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ARChem Route Designer   Antony Williams  On behalf of A. Peter Johnson University of Leeds / SimBioSys Inc. Howard Y. Ando (Pfizer Inc.), Zsolt Zsoldos,  Aniko Simon, James Law, Darryl Reid, Yang Liu, Sing Yoong Khew, Sarah Major
[object Object],[object Object],[object Object]
CAOSD systems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Typical Retrosynthetic Analysis Retrosynthetic analysis works backward from the target and generates increasingly simple precursors
Retrosynthetic Analysis versus Reaction Databases ,[object Object],[object Object],[object Object],[object Object],[object Object]
CAOSD Systems ,[object Object],[object Object],[object Object],[object Object],[object Object]
Knowledge base creation ,[object Object],[object Object],[object Object]
Goals of Route Designer  ,[object Object],[object Object],[object Object],[object Object]
System Design Overview Automatic Rule Extraction User input: Molecule Starting Materials: Aldrich, Acros Lancaster Reaction DB (MOS, Beilstein, CASREACT etc.) Reaction Rules Route Des. search Output: Reaction pathways
Starting Materials ,[object Object],[object Object],Others Lancaster Acros Aldrich
Previous works:  Rule extraction from reaction databases ,[object Object],[object Object],[object Object]
Route Designer Reaction Rules Reaction DB ( RDF format) Reaction Rules 1) The extraction process converts many reactions into a few rules. 2) The combinatorial  explosion of the retrosynthetic search  process is controlled. Generic leaving groups reduce the number of rules Cluster reactions  by  chemical  equivalence   Group identical  reaction cores Find the core of  the reaction Methods of Organic Synthesis ( MOS )  ~42k Reactions Large reaction DBs OK ( millions  of reactions supported) 4k rules from 47k reactions
Identifying Reaction Cores ,[object Object],[object Object],Extracted Core :
Extension to “non-reacting” atoms ,[object Object],[object Object]
Reaction Core Extension Reaction Extracted Core Extended Core
Generic leaving groups Generic rule Reaction Rule Nucleofuge (NF) - a leaving group  which carries  away the bonding  electron pair
Clustering Cores ,[object Object],[object Object],[object Object]
Rule Generation Summary Other examples  clustered: Reaction DB  in RDF file format  Esterification examples  clustered: Esterification  Reaction  Rule: ...-> ... Some other rule
Rule Generation from MOS DB ,[object Object],[object Object]
Reaction Classification  ,[object Object]
FG Interchange  and FG Additive ,[object Object],[object Object],[object Object],[object Object]
Top 5 Clusters (MOS example)
 
 
Exhaustive Search ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Preserve and Target Bonds ,[object Object]
Ordering of Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Real World Examples ,[object Object],[object Object],[object Object],[object Object]
 
 
Zatosteron ,[object Object],[object Object],[object Object],[object Object]
How Fast? How Complex? ,[object Object],[object Object],[object Object],[object Object]
How Fast? How Complex? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Under Development ,[object Object],[object Object],[object Object],[object Object],[object Object]
Interfering functionality ,[object Object],[object Object],[object Object],[object Object]
Rule set optimizations ,[object Object],[object Object],[object Object],[object Object],[object Object]
Route Designer summary ,[object Object],[object Object],[object Object],[object Object]
Acknowledgements Acknowledgements Pfizer  Robert Wade Robert Dugger James Gage Peter Wuts David Entwistle Inaki Morano Richard Nugent Bryan Li Julian Smith Accelrys Rob Brown Eric Jamois Symyx-MDL Maurizio Bronzetti Jochen Tannemann

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A new, automated retrosynthetic search engine: ARChem

  • 1. ARChem Route Designer Antony Williams On behalf of A. Peter Johnson University of Leeds / SimBioSys Inc. Howard Y. Ando (Pfizer Inc.), Zsolt Zsoldos, Aniko Simon, James Law, Darryl Reid, Yang Liu, Sing Yoong Khew, Sarah Major
  • 2.
  • 3.
  • 4. Typical Retrosynthetic Analysis Retrosynthetic analysis works backward from the target and generates increasingly simple precursors
  • 5.
  • 6.
  • 7.
  • 8.
  • 9. System Design Overview Automatic Rule Extraction User input: Molecule Starting Materials: Aldrich, Acros Lancaster Reaction DB (MOS, Beilstein, CASREACT etc.) Reaction Rules Route Des. search Output: Reaction pathways
  • 10.
  • 11.
  • 12. Route Designer Reaction Rules Reaction DB ( RDF format) Reaction Rules 1) The extraction process converts many reactions into a few rules. 2) The combinatorial explosion of the retrosynthetic search process is controlled. Generic leaving groups reduce the number of rules Cluster reactions by chemical equivalence Group identical reaction cores Find the core of the reaction Methods of Organic Synthesis ( MOS ) ~42k Reactions Large reaction DBs OK ( millions of reactions supported) 4k rules from 47k reactions
  • 13.
  • 14.
  • 15. Reaction Core Extension Reaction Extracted Core Extended Core
  • 16. Generic leaving groups Generic rule Reaction Rule Nucleofuge (NF) - a leaving group which carries away the bonding electron pair
  • 17.
  • 18. Rule Generation Summary Other examples clustered: Reaction DB in RDF file format Esterification examples clustered: Esterification Reaction Rule: ...-> ... Some other rule
  • 19.
  • 20.
  • 21.
  • 22. Top 5 Clusters (MOS example)
  • 23.  
  • 24.  
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.  
  • 30.  
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38. Acknowledgements Acknowledgements Pfizer Robert Wade Robert Dugger James Gage Peter Wuts David Entwistle Inaki Morano Richard Nugent Bryan Li Julian Smith Accelrys Rob Brown Eric Jamois Symyx-MDL Maurizio Bronzetti Jochen Tannemann