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New approaches to elucidating  Structure Activity Relationships Chris Petersen Technical Manager, Informatics
Who am I?  ,[object Object],previously : Distance Learning Performance Management Customer Relationship Management Streaming Video currently : Kalypsys System Architect of Knet, a custom scientific data management system
Who are our end users? ,[object Object],[object Object]
What do the users need from us? ,[object Object],[object Object],Biologists  need to know what compounds are active against a target using a variety of assays Chemists  need to know what are the structural features of compounds that are active for that target across a variety of assays
How do users need this information displayed?  structures activity SAR table
But how is the data for the SAR table selected?  structures activity SAR table
But how is the data for the SAR table selected? ,[object Object],structures activity SAR table
But how is the data for the SAR table selected? ,[object Object],structures activity SAR table Biologists may not know all of the targets the compound is affecting
But how is the data for the SAR table selected? ,[object Object],structures activity SAR table Biologists may not know all of the targets the compound is affecting <speculation X=“incomplete&quot; Y=“incomplete&quot;>
Our goal: develop a new way of displaying SAR data ,[object Object],[object Object],activity all
Our goal: develop a new way of displaying SAR data ,[object Object],[object Object],activity structures all
New features of Knet ,[object Object],[object Object],[object Object],activity targets
New features of Knet ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],activity targets structural features activity
Chemoprints aggregate the activities of compounds Target Chemoprint Compound Rosiglitazone (Avandia) activity (efficacy +/- SD) targets (cellular and biochemical)
Our database structure enables useful aggregation Experiments are instances of a protocol and all protocols have a defined target All data is generated for a compound in an experiment Each compound gets one number for efficacy and one for potency Target Experiment Protocol
Chemoprints aggregate the activities of compounds Target Chemoprint Compound Rosiglitazone (Avandia) activity (efficacy +/- SD) targets (cellular and biochemical)
Example: Rosiglitazone ,[object Object],PPAR 
Chemoprints aggregate the activities of compounds by target activity (efficacy +/- SD) targets Target Chemoprint Compound Rosiglitazone (Avandia) PPAR  (cellular and biochemical)
Chemoprints aggregate the activities of compounds by target ,[object Object],activity (efficacy +/- SD) targets PPAR  (cellular and biochemical) Target Chemoprint Compound Rosiglitazone (Avandia) EGR1 (cellular assays)
Aggregating the activity of compounds by target reveals unexpected activities to biologists ,[object Object],Chemoprint display revealed that PPAR   agonists inhibit EGR1 in certain cellular assays activity (efficacy +/- SD) targets PPAR  (cellular and biochemical) Target Chemoprint EGR1 (cellular assays) Compound Rosiglitazone (Avandia) Kim et al. Toxicological Sciences, 2005  FuDagger et al. J. Biol. Chem., Vol. 277, Issue 30 2002
Target Chemoprints allow biologists to access compound activities in individual experiments activity (efficacy +/- SD) targets EGR1 (cellular assays) PPAR  (cellular and biochemical) Target Chemoprint Compound Rosiglitazone (Avandia)
Protocol Chemoprints display compound activities in individual experimental protocols ,[object Object],[object Object],[object Object],Target Chemoprint Compound Rosiglitazone (Avandia) view off-target activities Protocol Chemoprint experimental protocols activity (efficacy +/- SD)
Protocol Chemoprints allow users to access data of  active structural elements Protocol Chemoprint activity (efficacy +/- SD) experimental protocols Target Chemoprint Compound Rosiglitazone (Avandia) view off-target activities
Protocol Chemoprints display data of  active structural elements Protocol Detail structural elements (scaffolds) Protocol Chemoprint Target Chemoprint Compound Rosiglitazone (Avandia) view off-target activities view by experiments activity
Chemoprints allow navigation to SAR table of active scaffolds ,[object Object],Protocol Detail Protocol Chemoprint Target Chemoprint Compound Rosiglitazone (Avandia) Standard SAR table view off-target activities view by experiments view by structural elements compounds  (with common scaffold) activity
New features of Knet ,[object Object],[object Object],[object Object],targets activity
New features of Knet ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],structural features activity activity targets
We use HierS scaffold analysis algorithm to classify structural elements in the database  1. identify ring systems ring systems share internal bonds
We use HierS scaffold analysis algorithm to classify structural elements in the database  ,[object Object],[object Object],chains are atoms and bonds that are external to rings atoms double bonded to linkers and rings are retained X X
We use HierS scaffold analysis algorithm to classify structural elements in the database  ,[object Object],[object Object],[object Object],benzenes are ignored
We use HierS scaffold analysis algorithm to classify structural elements in the database  ,[object Object],[object Object],[object Object],[object Object]
We use HierS scaffold analysis algorithm to classify structural elements in the database  ,[object Object],[object Object],[object Object],[object Object],[object Object]
We use HierS scaffold analysis algorithm to classify structural elements in the database  ,[object Object],BIRB794
