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Chairs:
Charles “Chuck” Williams
& Charles “Chaz” Hong
Workshop: 13th Annual IZFS Meeting Madison, Wisconsin
June 23rd 2018
Outline
• Upfront
– Decisions and design
• Nuts and Bolts
– Execution and considerations
• Screen done. What next?
– Follow up and next steps
• Questions/Panel(~30 minutes)
Screening Models
Why are we doing it?
It sounded good in a grant
Establish proof of concept to “sell” the
screen itself (platform centric)
Find and develop a molecule to use as a tool
Find a scaffold to build on for a therapeutic
to take to clinic
Log(Difficulty)
Types of screens
• Morphological
• Pathway
• Transgene Assisted
• Therapeutic
• Behavioral
Morphological Screen
Williams et al 2015, Hong et al 2008
Pathway Screen
Le et al 2013; Nishiya et al 2014
Transgene Assisted Screen
Ni et al 2013; Molina et al 2007
Therapeutic Screen
Liu et al 2014; Zhang et al 2014
Behavioral
Rihel et al 2011; Kokel et al 2010
Types of Libraries
• Known function
• FDA Approved
• Natural product
• Privileged library (typically from pharma)
• Focused libraries
• Focused on class of targets
• Focused around a structure
Common Commercial Libraries
• 10,000 DiverSet-Exp
– $9,600 for 25uL at 10mM
• Sigma LOPAC 1280 compounds
– $22,400 for 250uL at 10mM
• Prestwick Chemical Library 1280 approved drugs
– $10,000 for 100uL at 10mM
• Selleck Natural Product Library 753 compounds
– $7,775 for 100uL at 10mM
Exercise 1: Plan a screen
Go to the website below and fill out the
worksheet:
https://goo.gl/forms/oncfqZsHxhbcoT6X2
Things to note
• Timing is critical
• Plan how you are keeping your data
• Standardize
Desirable qualities in Hits
• Interesting
– Novel structure/Novel mechanism of action
• Availability/ Synthesizability
• Modularity
• Solubility
• Stability
– Avoid highly reactive moieties, unless you want them
• Activity window
– (x30-x100 lower than lethal concentration
Reactive Moieties
• Reactive compounds
• More off target effect
• Are metabolized faster
• Can be covalent binders
• Specific covalent modifiers
• Long lived effect
• Low concentrations in blood
• Unique selectivity
• Built in biomarker
What does prioritizing
hits look like?
• Cluster compounds to find highly active families
• Identify suppliers
• Purchase 5mg
– 5mg will typically make ~1mL of 10mM stock to work with
• Validate primary assay and confirm with secondary assays
– Once activity is validated: NMR/ Mass spec
• Secondary synthesis with small group of family members
– Find activity cliff
• Investigate the biology
Exercise 2: Hit clustering
Go to the website below retrieve a list of
compounds:
https://paper.dropbox.com/doc/Workshop-compound-
list-bLhtjY0e5CTbyPLbTb4GQ?_tk=share_copylink
These are 40 CID designations for Pubchem.
Copy the list of IDs
Exercise 2: Hit clustering
• Go to pubchem: https://pubchem.ncbi.nlm.nih.gov/
Click structural clustering
2D VS 3D clustering
Note 2 “families” VS 4 “families”
So you’ve selected a class of molecules
to follow, now what?
Exercise 3: Identify Vendors
• In pubchem type: 5389451
• This is a molecule from one of the compound families
from before.
Any and all approaches for target deconvolution:
NO SILVER BULLETS
Known Target Affinity approach
Phenotypic similarity
Hild et al 1999
Informatics
Exercise 4: Cheminformatics
• Copy the canonical SMILES
CC1=CC=C(C=C1)C2=CC(N3C(=N2)N=CN3)C4=CC=C(C=C4)OC
Go to http://www.chemspider.com
Good indication it
might be a kinase
inhibitor.
Resources
Cheminformatics
• https://www.sciencedirect.com/science/article/pii/S13596
44613001992
Favorite Compound Supplier
• https://www.hit2lead.com/
Chemical Phenomics Initiative
• Our open source chemotype-phenotype database to
facilitate use and accelerate developmet of small
molecule tools
Panel/Questions

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So you want to do a chemicalscreen?

