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In silico DRUG DESIGNING
DEVESH SHUKLA
WHAT ARE DRUGS ?
•A chemical substance that affects the
processes of the mind or body which is
used in
Diagnosis
Treatment
Prevention
of disease or other abnormal condition.
Drug Discovery & Development
Identify disease
Isolate protein
involved in
disease (2-5 years)
Find a drug effective
against disease protein
(2-5 years)
Preclinical testing
(1-3 years)
Formulation
Human clinical trials
(2-10 years)
Scale-up
FDA approval
(2-3 years)
A new drug currently costs ~$880 million and takes ~15-16 years to develop
Drug Designing
Drug designing, is the inventive process of
finding new medications based on the
knowledge of a biological target.
Drug designing…..
Selected/designed molecule
should be:
Organic small molecule.
 Complementary in shape to
the target.
Oppositely charge to the bio
molecular target .
Drug designing…..
This molecule will:
 interact with target
 bind to the target
activates or inhibits the
function of a biomolecule
such as a protein
IN SILICO DRUG DESIGNING
•In Silico is an expression used to
mean “performed
on computer or via computer
simulation.”
•In Silico drug designing is
defined as the identification of
the drug target molecule by
employing bioinformatics tools .
TYPES OF IN SILICO DRUG DESIGNING
IN SILICO
DRUG
DESIGNING
LIGAND BASED
DRUG
DESIGNING
STRUCTURE
BASED DRUG
DESIGNING
Structure-based
know receptor,
don’t known ligands
Two pathways to drug discovery / drug design
?
What will be happy in there?
Ligand-based
don’t know receptor,
known ligands
Protein/ligand interactions
structure/biophysics
docking
Statistical analysis of what group(s) are
important for biological activity
Ligand based drug design
•Ligand-based drug design relies
on knowledge of other
molecules that bind to the
biological target of interest
• Used to derive a
pharmacophore
Structure based drug design
Structure-based drug design
relies on knowledge of the
three dimensional structure
of the biological target
obtained through methods
such as
 x-ray crystallography
 NMR spectroscopy.
homology modeling
Structure based drug design…..
• Using the structure of the
biological target, drugs that are
predicted to bind with to the target
may be designed using
 interactive graphics
the intuition of a medicinal
chemist.
automated computational
procedures
Basic Steps in In Silico Drug Desigining
Selection of disease
• Determine the biochemical basis of the disease process.
• Know the exact step(s) in the pathway that are altered in the
diseased state.
• Knowledge about the regulation of the pathway is also
important. Finally, one would know the three- dimensional
structures of the molecules involved in the process.
Target selection
• Biochemical pathways could become abnormal and
result in disease.
• Select a target at which to disrupt the biochemical
process.
Categories of targets
Target for mechanistic drug design usually fall into
three category:
enzymes
receptors
nucleic acids.
Target Validation:
• Perform the protein BLAST for all the
genes/proteins with respect to Homo
sapiens.
• Select the least matching molecule in
human and again perform the BLAST.
• As the query sequence matched best ,
so we selected our target molecule and
its structure can be obtained from
RCSB(The Research Collaboration for
Structural Bioinformatics) PDB(Protein
Data Bank).
STRUTURE DETERMINATION
• Crystal structure of target protein can be taken from
PDB database
Selection of ligands/drugs
• Also called as Lead Identification
• High throughput screening of natural product
and synthetic compound libraries is carried to
screen out lead compound.
• 3D Structure of
compound and
target is docked
Docking
• Scoring function
evaluates
comple-
mentarity
Scoring • Hits fulfil certain
criteria and then
selected as
leads
Selection
Criteria to be fulfilled…..
• Efficacy
• Potency
Phamacodynamic
Properties
• Lipinski’s “rule of five”
• Chemical stability
Physiochemical
Properties
• Metabolic Stability
• Toxicological Aspects
Pharmacokinetic
Properties
• Ease of chemical synthesisChemical Optimization
Potential
Patentability
Lead
Compound
Determination of active site of target protein
• Active site is determined and visualized on
PYMOL
save
YES
NO
OK
BETTER
Molecular Docking
Ligand before and after docking
CADD Software Target
Drug
Scoring functions
Quantify the energy of protein/ligand interactions such as:
Hydrogen bond
Electrostatics
Van der Waals
Hydrophobic
p/p etc …
PROTEIN
LIGAND
Scoring
Lead Optimization
• Refining the 3D
structure of the
lead
compounds.
• Technique used
is QSAR.
Preclinical and Clinical Development
Preclinical
Trial
• In vitro studies on animal
• Efficacy and Pharmacokinetic Information
Clinical Trial
• 3 Phases
• Safety and Efficacy on Human Beings
File NDA
• Document submitted to FDA for review
• FDA approval
CONCLUSION
• In the selection of new drug candidates, many efforts
are focused on the early elimination of compounds
that might cause several side effects or interact with
other drugs. In silico techniques help in this regard
and they are going to become a central issue in any
rigid drug discovery process.
• In silico technology alone cannot guarantee the
identification of new, safe and effective lead
compound but more realistically future success
depend on the proper integration of new promising
technologies with the experience and strategies of
classical medicinal chemistry
References
• Review Papers
• In Silico Methods in Drug Discovery - A Review by D.
Pugazhendhi and T.S. Umamaheswari.
• An Insight to Drug Designing by In Silico approach in
Biomedical Research by Chethan Kumar S.
