n ew m olecules in Forge Cresset India Symposium 2016 Find new ways to discover or view compounds and data that provide results which would otherwise be missed Deliver this new science in easytouse interfaces with minimal learning curves ID: 541168
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Slide1
Introduction to designing new molecules in Forge
Cresset India Symposium 2016Slide2
Find new ways to discover or view compounds and data that provide results which would otherwise be missedDeliver this new science in easy-to-use interfaces with minimal learning curvesGUIs, command lines, KNIME nodes, Pipeline Pilot components ….
Ligand based
applicationsForge, Spark, Blaze, Torch
Cresset application philosophySlide3
Detailed electrostatics from XEDeXtended
Electron Distribution gives detailed electrostatic interaction patterns
XED adds p-orbitals to get detailed representation of atoms
Separation of
π
- and
σ
- charges enables
modeling
of substituent effects
= Positive
= NegativeSlide4
Cheeseright et al,
J. Chem Inf. Mod.,
2006, 665
Grant, Gallardo, Pickup,
J. Comp. Chem.
, 1996, 1653
Fields
0.66
Shape
0.98
Electrostatic and shape
s
imilarity
Combined
0.82
Score
Virtual
s
creening
s
caffold hopping
Pose
Bioactive conformation
hypothesis
SAR interpretation
molecule design Slide5
Comparing structurally disparate molecules
PDB:2ogz
PDB:3g0g
Bioisosteres
Bioisosteric
groupsSlide6
Understanding and using SAR to improve molecule design and intellectual propertySlide7
Understand structure-activity using ForgeUses ligand alignment as a basis for SAR interpretation
Ligands aligned to a reference or ‘template’ using
Electrostatics and shapeShape only
Substructure
Align single chemotypeDecipher complex SARUnderstanding design of new moleculesAligned many chemotypes
Virtual screening (small scale)
Relating activities from different series
SAR
transfer
Bioactive conformation hypothesisSlide8
Forge
design
workflow
Yes
Develop
pharmacophore
(
FieldTemplater)
Load
ligand
as
reference
‘Protein guided’ –electrostatics and shape
‘Ligand guided’ – field guided substructure
Align to
references
Build 2D
and
3D
QSAR Models
Use
score
for
virtual
s
creening
Look for 2D
and
3D activity cliffs
Score
designs
against
QSAR models
Design new
molecules
Summarize SAR in Activity Atlas Models
Design against Activity Atlas models
Summarize SAR in Activity Atlas
models
Build 2D
and
3D
QSAR models
Look for 2D
and
3D activity
cliffs (Activity Miner)
Ligand conformation
known
?
Use low energy conformation
NoSlide9
Launch
Forge
Click
New ProjectSlide10
Choose a project template
Click
Align MoleculesSlide11
Bring in reference molecule from protein
Click
ProteinSlide12
Bring in the protein
Click
Browse
Choose
1oit.pdb
Then click
OKSlide13
Protonation state
Click
Open
Choose
Let
Forge choose
the protonation
state
Then
click
NextSlide14
Split PDB into protein and ligand
Sort the table on Structure to show the ligand
Click on the ligand structure
Click
Use as Reference
Click
Delete Waters
Click
Import as ProteinSlide15
Protein loaded
Click
NextSlide16
Load molecules to align
Click
Browse
Click
Open
Choose
cdk_test_IC50.sdf
Choose
Let
Forge choose
the protonation
state
Click
FinishSlide17
Align molecules
Click
Start
Choose
Normal
for both Conformation Hunt and AlignmentSlide18
Forge GUISlide19
Torch GUI
Main Toolbar
Style-Surface Chooser
Style Toolbar
Surface Toolbar
Radial Plot Control
Selection Toolbar
3D View
Info Bar
Storyboard window
Radial plot for selected molecules
Measurement Toolbar
Protein Toolbar
Filters window
Model window
Molecule Tiles
Molecule TableSlide20
StructuresTiles (Choose what data)Spreadsheet (Molecules)Project NotesGood for keeping track of what you’ve done
Filters
Finding the interesting molecules in a larger datasetStoryboardCapture a scene for posterity
Create a StoryAn interesting molecule
Radial PlotSummary for individual and multiple moleculesAlso present in Molecules and Tiles windows
Radial Plot Properties
Set up the radial plot
Use to set a project profile for scoring
QSAR Model
Controls the view of the QSAR model
Only useful with QSAR models
Choose your windows and layoutSlide21
Simplified Forge GUI
Storyboard window
Filters window
Molecule Table
Project notesSlide22
Molecules tableSlide23
Choosing what is shown in the 3D View
Show/Hide all molecules marked as favorites
Show reference molecule separately
Show/Hide all reference molecules
Show/Hide all molecules marked as protein molecules
Show molecules in a grid display rather than overlaid
Show/Hide selected molecules
Show/Hide Model featuresSlide24
Separate vs GridSlide25
Choosing how structures are displayed in the 3D View
Reset display
Show field points as:
Spheres
Tetrahedra
Cubes
….
