • 6. Molecular Biology; Information Science 3/21/2011 1:25 PM Girinath @ T.K.M. College of Arts & Science 6
  • 7. Biological Data 3/21/2011 1:25 PM Girinath @ T.K.M. College of Arts & Science 7
  • 8. Drug Discovery Process • Most drug molecules inhibit the activity of a specific protein by blocking its active site. • Examples of proteins targeted by drugs. • HIV protease (ritonavir, viracept….) • Dihydrofolate reductase Target Lead Lead Pre-Clinical Clinical Market discovery Identification Optimization test Trials Entry 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 8
  • 9. 3/21/2011 1:25 PM Girinath @ Mar Thoma College 9
  • 10. Discovering Lead Compounds VS/HTS 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 10
  • 11. 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 11
  • 12. Computer Aided Drug Designing • Why does it bind in this way? • How can we make tighter binding, more specific compounds? 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 12
  • 13. Advantages of Virtual Screening • “hit” or success rate can be 10 – 30%, whereas in HTS it is usually <0.1% • avoids the cost of assaying compounds that do not fit the binding site. • provides a clear structural hypothesis for ligand binding mode and interactions with the protein. 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 13
  • 14. Virtual Screening Ligand-based virtual screening • The 3D structure of the biological target is unknown and a set of geometric rules and/or physical-chemical properties (pharmacophore model) obtained by QSAR studies are used to screen the database. Structure-based virtual screening • It involves molecular docking calculations between each molecule to test and the biological target (usually a protein). To evaluate the affinity a scoring function is applied. The 3D structure of the target must be known. 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 14
  • 15. Ligand Based • 3D-QSAR method that search for relationship between the biological activity of a set of compounds (with specified alignment) and their three-dimensional physicochemical properties (so-called molecular fields). 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 15
  • 16. Structure based + Docking software Ligand Receptor • The complex quality is evaluated by the score. 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 16 Ligand – receptor complex
  • 17. How Protein is a Target/Receptor? • Similarity Analysis • Motif Identification • Subcellular Location • Instability Index • Aliphatic Index • Half Life Period • Protein Surface Scan • Secondary Structure Analysis • Modelling & Simulation • Electrostatic Analysis 3/21/2011 1:25 PM 17 Girinath G. Pillai @ VIT, Vellore
  • 18. Automated docking methods • The scoring (or energy) function. • The stratergy used to search for the lowest score 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 18
  • 19. Docking Tools Ligand flexibility Suitability for Method Scoring function sampling large-VS Force field or Dock Incremental build High contact score FlexX Incremental build Empirical score High Conformational Slide Empirical score High ensembles Conformational Gaussian score or Fred High ensembles empirical scores Gold Genetic algorithm Empirical score Low Glide Exhaustive search Empirical score Low AutoDock Genetic algorithm Force field Low LigandFit Monte Carlo Empirical score Low Pseudo-Brownian Mixed force field ICM sampling local and empirical Low minimization score QXP Monte Carlo Force field Low 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 19
  • 20. Molecular Docking 3/21/2011 1:25 PM Girinath @ Mar Thoma College 20
  • 21. Virtual Screening Computational or in silico analog of biological screening ACD WDI NCI X-ray Crystallography NMR homology modeling Ranking HITS 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 21
  • 22. Docking Process - Conformers Kubinyi, H.: “Success Stories of Computer-Aided Design”, in: Computer Applications in Pharmaceutical Research and Development, Sean Ekins (Ed.), Wiley 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 22
  • 23. Docking Search Method 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 23
  • 24. Dynamics & Simulation 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 24
  • 25. Thank You www.giribio.weebly.com 3/21/2011 1:25 PM Girinath G. Pillai @ VIT, Vellore 25