rapid and accessible in silico macrocycle design
TRANSCRIPT
Rapid and accessible in silico macrocycle design
Robert A. Scoffin MA, D.Phil, FRSC
BRD4 macrocyclization case study
Macrocyclization
Ligand linking
© CressetCONFIDENTIAL
> Innovative and intuitive software for the discovery and design of novel compounds> Find new ways to discovery or view
compounds and data that provide results which that would otherwise be missed
> Ligand-based applications> Torch, Spark, Forge, Blaze
> Structure-based application> Flare
> Industries served:> Pharmaceutical, biotech, agrochemical,
flavor, fragrance, chemical
> 14 of the top 20 pharmaceutical companies use Cresset technology in their research
Cresset Software
3D Molecular Electrostatic
Interaction Potential (MIP) contains
too much information to use
computationally in a reasonable time
Field points provide computationally
tractable framework for electrostatic
similarity
= Positive
= Negative
= Shape
= Hydrophobic
© CressetCONFIDENTIAL
> Manage and deliver outsourced
computational chemistry programs
> Work alongside your chemists
> Help you reach your next milestone
faster and more cost effectively
> World class computational
chemistry
> 200+ projects delivered in over a
decade to global customers
> Experienced expert team
Cresset Discovery Services
© CressetCONFIDENTIAL
Background to our case study
© CressetCONFIDENTIAL
> Pyridone-based BRD4 bromodomain
inhibitors with promising anticancer
effects reported by Wang et al.
> Structure-based optimization of
pyridone fragment hit (1) yielded lead
molecule (2) with nM potency
> Macrocyclization (3) further improved
binding affinity, cellular efficacy, and
pharmacokinetic compound properties
Macrocyclization of BRD4 inhibitors
Wang et al. 2017 JMC
© CressetCONFIDENTIAL
> Increased novelty
> Find gaps in patents
> Rapid assessment of available chemistry
space
> Protect your Patents
Spark
> Scaffold hop using a db of fragments
> Find new R groups from db of available
reagents
> New ideas
> Fragment growing
“The best bioisostere application on the market”
© CressetCONFIDENTIAL
Wizards make experiments easy
© CressetCONFIDENTIAL
Choose the regions in the starter molecule to be joined in the cyclization
Define appropriate attachment points to bias linker design towards existing chemistry
Use 5UEY as excluded volume
Add constraints to sulfonyl and carbonyl negative field points (H-bonds to receptor)
Search ChEMBL Common and Commercial VeryCommon and Common databases
Spark macrocyclization experiment workflow
- 5UEY ligand as starting point for
macrocyclization
PDB 5UEY
Compound 2
Macroyclization
© CressetCONFIDENTIAL
Choose the regions in the starter molecule to be joined in the cyclization
Define appropriate attachment points to bias linker design towards existing chemistry
Use 5UEY as excluded volume
Add constraints to sulfonyl and carbonyl negative field points (H-bonds to receptor)
Search ChEMBL Common and Commercial VeryCommon and Common databases
Spark macrocyclization experiment workflow
- Keep sp3 hybridized O at attachment point 1
- Allow any atom at attachment point 2
1
2
© CressetCONFIDENTIAL
Choose the regions in the starter molecule to be joined in the cyclization
Define appropriate attachment points to bias linker design towards existing chemistry
Use 5UEY as excluded volume
Add constraints to sulfonyl and carbonyl negative field points (H-bonds to receptor)
Search ChEMBL Common and Commercial VeryCommon and Common databases
Spark macrocyclization experiment workflow
- 5uey used as excluded volume to guide the
search
© CressetCONFIDENTIAL
Choose the regions in the starter molecule to be joined in the cyclization
Define appropriate attachment points to bias linker design towards existing chemistry
Use 5UEY as excluded volume
Add constraints to sulfonyl and carbonyl negative field points (H-bonds to receptor)
Search ChEMBL Common and Commercial VeryCommon and Common databases
Spark macrocyclization experiment workflow
- Constrain hydrogen bond acceptor fields that
make H-Bonds with receptor
© CressetCONFIDENTIAL
Choose the regions in the starter molecule to be joined in the cyclization
Define appropriate attachment points to bias linker design towards existing chemistry
Use 5UEY as excluded volume
Add constraints to sulfonyl and carbonyl negative field points (H-bonds to receptor)
Search ChEMBL Common and Commercial VeryCommon and Common databases
Spark macrocyclization experiment workflow
- Select appropriate search databases and
calculation method
© CressetCONFIDENTIAL
Protocol is adapted to macrocyclization
> Minimization of whole molecule before
second scoring pass
> Maximum number of rotamers are
adapted to macrocyclization experiment
© CressetCONFIDENTIAL
BRD4 macrocycle SAR
> Clear preference for 4-6 atom linkers
Wang et al. 2017 JMC
PDB 5UEX
3 4 5 5 6
© CressetCONFIDENTIAL
X-ray structures of BRD4 inhibitors
PDB 5UEY
Compound 2
PDB 5UEX
Compound 3
> Conserved binding mode with slight conformational rearrangement
© CressetCONFIDENTIAL
Results similar to experimentally validated macrocycles
A1A2
A1A2
Rank 59
5UEX ligand
Score = 0.891
Rank 11
ECFP4 = 0.96
Score = 0.96
Rank 2
ECFP4 = 0.79
Score = 0.921
Rank 9
ECFP4 = 0.80
Score = 0.913
Rank 4
ECFP4 = 0.76
Score = 0.917
Rank 17
ECFP4 = 0.73
Score = 0.904
A1A2
A1A2
A1A2
A1A2
Spark top results contain several linkers that are either identical or very similar to compound 3 (5UEX)
ECFP4 values are Tanimoto similarities to 3
Attachment points A1 and A2 as specified in the method section.
© CressetCONFIDENTIAL
Frequency of different atom linker sizes
Top N
results
3 linker
atoms
4 linker
atoms
5 linker
atoms
6 linker
atoms
7 linker
atoms
10 2 6 1 1 0
25 2 16 4 8 0
50 2 32 12 9 0
> Top Spark results enrich mainly 4 and 5 atom linkers
> 3 atom linkers have lowest incidence
Field points of reference ligand (5UEX) and conformational preferences bias results towards 4-6 atom linker size
© CressetCONFIDENTIAL
Best ranked result for each linker size
Rank 6
3 atom linker
A1A2
Rank 1
4 atom linker
Rank 9
5 atom linker
Rank 2
6 atom linker
A1A2
A1A2A1A2
© CressetCONFIDENTIAL
Results mimic hydrophobic volume of O-ethyl
> Reference binding mode (5UEY)
Rank 1
4 atom
linker
Rank 6
3 atom
linker
> Spark predicts short linkers that mimic
hydrophobic volume of OEt chain
≈ 4 Å distance
© CressetCONFIDENTIAL
> Spark successfully designed macrocycles that are identical or very similar to
reported BRD4 macrocycle inhibitors
> The distribution of generated linker sizes was in good agreement with experimental
SAR data
> The Spark macrocyclization wizard is a quick and easy-to-use workflow to generate
meaningful and diverse design ideas that can guide macrocycle drug discovery
Conclusion
20
© CressetCONFIDENTIAL
Cresset Team
Cresset – 2018 edition
© CressetCONFIDENTIAL
cressetgroupcressetgroup
Questions welcomed
Tips and tricks videos
http://cresset-group.com/tips-and-tricks