Show/Hide hydrogens
Show/Hide XED atoms
Show/Hide Field points
Show/Hide structure
Change molecule color
Show structure as:
Lines
Thin sticks
Sticks
…
Label atoms or structure
Show/Hide hydrophobic Field
Remove all surfaces
Show/Hide positive Field
Show/Hide shape Field
Show/Hide solvent surface
Show/Hide negative Field
Change Field contour levelSlide26
The Chooser
and
and
andSlide27
Alignments and scoresSlide28
Design a new molecule based on the 1PXO ligand
1pxo
ligand is a fragment that can be ‘grown’ to approximate the field points associated with the phenyl sulphonamide in the referenceSlide29
Edit a copy of the 1PXO ligand
Right-click
on the
1pxo
ligand and choose
Edit a Copy
. Slide30
Molecule Editor
Right-hand button bar
has buttons for showing/hiding reference molecule, protein, and 3DQSAR model information
Sim
score shown in lower left-hand corner
Change the title
– 1pxo+Ph
– or make any notesSlide31
Grow the molecule using the Molecule Editor
Phenyl has been added to the terminal amine, and the bond rotated to get a similar conformation to the reference
Sim
score has increased
Press
Process
to conformation hunt and align the new moleculeSlide32
Alignment resultsSlide33
Find the new molecule and create a new Role
Find your new molecule
Right click on itSelect ‘Set Role New Role’
Role Name ‘Designs’
Description ‘Molecules that have been designed but not made yet’
Examine Tile or Molecules window – find the new role and new moleculeSlide34
Visualize in the protein active siteSlide35
Coloring in the Molecules TableSlide36
Radial Plot and multi-parameter optimization
Radial plot allows for simultaneous viewing of numerical parameters
Customizable
By default, the smaller the area encased in green, the better the propertiesSlide37
Reference molecule choice
Choose the smallest (in field terms), most active compound (ligand efficiency)
In field space, charged groups are BIG – e.g. CO2 >>>>>> iPr
in field space
remove extraneous groups (e.g.: solubilizers)Multiple, pre-aligned references can work well
Use extra references to add information
Electrostatic
ShapeSlide38
Expansion tasks
Create a radial plot profile
MW 300-400SlogP 2-4
BIF 65-80Order results by Radial Plot score
Use Filters to Find all results with MW < 396
Find all results with TPSA between 60 and 90
Tagging
Tag 2 results with
'Like'
Tag 3 results with
'Good'
Filter to find the 5 tagged results Create an image of 2 results in PowerPoint Export 2 results to a drawing program
Send 1 result to Forge for editingSlide39
Combine multiple numerical properties into a single scoreCreate a project profile for physico-chemical (or other) properties
Add properties from external server
Color by fit to profile2D
3DInteractive scatter plots and histogramsStoryboard to record important 3D viewsSplit datasets into roles
Tag molecules across rolesRecord experiments in Project notesDesign in 3D
Reject designs that make no sense in 3D
No protein required – wholly ligand based approach
Protein can be used data used in visualization
Electrostatic focus reveals more detail than available from 2D design
Enables hypothesis led design
Torch featuresSlide40
Questions welcomed support@cresset-group.comSlide41
Paste from chemistry drawing app
Design in 3D
Guided by reference structureGuided by Activity Atlas modelGuided by QSAR model
Rapid feedbackIn editorProper alignment to references
Physico-chemical propertiesRecord keepingNotes on each designNotes on the project
Core Torch task: Design of new
c
ompoundsSlide42
Design molecules with TorchSlide43
Radial plot allows for simultaneous viewing of numerical
parameters
By default, the smaller the area encased in green, the better the
properties
CustomizableMany numbers (up to ~15 works ok)
Default and specific profiles
Overall fit summarized into a score
Radial Plot and multi-parameter
o
ptimization
Good
Fair
PoorSlide44
Coloring in the Molecules TableSlide45
Activity cliffs reveal regions of acute SARActivity Miner finds and (tries to) explain activity cliffsOur focus is on understanding, not just detectionUnderstanding leads to improved hypotheses and designs
Data manipulation challenging
Small datasets result in large number of datapoints
Torch o
ptional module: Activity MinerSlide46
Protein or ligand-based alignment?
Field-based alignment
Uses Cresset electrostatic, shape and hydrophobic field points to alignScored 50% field-based similarity with 50% shape similarity
Independent of chemical structureMeaningful score comparisonsBetter for libraries that have structurally diverse compoundsSlide47
Protein or ligand-based alignment?
Maximum common substructure alignment
Good for a library with a common core or concentric series
Common structural features in database molecules are mapped onto conformation of corresponding features in reference moleculeAll other parts of the molecule are conformationally huntedField/shape based scoring
Score comparisons between molecules less usefulSlide48
Electrostatic and shape SAR from aligned ligandsSlide49
Similarity3D Activity Cliffs
Disparity (
Δactivity / 1-similarity)Slide50
Nearest Neighbors according to 3DSlide51
Nearest Neighbors according to 2DSlide52
Selectivity through multiple activities