  • 1. Chairs: Charles “Chuck” Williams & Charles “Chaz” Hong Workshop: 13th Annual IZFS Meeting Madison, Wisconsin June 23rd 2018
  • 2.
  • 3. Outline • Upfront – Decisions and design • Nuts and Bolts – Execution and considerations • Screen done. What next? – Follow up and next steps • Questions/Panel(~30 minutes)
  • 5. Why are we doing it? It sounded good in a grant Establish proof of concept to “sell” the screen itself (platform centric) Find and develop a molecule to use as a tool Find a scaffold to build on for a therapeutic to take to clinic Log(Difficulty)
  • 6. Types of screens • Morphological • Pathway • Transgene Assisted • Therapeutic • Behavioral
  • 7. Morphological Screen Williams et al 2015, Hong et al 2008
  • 8. Pathway Screen Le et al 2013; Nishiya et al 2014
  • 9. Transgene Assisted Screen Ni et al 2013; Molina et al 2007
  • 10. Therapeutic Screen Liu et al 2014; Zhang et al 2014
  • 11. Behavioral Rihel et al 2011; Kokel et al 2010
  • 12. Types of Libraries • Known function • FDA Approved • Natural product • Privileged library (typically from pharma) • Focused libraries • Focused on class of targets • Focused around a structure
  • 13. Common Commercial Libraries • 10,000 DiverSet-Exp – $9,600 for 25uL at 10mM • Sigma LOPAC 1280 compounds – $22,400 for 250uL at 10mM • Prestwick Chemical Library 1280 approved drugs – $10,000 for 100uL at 10mM • Selleck Natural Product Library 753 compounds – $7,775 for 100uL at 10mM
  • 14. Exercise 1: Plan a screen Go to the website below and fill out the worksheet: https://goo.gl/forms/oncfqZsHxhbcoT6X2
  • 15. Things to note • Timing is critical • Plan how you are keeping your data • Standardize
  • 16. Desirable qualities in Hits • Interesting – Novel structure/Novel mechanism of action • Availability/ Synthesizability • Modularity • Solubility • Stability – Avoid highly reactive moieties, unless you want them • Activity window – (x30-x100 lower than lethal concentration
  • 17. Reactive Moieties • Reactive compounds • More off target effect • Are metabolized faster • Can be covalent binders • Specific covalent modifiers • Long lived effect • Low concentrations in blood • Unique selectivity • Built in biomarker
  • 18. What does prioritizing hits look like? • Cluster compounds to find highly active families • Identify suppliers • Purchase 5mg – 5mg will typically make ~1mL of 10mM stock to work with • Validate primary assay and confirm with secondary assays – Once activity is validated: NMR/ Mass spec • Secondary synthesis with small group of family members – Find activity cliff • Investigate the biology
  • 19. Exercise 2: Hit clustering Go to the website below retrieve a list of compounds: https://paper.dropbox.com/doc/Workshop-compound- list-bLhtjY0e5CTbyPLbTb4GQ?_tk=share_copylink These are 40 CID designations for Pubchem.
  • 20. Copy the list of IDs
  • 21. Exercise 2: Hit clustering • Go to pubchem: https://pubchem.ncbi.nlm.nih.gov/
  • 23. 2D VS 3D clustering Note 2 “families” VS 4 “families”
  • 24. So you’ve selected a class of molecules to follow, now what?
  • 25. Exercise 3: Identify Vendors • In pubchem type: 5389451 • This is a molecule from one of the compound families from before.
  • 26. Any and all approaches for target deconvolution: NO SILVER BULLETS Known Target Affinity approach Phenotypic similarity Hild et al 1999 Informatics
  • 27. Exercise 4: Cheminformatics • Copy the canonical SMILES CC1=CC=C(C=C1)C2=CC(N3C(=N2)N=CN3)C4=CC=C(C=C4)OC Go to http://www.chemspider.com
  • 28. Good indication it might be a kinase inhibitor.
  • 29. Resources Cheminformatics • https://www.sciencedirect.com/science/article/pii/S13596 44613001992 Favorite Compound Supplier • https://www.hit2lead.com/ Chemical Phenomics Initiative • Our open source chemotype-phenotype database to facilitate use and accelerate developmet of small molecule tools