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ARChem – Synthesizing Ideas
Bringing Computational Power to Organic Synthesis
RSC Presentation - SimBioSys Inc.
Orr Ravitz
Chief Operating Officer
What is the value of a good
synthetic idea?
The Motivation
Goal:
Synthesize quickly, efficiently, economically, ecologically.
Intuition
Knowledge
Experience
Literature
Data:
- 1000’s of high utility synthetic methods
- 100,000’s of building blocks
The value of a good idea:
 Faster R&D turnaround – remain ahead of the curve
 Synthetic efficiency – lower development, production costs
 Better use of human time – increased productivity
Chemical data have been used in the same manner for over 100 years!
Synthetic plan Thought
process
There is more than one way to synthesize
a compound. Little in current approaches
assists in finding the better ones.
• Non-linear
• Highly biased
• Driven by intuition and knowledge
• Gaps filled using literature searches
What is a synthetic idea?
A full synthetic route, a key step, a critical sequence of reactions
Not necessarily in your “comfort zone”
Utilizing starting materials efficiently
No obvious published precedent
Why Computer-Aided
Synthesis Design?
Cover more options, miss less opportunities
Chemist
Creativity
Intuition
Strategic perspective
Knowledge (what
works, what doesn’t)
Computer
Thoroughness
Lack of bias
Speed
Low cost
The Approach
• Comprehensive rule- and precedent-based retrosynthetic analysis back to
available starting materials.
• Automated rule generation with manual rule curation.
• Generate many alternatives.
• Provide supporting literature examples.
• Allow user guidance and control.
Rule Generation
Reactions
MOS
Reaction Rules
Reactions
Reaction Rules
Reaction Perception
Source reaction:
Extracted core
Extended core
Reaction file with atom mapping
Atoms attached to bonds changed, made or broken in the reaction
Include all structural motifs that are essential for the reaction to occur
Rule Extraction
Similar extended cores
Completed reaction rule
Common extracted core
Nucleofuge (NF) -
a leaving group which
carries away the bonding
electron pair.
Generalized rule
Generalized group (NF) is
replaced by the most
common group.
Reactions
Reaction Rules
Source reactions
Esterification examples
Other examples
··· → ···
··· → ···
··· → ···
Esterification rule
Other rule
··· → ···
Reactions
Reaction Rules
Rule Extraction
System Design
Reactions
MOS
Reaction Rules
Starting Materials
Expert Knowledge-
bases
Target
Limitations Associated with
Small Reaction Source
Methods in Organic Synthesis (MOS) – 44,000 mapped reactions.
• Partial coverage of synthetic methods
• Small clusters – higher risk of over- and under-constrained rules
• Not enough statistical power for supplementary information – yield,
regioselectivity
• Too few examples to determine functional group tolerance
• Exact matches are rare
Larger databases are available, but not as part of CDS:
• Reaxys - Elsevier
• ChemInform (CIRX) – Wiley & Sons
Solutions Ranking
Prioritization of the alternatives – show best solutions first
Transforms merit is evaluated using:
• Reduction of target complexity (simplifying transforms before FGI/FGA).
• Minimize wastage (atom efficient reactions).
• Starting material coverage.
• Prefer thoroughly explored chemistry (based on example count) .
• Penalty for interference.
• Yield.
Registering
Quota System
• Each institution is assigned a search quota
• Registration is open only when searches are available
• For registered users – new search page deactivated when
quota is filled
• Old searches remain accessible even when quota is filled
ARChem – Synthesizing Ideas
Bringing Computational Power to Organic Synthesis
SimBioSys Inc.
Thank you!
For more information:
Orr Ravitz, Ph.D.
ravitz@simbiosys.com
+1 (416) 741-4263
ARChem
Transforming data into Knowledge. Generating ideas.
