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LHASA Group, Department of Chemistry and Chemical Biology, Harvard University
Alan Long, Alan Long, RongRong Chen, Craig Chen, Craig MarbyMarby, , Alex Alex SukharevskySukharevsky, Keith Ohm, Keith Ohm
Synthesis PlanningCompound Library Generation
From
To
Applications of LHASA TechnologyApplications of LHASA Technology
OutlineOutline
Target-oriented SynthesisClassical LHASANon-interactive LHASA
Diversity-oriented SynthesisLCOLI = LHASA for Compound Libraries
Classical LHASA ProcessingClassical LHASA Processing
Using LHASA EffectivelyUsing LHASA Effectively
• LHASA knowledge base organization- Goal Transforms, Subgoal Transforms- Tactical Combinations, Long-range Transforms
• LHASA transform keying mechanisms- Functional groups- One-dimensional patterns- Two-dimensional patterns
• LHASA transform selection strategies and tactics:- Short-range: unconstrained, disconnective, reconnective, etc.- Topological: cyclic strategic, acyclic strategic, etc. - Long-range: Diels-Alder, Robinson annulation, olefins, etc.- Stereochemical: diastereoselective, enantioselective, etc.- Starting-material-based: aromatic pool, chiral pool, etc.
Too many Decisions!Too many Decisions!
Automatic route growth in LHASAAutomatic route growth in LHASA
• Automatic “best-sequence” generation- Maximize retrosynthetic simplification- Maximize overall sequence rating
• “Find-Best-Solution” Button:
Process Ordering:
Complexity
Sequence Rating
NonNon--interactive LHASA interactive LHASA 1 of 21 of 2
Process Constraints:
Current candidates for
processing
Target
Complexity
Sequence Rating
Simple enough(obtain commercially orknown compounds)
Prevents non-productive (non-simplifying) routes from being generated
Min Max
Max = 1.0
Discards unpromising sequences
Min
Processing Threshold Function
NonNon--interactive LHASA interactive LHASA 2 of 22 of 2
LCOLI LCOLI –– LHASA for Compound LibrariesLHASA for Compound Libraries
• Uses existing LHASA knowledge base
• Uses 2-D patterns to create mechanism commands leading to a virtual product
O H O O H O“ | “ “ | “
C,H,O,N-C-C-C-C-C-C,H,O,N => C,H,O,N-C-C=C + C-C-C,H,O,N
• Runs virtual product through LHASA and compares virtual precursor with original reactants
LCOLI Processing LCOLI Processing –– Library GenerationLibrary Generation
Transform 153Michael Reaction
• text here
Simple Combinatorial LibrarySimple Combinatorial Library
• Can use multi-component reactions to maximize diversity
Example: Ugi four-component alpha-aminoacyl amide synthesis
LCOLI LCOLI –– Maximizing DiversityMaximizing Diversity
• More LCOLI output
LCOLI Processing LCOLI Processing –– Four starting material filesFour starting material files
LCOLI Processing AnalysisLCOLI Processing Analysis
Killed combinations:
1. Pattern mismatches:
Amino Acids such as PROLINE contain secondary amino groups instead of the primary amines required by the reaction pattern …
2. Interfering functionality:
3. Adverse structural features:
Number12
x 12x 12x 20
34,560
Building Blocks
AlcoholsAldehydes
IsocyanidesAmino Acids
Combinations =
Result
30,702Ugi Products
Transform 1934
Ugi Reaction with Amino Acids
LCOLI Processing LCOLI Processing –– Toxicology screeningToxicology screening
• LHASA Retrosynthetic Analysis
• APSO Teaching of organic synthesis
• PROTECT Functional group protection
• DEREK Toxicology prediction
• LCOLI Compound library generation
The LHASA SuiteThe LHASA Suite
Conclusions
• Generate promising retrosynthetic routesautomatically, with control over depth vs. breadth
• Create and screen virtual combinatorial libraries• Provide framework for future development
Next Steps
• Integrate and centralize LHASA applications • Develop Visual CHMTRN Tool• Extend application of LHASA knowledge base technology
Conclusions and Next StepsConclusions and Next Steps
AcknowledgementsAcknowledgements