• Websites
• http://www.genengnews.com/gen-articles/drug-discovery-
successful-lead-optimization-strategies/1825/
• http://www.gelifesciences.com/webapp/wcs/stores/servle
t/CategoryDisplay?categoryId=1309494&catalogId=10102
&productId=&top=Y&storeId=11765&langId=-1
• www.google.co.in
• www.en.wikipedia.org
In silico drug desigining

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In silico drug desigining

  • 1. In silico DRUG DESIGNING DEVESH SHUKLA
  • 2. WHAT ARE DRUGS ? •A chemical substance that affects the processes of the mind or body which is used in Diagnosis Treatment Prevention of disease or other abnormal condition.
  • 3. Drug Discovery & Development Identify disease Isolate protein involved in disease (2-5 years) Find a drug effective against disease protein (2-5 years) Preclinical testing (1-3 years) Formulation Human clinical trials (2-10 years) Scale-up FDA approval (2-3 years) A new drug currently costs ~$880 million and takes ~15-16 years to develop
  • 4. Drug Designing Drug designing, is the inventive process of finding new medications based on the knowledge of a biological target.
  • 5. Drug designing….. Selected/designed molecule should be: Organic small molecule.  Complementary in shape to the target. Oppositely charge to the bio molecular target .
  • 6. Drug designing….. This molecule will:  interact with target  bind to the target activates or inhibits the function of a biomolecule such as a protein
  • 7. IN SILICO DRUG DESIGNING •In Silico is an expression used to mean “performed on computer or via computer simulation.” •In Silico drug designing is defined as the identification of the drug target molecule by employing bioinformatics tools .
  • 8. TYPES OF IN SILICO DRUG DESIGNING IN SILICO DRUG DESIGNING LIGAND BASED DRUG DESIGNING STRUCTURE BASED DRUG DESIGNING
  • 9. Structure-based know receptor, don’t known ligands Two pathways to drug discovery / drug design ? What will be happy in there? Ligand-based don’t know receptor, known ligands Protein/ligand interactions structure/biophysics docking Statistical analysis of what group(s) are important for biological activity
  • 10. Ligand based drug design •Ligand-based drug design relies on knowledge of other molecules that bind to the biological target of interest • Used to derive a pharmacophore
  • 11. Structure based drug design Structure-based drug design relies on knowledge of the three dimensional structure of the biological target obtained through methods such as  x-ray crystallography  NMR spectroscopy. homology modeling
  • 12. Structure based drug design….. • Using the structure of the biological target, drugs that are predicted to bind with to the target may be designed using  interactive graphics the intuition of a medicinal chemist. automated computational procedures
  • 13. Basic Steps in In Silico Drug Desigining
  • 14. Selection of disease • Determine the biochemical basis of the disease process. • Know the exact step(s) in the pathway that are altered in the diseased state. • Knowledge about the regulation of the pathway is also important. Finally, one would know the three- dimensional structures of the molecules involved in the process.
  • 15. Target selection • Biochemical pathways could become abnormal and result in disease. • Select a target at which to disrupt the biochemical process. Categories of targets Target for mechanistic drug design usually fall into three category: enzymes receptors nucleic acids.
  • 16. Target Validation: • Perform the protein BLAST for all the genes/proteins with respect to Homo sapiens. • Select the least matching molecule in human and again perform the BLAST. • As the query sequence matched best , so we selected our target molecule and its structure can be obtained from RCSB(The Research Collaboration for Structural Bioinformatics) PDB(Protein Data Bank).
  • 17. STRUTURE DETERMINATION • Crystal structure of target protein can be taken from PDB database
  • 18. Selection of ligands/drugs • Also called as Lead Identification • High throughput screening of natural product and synthetic compound libraries is carried to screen out lead compound. • 3D Structure of compound and target is docked Docking • Scoring function evaluates comple- mentarity Scoring • Hits fulfil certain criteria and then selected as leads Selection
  • 19. Criteria to be fulfilled….. • Efficacy • Potency Phamacodynamic Properties • Lipinski’s “rule of five” • Chemical stability Physiochemical Properties • Metabolic Stability • Toxicological Aspects Pharmacokinetic Properties • Ease of chemical synthesisChemical Optimization Potential Patentability Lead Compound
  • 20. Determination of active site of target protein • Active site is determined and visualized on PYMOL
  • 21. save YES NO OK BETTER Molecular Docking Ligand before and after docking CADD Software Target Drug
  • 22. Scoring functions Quantify the energy of protein/ligand interactions such as: Hydrogen bond Electrostatics Van der Waals Hydrophobic p/p etc … PROTEIN LIGAND Scoring
  • 23. Lead Optimization • Refining the 3D structure of the lead compounds. • Technique used is QSAR.
  • 24. Preclinical and Clinical Development Preclinical Trial • In vitro studies on animal • Efficacy and Pharmacokinetic Information Clinical Trial • 3 Phases • Safety and Efficacy on Human Beings File NDA • Document submitted to FDA for review • FDA approval
  • 25. CONCLUSION • In the selection of new drug candidates, many efforts are focused on the early elimination of compounds that might cause several side effects or interact with other drugs. In silico techniques help in this regard and they are going to become a central issue in any rigid drug discovery process. • In silico technology alone cannot guarantee the identification of new, safe and effective lead compound but more realistically future success depend on the proper integration of new promising technologies with the experience and strategies of classical medicinal chemistry
  • 26. References • Review Papers • In Silico Methods in Drug Discovery - A Review by D. Pugazhendhi and T.S. Umamaheswari. • An Insight to Drug Designing by In Silico approach in Biomedical Research by Chethan Kumar S. • Websites • http://www.genengnews.com/gen-articles/drug-discovery- successful-lead-optimization-strategies/1825/ • http://www.gelifesciences.com/webapp/wcs/stores/servle t/CategoryDisplay?categoryId=1309494&catalogId=10102 &productId=&top=Y&storeId=11765&langId=-1 • www.google.co.in • www.en.wikipedia.org