rapid and accessible in silico macrocycle design

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Rapid and accessible in silico macrocycle design Robert A. Scoffin MA, D.Phil, FRSC BRD4 macrocyclization case study Macrocyclization Ligand linking

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Page 1: Rapid and accessible in silico macrocycle design

Rapid and accessible in silico macrocycle design

Robert A. Scoffin MA, D.Phil, FRSC

BRD4 macrocyclization case study

Macrocyclization

Ligand linking

Page 2: Rapid and accessible in silico macrocycle design

© 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

Page 3: Rapid and accessible in silico macrocycle design

© 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

Page 4: Rapid and accessible in silico macrocycle design

© CressetCONFIDENTIAL

Background to our case study

Page 5: Rapid and accessible in silico macrocycle design

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> 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

Page 6: Rapid and accessible in silico macrocycle design

© 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”

Page 7: Rapid and accessible in silico macrocycle design

© CressetCONFIDENTIAL

Wizards make experiments easy

Page 8: Rapid and accessible in silico macrocycle design

© 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

Page 9: Rapid and accessible in silico macrocycle design

© 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

Page 10: Rapid and accessible in silico macrocycle design

© 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

Page 11: Rapid and accessible in silico macrocycle design

© 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

Page 12: Rapid and accessible in silico macrocycle design

© 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

Page 13: Rapid and accessible in silico macrocycle design

© CressetCONFIDENTIAL

Protocol is adapted to macrocyclization

> Minimization of whole molecule before

second scoring pass

> Maximum number of rotamers are

adapted to macrocyclization experiment

Page 14: Rapid and accessible in silico macrocycle design

© CressetCONFIDENTIAL

BRD4 macrocycle SAR

> Clear preference for 4-6 atom linkers

Wang et al. 2017 JMC

PDB 5UEX

3 4 5 5 6

Page 15: Rapid and accessible in silico macrocycle design

© CressetCONFIDENTIAL

X-ray structures of BRD4 inhibitors

PDB 5UEY

Compound 2

PDB 5UEX

Compound 3

> Conserved binding mode with slight conformational rearrangement

Page 16: Rapid and accessible in silico macrocycle design

© 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.

Page 17: Rapid and accessible in silico macrocycle design

© 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

Page 18: Rapid and accessible in silico macrocycle design

© 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

Page 19: Rapid and accessible in silico macrocycle design

© 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

Page 20: Rapid and accessible in silico macrocycle design

© 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

Page 21: Rapid and accessible in silico macrocycle design

© CressetCONFIDENTIAL

Cresset Team

Cresset – 2018 edition

Page 22: Rapid and accessible in silico macrocycle design

© CressetCONFIDENTIAL

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