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Role of Computer in Drug Design




        PRESENTED BY:-ANKIT TIWARI
PRESESNTED BY
Drug Design / drug discovery


What’s a drug?
A substance that treats/cure a disease.
A small molecule that interacts with a target, (often protein involved in the disease
process; activator/inhibitor)

Drug discovery:
The process of finding such a small molecule – combination of approaches

Drug discovery or drug design?
In principle: “Design” is more rational and targeted, and “discovery” is more
serendipitous. But design and discovery share a lot and are ~ synonymous in a
pharmaceutical context.
Drug discovery market
Gigantic economic importance: 10 years & $200 to $1,900
               million to develop a drug
               25 new molecules /year
in millions US$                  Revenue            R&D             income

Johnson & Johnson                          53,324         7,125                  11,053

Pfizer                                     48,371         7,599                  19,337

GlaxoSmithKline                            42,813         6,373                  10,135

Novartis                                   37,020         5,349                    7,202

Sanofi-Aventis                             35,645         5,565                    5,033

Hoffmann–La Roche                          33,547         5,258                    7,318

AstraZeneca                                26,475         3,902                    6,063

Merck & Co.                                22,636         4,783                    4,434

Abbott Laboratories                        22,476         2,255                    1,717

Wyeth                                      20,351         3,109                    4,197

                                   > $340 billion         http://en.wikipedia.org/wiki/List_of_pharmaceutical_companies


  Intense scientific activity: very interdisciplinary approach
The drug discovery and design workflow:
                 Target identification




                  Discovery and design
                 (hit/lead/optimisation)




                              Biology: assay (binding/activity; in
Chemistry: synthesis
                                        vitro / in vivo,)




                    drug development:
                  Pharmacology / testing
The long and winding road to drug discovery




                          Computational chemistry /Molecular modeling

                                   useful across the pipeline,
                                               but
                                   very different techniques



                                         aim for success,
                                             but if not:
                                       fail early, fail cheap
Role of Computers



• In early 90’s there was a deal of optimism that
  computer’s will play a major role in the
  improvement of drug design.
• It reduced at-least 5 year’s of research
  duration.
Computer aided drug
         design(CADD)

• Computer aided drug design is a specialized
  discipline that uses computational methods to
  stimulate drug receptor interactions.
• CADD technique are dependent on
  bioinformatics tools, databases &
  applications.
What is QSAR?
• QSAR depict an attempt to correlate structural
  property of compounds with biological activities.
• Such developments have provided a sound basis for
  the generation of 3D Quantitative Structure Activity
  Relationship (QSAR) for further refinement of the
  ligand molecule in terms of chemical structure so as to
  improve biological activity.
• Such physiochemical descriptors which indulge
  parameters to account for hydrophobicity, electronic
  properties, steric effects, etc. can be determined by
  computational methods.
Bioinformatics
Two pathways to drug discovery / drug design

                                                      Structure-based
   Structure-based                                    don’t know receptor,
   know receptor,                                     known ligands
   don’t known ligands




               ?
 What will be happy in there?

Protein/ligand interactions                  Statistical analysis of what group(s)
structure/biophysics                         are important for biological activity
docking
Receptor interaction
Structure based




Uses protein structure directly
CADD: Protein-ligand docking
Ligand based



• Binding of ligand to the receptor may include
  hydrophobic, electrostatic and hydrogen
  bonding interactions.
  -Derive information from ligand structures
  -Protein structure not always available
     • 40% of all prescription pharmaceuticals target GPCRs
  -Protein structure has large degree of flexibility
     • Structure deforms to accommodate ligands or gross
       movements occur on binding

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Role of Computer in Drug Design and Discovery

  • 1. Role of Computer in Drug Design PRESENTED BY:-ANKIT TIWARI
  • 3. Drug Design / drug discovery What’s a drug? A substance that treats/cure a disease. A small molecule that interacts with a target, (often protein involved in the disease process; activator/inhibitor) Drug discovery: The process of finding such a small molecule – combination of approaches Drug discovery or drug design? In principle: “Design” is more rational and targeted, and “discovery” is more serendipitous. But design and discovery share a lot and are ~ synonymous in a pharmaceutical context.
  • 4. Drug discovery market Gigantic economic importance: 10 years & $200 to $1,900 million to develop a drug 25 new molecules /year in millions US$ Revenue R&D income Johnson & Johnson 53,324 7,125 11,053 Pfizer 48,371 7,599 19,337 GlaxoSmithKline 42,813 6,373 10,135 Novartis 37,020 5,349 7,202 Sanofi-Aventis 35,645 5,565 5,033 Hoffmann–La Roche 33,547 5,258 7,318 AstraZeneca 26,475 3,902 6,063 Merck & Co. 22,636 4,783 4,434 Abbott Laboratories 22,476 2,255 1,717 Wyeth 20,351 3,109 4,197 > $340 billion http://en.wikipedia.org/wiki/List_of_pharmaceutical_companies Intense scientific activity: very interdisciplinary approach
  • 5. The drug discovery and design workflow: Target identification Discovery and design (hit/lead/optimisation) Biology: assay (binding/activity; in Chemistry: synthesis vitro / in vivo,) drug development: Pharmacology / testing
  • 6. The long and winding road to drug discovery Computational chemistry /Molecular modeling useful across the pipeline, but very different techniques aim for success, but if not: fail early, fail cheap
  • 7. Role of Computers • In early 90’s there was a deal of optimism that computer’s will play a major role in the improvement of drug design. • It reduced at-least 5 year’s of research duration.
  • 8. Computer aided drug design(CADD) • Computer aided drug design is a specialized discipline that uses computational methods to stimulate drug receptor interactions. • CADD technique are dependent on bioinformatics tools, databases & applications.
  • 9. What is QSAR? • QSAR depict an attempt to correlate structural property of compounds with biological activities. • Such developments have provided a sound basis for the generation of 3D Quantitative Structure Activity Relationship (QSAR) for further refinement of the ligand molecule in terms of chemical structure so as to improve biological activity. • Such physiochemical descriptors which indulge parameters to account for hydrophobicity, electronic properties, steric effects, etc. can be determined by computational methods.
  • 11. Two pathways to drug discovery / drug design Structure-based Structure-based don’t know receptor, know receptor, known ligands don’t known ligands ? What will be happy in there? Protein/ligand interactions Statistical analysis of what group(s) structure/biophysics are important for biological activity docking
  • 13. Structure based Uses protein structure directly CADD: Protein-ligand docking
  • 14. Ligand based • Binding of ligand to the receptor may include hydrophobic, electrostatic and hydrogen bonding interactions. -Derive information from ligand structures -Protein structure not always available • 40% of all prescription pharmaceuticals target GPCRs -Protein structure has large degree of flexibility • Structure deforms to accommodate ligands or gross movements occur on binding