Rational Drug Design by Bernd Wendt-EMBL
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Transcript of Rational Drug Design by Bernd Wendt-EMBL
8/14/2019 Rational Drug Design by Bernd Wendt-EMBL
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Rational Drug Design
Bernd Wendt
EMBL, Heidelberg
8/14/2019 Rational Drug Design by Bernd Wendt-EMBL
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• Small molecule• 3D model
• Ligand• “Key”• Aspirin
• Large molecule• X-ray structure• Protein• Target
• “Lock”• COX-1
• surface representation
This is not
the keyhole!
Large and small molecules
8/14/2019 Rational Drug Design by Bernd Wendt-EMBL
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Large and small molecules
• Look inside the protein• Display of the protein fold• Active site in green dots• Aspirin
• Heme-group
• ribbon representation
This is the
keyhole!
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From serendipity to rational drug design: Aspirin
• 400 BC: Hippocrates: extracts from willow tree (containing salicylic acid) for painrelieve
• 1890’s: synthesis of acetylsalicylic acid (Aspirin)– improvement on side effects(irritation of stomach)
• 1970’s: Aspirin target identified as cyclo-oxygenase (COX)• 1980’s: Two forms of COX identified:
• COX-1, constitutive
• COX-2, induced at sites of inflammation
• Mid 1990’s: X-ray structures of COX-1 and COX-2 available• Rational design of selective COX-2 inhibitors
• 1998/99: Celebrex and Vioxx approved by FDA for osteoarthritis and rheumatoidarthritis
• Mid 2000’s: Randomized placebo-controlled trial showed an increased risk of heartattack and stroke
• Vioxx withdrawn from market
• Celebrex with warning label
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A detailed look at Aspirin and its target
COX-1 with natural substrate (arachidonic acid) COX-1 inhibited by Aspirin
COX-1 with non-selective inhibitor (fluorbiprofen) COX-2 with selective inhibitor
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Drug Discovery Process
• Duration: 12-15 years
• Costs: 500-800 Million $
TargetIdentification
TargetValidation
LeadIdentification
LeadOptimization
ClinicalPhases I-III
MarketLaunch
Biology Chemistry Develop-ment
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Rational Approaches: Biological Universe
• Biological Space (large molecules)
• Number of predicted genes:
• ~30.000
• Number of proteins in proteome:
• 21,688
• Number of estimated druggabletargets:
• 3,051
• Number of targets of currentdrugs:
• 400-500
42%
16%
16%
10%
7%5%2%2% other
Proteases
Protein kinase
GPCR
Ion channelsTransporters
Cytochrom P450
NHR
The druggable genome
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Rational Approaches: Chemical Universe
• Chemical Space (small molecules)
• Estimated number of possible drug-like molecules:
• 1060
• Number of synthesized molecules:• 107
• Typical size of corporate compound collection:
• 105
to 107
• Parallel/Combinatorial Chemistry
• Linking of chemical components A*B*C
• Library sizes of 102 to 104
• Virtual Chemistry
• Size of AllChem database: 1020
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Rational approaches: Filtering on properties
• Prescreening of chemicals for biological relevance and‘druglikeness’• Use computer-calculated properties for in silico screening
• Lipinski’s rule of ‘5’:• Poor absorption or permeation more likely when:
• There are more than 5 H-bond donors
• The MWT is over 500
• MLOGP is over 4.15 ( or CLOGP is over 5)
• The sum of N‘s and O‘s is over 10
• Further properties to consider• Not more than 10 rotatable bonds• Limited polar surface area
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Rational Approaches: Docking
• Use binding pocket from X-ray structure
• Define required interactions:
• H-bonds
• Hydrophobic interactions
• Metal- and water atoms
• Find complementary poses oftest compounds
• Score those poses
• Rank all test compoundsaccording to score
hydrophilic
hydrophobic
X-ray structure of human carboanhydrase
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Rational Approaches: Docking
• Carboanhydrase: X-ray-structure as template
• Commercially availablecompound database as pool
• 13 compounds selected forpurchase and screening
• 3 subnanomolar, 1 nanomolarand 7 micromolar inhibitorsfound
~180.000 compounds
Filtering
Shape-
Matching
Docking
Proof-of-
Concept:X-ray structureof bound ligand
13 compounds
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Rational Approaches: Fragment-based discovery
• Chemical Microarrays(Graffinity, Heidelberg)• ~100,000 fragments linked onto
chip• parallel detection of weak,
specific interactions
• Confirmation of hits by functional
testing and X-ray• Thrombin-example
• Novel fragment identified thatbinds to S1-pocket (usually