Reactions Reaction
Rules
Starting
Materials
High Level
Reasoning
examples methods
Reaction mechanisms
Synthetic strategies
Search strategies
Solutions ranking
Methods
in Organic
Synthesis
US Patent 6,211,244
NPS Pharm. 2001
ARChem on the National Chemical Database Service Portal
ARChem on the National Chemical Database Service Portal

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ARChem on the National Chemical Database Service Portal

  • 1. ARChem – Synthesizing Ideas Bringing Computational Power to Organic Synthesis RSC Presentation - SimBioSys Inc. Orr Ravitz Chief Operating Officer
  • 2. What is the value of a good synthetic idea?
  • 3. The Motivation Goal: Synthesize quickly, efficiently, economically, ecologically. Intuition Knowledge Experience Literature Data: - 1000’s of high utility synthetic methods - 100,000’s of building blocks The value of a good idea:  Faster R&D turnaround – remain ahead of the curve  Synthetic efficiency – lower development, production costs  Better use of human time – increased productivity
  • 4. Chemical data have been used in the same manner for over 100 years! Synthetic plan Thought process There is more than one way to synthesize a compound. Little in current approaches assists in finding the better ones. • Non-linear • Highly biased • Driven by intuition and knowledge • Gaps filled using literature searches
  • 5. What is a synthetic idea? A full synthetic route, a key step, a critical sequence of reactions Not necessarily in your “comfort zone” Utilizing starting materials efficiently No obvious published precedent
  • 6. Why Computer-Aided Synthesis Design? Cover more options, miss less opportunities Chemist Creativity Intuition Strategic perspective Knowledge (what works, what doesn’t) Computer Thoroughness Lack of bias Speed Low cost
  • 7. The Approach • Comprehensive rule- and precedent-based retrosynthetic analysis back to available starting materials. • Automated rule generation with manual rule curation. • Generate many alternatives. • Provide supporting literature examples. • Allow user guidance and control.
  • 9. Reactions Reaction Rules Reaction Perception Source reaction: Extracted core Extended core Reaction file with atom mapping Atoms attached to bonds changed, made or broken in the reaction Include all structural motifs that are essential for the reaction to occur
  • 10. Rule Extraction Similar extended cores Completed reaction rule Common extracted core Nucleofuge (NF) - a leaving group which carries away the bonding electron pair. Generalized rule Generalized group (NF) is replaced by the most common group. Reactions Reaction Rules
  • 11. Source reactions Esterification examples Other examples ··· → ··· ··· → ··· ··· → ··· Esterification rule Other rule ··· → ··· Reactions Reaction Rules Rule Extraction
  • 12. System Design Reactions MOS Reaction Rules Starting Materials Expert Knowledge- bases Target
  • 13. Limitations Associated with Small Reaction Source Methods in Organic Synthesis (MOS) – 44,000 mapped reactions. • Partial coverage of synthetic methods • Small clusters – higher risk of over- and under-constrained rules • Not enough statistical power for supplementary information – yield, regioselectivity • Too few examples to determine functional group tolerance • Exact matches are rare Larger databases are available, but not as part of CDS: • Reaxys - Elsevier • ChemInform (CIRX) – Wiley & Sons
  • 14. Solutions Ranking Prioritization of the alternatives – show best solutions first Transforms merit is evaluated using: • Reduction of target complexity (simplifying transforms before FGI/FGA). • Minimize wastage (atom efficient reactions). • Starting material coverage. • Prefer thoroughly explored chemistry (based on example count) . • Penalty for interference. • Yield.
  • 16. Quota System • Each institution is assigned a search quota • Registration is open only when searches are available • For registered users – new search page deactivated when quota is filled • Old searches remain accessible even when quota is filled
  • 17. ARChem – Synthesizing Ideas Bringing Computational Power to Organic Synthesis SimBioSys Inc. Thank you! For more information: Orr Ravitz, Ph.D. ravitz@simbiosys.com +1 (416) 741-4263
  • 18. ARChem Transforming data into Knowledge. Generating ideas. Reactions Reaction Rules Starting Materials High Level Reasoning examples methods Reaction mechanisms Synthetic strategies Search strategies Solutions ranking Methods in Organic Synthesis
  • 19.
  • 20. US Patent 6,211,244 NPS Pharm. 2001