Virtual Screening and Hit Prioritization

puneetkacker 1,928 views 25 slides Sep 30, 2013
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Slide Content

Virtual Screening
and
Hit Prioritization
Dr. PuneetKacker
Amity University Uttar [email protected]

Drug Discovery Process
http://www.lonza.com

What Medicinal Chemists Want?
Experiment Identification Binding

The Experimental Method
High-throughput screening (HTS)
ExpensiveTime ConsumingSkill Intensive

Why Computational Methods?
Accuracy as good as experimental (not
always!)
Can provide insights at molecular level
Fast
Easy to access
Can easily be automated
Economical

Computational Limitations
It only can simulate real conditions if
programmed
Larger systems are less accurate then
smaller systems
Need to be experimentally tested for
accuracy.
Does not look at the whole picture

VLS: alternative of HTS
V
L
S
Millions of Compounds
Few Potential Binders

The Detailed VLS Process
Select a Target
Select a Compound Library
Prepare Target
Prepare Ligandset
Select a Docking Engine
Analyze the Results

Target Selection
Take one Disease
Search Therapeutic
Targets known for
that particular
disease
1 2

Selecting a Compound Library

Receptor Preparation
Add Hydrogen
Assign Charges
Assign Protonation
States
Complete Missing
Atoms

LigandPreparation and VLS
Filters
Preparation
Assign charges
Generate possible Tautomersand
Stereoisomers(LigPrep)
Assign right protonation states
Filters
Physico- Chemical Filters (Lipinski Rule of
Five)

Similarity- based filters (take only diverse set
of compounds)

Docking Engines
Free 
Vina
DOCK
ArgusLab
Commercial

Cont…
Free
DOCK
AutoDockVina
ArgusLab

VLS Hits Prioritization
Clustering Score based

Cont…
Interaction- based

Simple Docking Exercise
ArgusLab

The Target

ArgusLabProcedure
Defining a Binding Site
Defining a Ligand
Running Docking Simulation
Pose Energy
1
2
3
4

Challenges
Receptor Flexibility can
be tackled effectively by
exploiting Multiple diverse
Conformations of proteins
Multiple ways to
construct the ensemble:
Multiple crystal entries
Snapshots taken from MD
simulations
Figure: Hong and Tang, Biochemistry, Vol. 43, No. 16, 2004

Checking the Novelty
Scifinder

Writing Manuscript/Report
Stand on the shoulders of giants
Take suggestions and ideas from experts
(poster presentation)
Check Consistency
Select an appropriate journal

“Copyright” does not mean “right to copy ”
(Check plagiarized material)

Reading Material

Journals Publishing Papers on
VLS
IF: 4.67IF: 1.79 IF:3.15 IF:5.25