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Limitations of In silico methods
Presented by:
Alichy Sowmya
18PIM2855
M.S.(Pharm.) 1 st sem
Department of Pharmacoinformatics
NIPER , S.A.S Nagar
1
In silico
approaches in
Drug discovery
Structure Based
Approaches
Homology
Modelling
Molecular
Docking
Virtual high-
throughput
screening
Ligand Based
Approaches
QSAR
CoMFA (3D
QSAR)
Pharmacophore
Mapping
Molecular
dynamics
Limitations of Virtual high throughput screening
• Conformational sampling is limited
• Time available for each docking is less than a minute
• The size of database decides the number of molecule that can be treated in
reasonable amount of time
2
Limitations of Docking:
• Flexible ligands – combinatorial explosion
• Solvation
• Protein Flexibility – Induced fit
• Tautomers, Water Molecules
Limitations of QSAR:
• Bioactive conformation and alignment
• Biological effects are neglected
• Applicable only to In vitro data
3
Limitations of Homology Modelling
• Templates are often unavailable, or fragmentary
• Errors and uncertainties in the sequence alignment produce errors in the
homology model
• Sidechain rotamer positions will be incorrect
Limitations of Pharmacophore Mapping:
• Absence of good scoring metrics
• Dependency on Precomputed Conformation base
• No one clear way to construct a pharmacophore query
Limitations of CoMFA:
• Bioactive conformation and alignment
• Initial Structure Should be Bioactive
• Hydrophobicity is not well quantified
• Applicable only to In vitro data
4
Limitations of Molecular Dynamics(MD):
• Timescale
• Covalent Bonds can not form or break during MD simulations
• Force field accuracy
• Electronics degree of freedom are neglected
5
Limitations of in silico drug discovery methods

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Limitations of in silico drug discovery methods

  • 1. Limitations of In silico methods Presented by: Alichy Sowmya 18PIM2855 M.S.(Pharm.) 1 st sem Department of Pharmacoinformatics NIPER , S.A.S Nagar
  • 2. 1 In silico approaches in Drug discovery Structure Based Approaches Homology Modelling Molecular Docking Virtual high- throughput screening Ligand Based Approaches QSAR CoMFA (3D QSAR) Pharmacophore Mapping Molecular dynamics
  • 3. Limitations of Virtual high throughput screening • Conformational sampling is limited • Time available for each docking is less than a minute • The size of database decides the number of molecule that can be treated in reasonable amount of time 2 Limitations of Docking: • Flexible ligands – combinatorial explosion • Solvation • Protein Flexibility – Induced fit • Tautomers, Water Molecules
  • 4. Limitations of QSAR: • Bioactive conformation and alignment • Biological effects are neglected • Applicable only to In vitro data 3 Limitations of Homology Modelling • Templates are often unavailable, or fragmentary • Errors and uncertainties in the sequence alignment produce errors in the homology model • Sidechain rotamer positions will be incorrect
  • 5. Limitations of Pharmacophore Mapping: • Absence of good scoring metrics • Dependency on Precomputed Conformation base • No one clear way to construct a pharmacophore query Limitations of CoMFA: • Bioactive conformation and alignment • Initial Structure Should be Bioactive • Hydrophobicity is not well quantified • Applicable only to In vitro data 4
  • 6. Limitations of Molecular Dynamics(MD): • Timescale • Covalent Bonds can not form or break during MD simulations • Force field accuracy • Electronics degree of freedom are neglected 5