Protocol Chemoprints display data of  active structural elements ,[object Object],Protocol Detail Protocol Chemoprint Target Chemoprint Compound Rosiglitazone (Avandia) view off-target activities view by experiments structural elements (scaffolds) activity increasing CV ,[object Object],[object Object],[object Object],[object Object]
We use HierS scaffold analysis algorithm to classify structural elements in the database Scaffold Detail structural elements (scaffolds) Protocol Detail
Scaffolds identified by HierS allow navigation to  activity information Structure Detail structural elements (scaffolds) Scaffold Detail
Scaffolds identified by HierS allow navigation to  activity information Scaffold Detail Structure Detail view by scaffold structural elements (scaffolds) activity
Scaffold Target chemoprints show aggregate data for all compounds that contain scaffold view by activity Scaffold Detail Structure Detail view by scaffold Scaffold Chemoprint aggregate activity data for 34 compounds containing this scaffold
Scaffold Target chemoprints can highlight activity intrinsic to a scaffold view by activity Scaffold Detail Structure Detail view by scaffold Scaffold Chemoprint aggregate activity data for 34 compounds containing this scaffold Activity not tightly tied to scaffold
Scaffold Target chemoprints can highlight activity intrinsic to a scaffold view by activity Scaffold Detail Structure Detail view by scaffold Scaffold Chemoprint Activity not tightly tied to scaffold aggregate activity data for 34 compounds containing this scaffold Activity very tightly tied to scaffold
Summary Chemoprints provide a way for Biologists to visualize massive amounts of biological data to discover what compounds are active against a target HierS scaffolds provide a means for Chemists to discover what structural features are related to activity and to find distinct scaffold that exhibit that activity
Where I see the future going ,[object Object],[object Object]

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Novel Approaches to Elucidating Structure Activity Relationships

  • 1. New approaches to elucidating Structure Activity Relationships Chris Petersen Technical Manager, Informatics
  • 2.
  • 3.
  • 4.
  • 5. How do users need this information displayed? structures activity SAR table
  • 6. But how is the data for the SAR table selected? structures activity SAR table
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14. Chemoprints aggregate the activities of compounds Target Chemoprint Compound Rosiglitazone (Avandia) activity (efficacy +/- SD) targets (cellular and biochemical)
  • 15. Our database structure enables useful aggregation Experiments are instances of a protocol and all protocols have a defined target All data is generated for a compound in an experiment Each compound gets one number for efficacy and one for potency Target Experiment Protocol
  • 16. Chemoprints aggregate the activities of compounds Target Chemoprint Compound Rosiglitazone (Avandia) activity (efficacy +/- SD) targets (cellular and biochemical)
  • 17.
  • 18. Chemoprints aggregate the activities of compounds by target activity (efficacy +/- SD) targets Target Chemoprint Compound Rosiglitazone (Avandia) PPAR  (cellular and biochemical)
  • 19.
  • 20.
  • 21. Target Chemoprints allow biologists to access compound activities in individual experiments activity (efficacy +/- SD) targets EGR1 (cellular assays) PPAR  (cellular and biochemical) Target Chemoprint Compound Rosiglitazone (Avandia)
  • 22.
  • 23. Protocol Chemoprints allow users to access data of active structural elements Protocol Chemoprint activity (efficacy +/- SD) experimental protocols Target Chemoprint Compound Rosiglitazone (Avandia) view off-target activities
  • 24. Protocol Chemoprints display data of active structural elements Protocol Detail structural elements (scaffolds) Protocol Chemoprint Target Chemoprint Compound Rosiglitazone (Avandia) view off-target activities view by experiments activity
  • 25.
  • 26.
  • 27.
  • 28. We use HierS scaffold analysis algorithm to classify structural elements in the database 1. identify ring systems ring systems share internal bonds
  • 29.
  • 30.
  • 31.
  • 32.
  • 33.
  • 34.
  • 35. We use HierS scaffold analysis algorithm to classify structural elements in the database Scaffold Detail structural elements (scaffolds) Protocol Detail
  • 36. Scaffolds identified by HierS allow navigation to activity information Structure Detail structural elements (scaffolds) Scaffold Detail
  • 37. Scaffolds identified by HierS allow navigation to activity information Scaffold Detail Structure Detail view by scaffold structural elements (scaffolds) activity
  • 38. Scaffold Target chemoprints show aggregate data for all compounds that contain scaffold view by activity Scaffold Detail Structure Detail view by scaffold Scaffold Chemoprint aggregate activity data for 34 compounds containing this scaffold
  • 39. Scaffold Target chemoprints can highlight activity intrinsic to a scaffold view by activity Scaffold Detail Structure Detail view by scaffold Scaffold Chemoprint aggregate activity data for 34 compounds containing this scaffold Activity not tightly tied to scaffold
  • 40. Scaffold Target chemoprints can highlight activity intrinsic to a scaffold view by activity Scaffold Detail Structure Detail view by scaffold Scaffold Chemoprint Activity not tightly tied to scaffold aggregate activity data for 34 compounds containing this scaffold Activity very tightly tied to scaffold
  • 41. Summary Chemoprints provide a way for Biologists to visualize massive amounts of biological data to discover what compounds are active against a target HierS scaffolds provide a means for Chemists to discover what structural features are related to activity and to find distinct scaffold that exhibit that activity
  • 42.