occupied by benzamidine-group)• Confirmed by X-ray
S1
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Rational Approaches: Comparative Molecular FieldAnalysis (CoMFA)
QSARequation
PLS
ContourMaps
QSAR Table = SYBYL MSS
Bio
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Rational Approaches: Comparative Molecular FieldAnalysis (CoMFA)• Example Steroids:
• Dataset of 31 ligands
• Measured activity data(CBG-Affinity)
• CoMFA-steps• Build molecules in 3D
• Align all molecules on top ofeach other
• Calculate fields• Run statistical analysis
• Display results in from ofcontour maps
• Use regression equation forprediction of untestedcompounds
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Rational Drug Design at EMBL: Aurora A
• Cell-cycle and cancer:
• Family of 3 related kinases with central role in cell cycle
• Aurora A (localized and activated by TPX2)
• Aurora B
• Aurora C
• Aurora A has elevated expression in> 50% colorectal , ovarian, gastric cancers
> 95% invasive adenocarcinomas (breast cancer)
Amplification of locus correlates strongly with poor clinical prognosis
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Brief History of Aurora
• 1997: Aurora A gene overexpressed in breast tumors
• 1998: Aurora A established as an oncogene
• 2002: first X-ray structure of inactive Aurora A resolved
• 2003: X-ray structure of activated Aurora A resolved byElena Conti et al. (EMBL)
• 2004: Aurora-kinase inhibitor suppresses tumor growth invivo
• To-date: most major pharmaceutical companies with
discovery programs on Aurora-kinases targeting ATP site• Novel approach targeting the allosteric site
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Aurora A: Binding Sites
Aurora-A overview of binding sites Aurora-A: TPX2-site
Aurora-A: ATP binding site with bound ATP Aurora-A: ATP-binding site blocked by inhibitor
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18
Aims for Aurora A Project
• Identify compounds active against Aurora using coupleATP consumption assay
• Use leads to dissect the function of Aurora in the cellcycle
• Optimize for efficacy and potency
• Proof-of concept in in-vivo tumor model
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Aurora A: Characterisation of Compounds
• 91 (from ~53000) in total had an IC50 < 50 µM
• 89 compounds fall predominantly into the ATP NON-Competitive class
• Structurally diverse
• IC50s from 200nM to high micromolar
• Potential allosteric inhibitors
• Two novel ATP competitive inhibitors found as unique
compounds
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Aurora A:Comparison of ATP versus allosteric inhibitor
103444
Compound Concentration [µM]1 10 100
Inhibition (%)
-10
20
50
80
110
ATP [µM] IC50 [µM] r² Hill-Slope
20 1.7 0.996 1.537
200 1.9 0.993 1.759
1000 0.84 0.978 2.165
ATP [µM] IC50 [µM] r² Hill-Slope
20 6.68 0.997 1.163
200 49.8 0.997 1.06
1000 >100 0.975 0.42
123671
Compound Concentration [µM]1 10 100
Inhibition (%)
0
20
40
60
80
ATP competitive non-competitive
The majority of compounds tested fall into non-ATP competitive category
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21
Allosteric inhibitors of Aurora A:TPX2 competition
103421:02IC50 = 4.8 µM; Slope = 1.33; r2 = 0.995
w/o TPX2Concentration (µM)
1 10 100
I n h i b i t i o n ( % )
0
30
60
90
103421:02IC50 = 78.8 µM; Slope = 5.9; r2 = 0.988
with TPX2Concentration (µM)
1 10 100
I n h i b i t i o n
( % )
-10
20
50
80
110
IC50 Aurora A
IC50 Aurora A + TPX2
Of ~100 compounds tested
61 showed a strong shift to less potentIC50s- potentially allosteric inhibitorsat the TPX2 site
4 showed no significant shift of IC50i.e. not competed by TPX2
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Aurora A Project: Summary
• Rational design of allostericinhibitors
• Examine H-bond interactions
•
Hydrophobic interactions• Water molecules
• Fit active compounds intobinding pockets
•
Improve hypothesis• Docking and scoring of
untested compounds
• Help guiding synthesis and
medicinal chemistry efforts One of the TPX2-binding sites
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Rational Drug Design:Unsolved problems and limitations• Experimental data in early stages is inaccurate
• X-ray structures give static picture
• Conformational changes upon binding
•
Role of water molecules and protonation states of functionalgroups in binding pocket often unknown
• Limited experimental data in later stages of development• Complexity of biological systems
• Too many targets (whole proteome)• Proteome variability
• Short-term versus long-term effects
• Computers need data to build models
S
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Summary
• Rational drug design• Replaced traditional approaches
• Numerous successful examples
• (still) holds great promises (rightly so!)
• Limitations
• challenging
A k l d