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LHASA Group, Department of Chemistry and Chemical Biology, Harvard University Alan Long, Alan Long, Rong Rong Chen, Craig Chen, Craig Marby Marby , , Alex Alex Sukharevsky Sukharevsky , Keith Ohm , Keith Ohm Synthesis Planning Compound Library Generation From To Applications of LHASA Technology Applications of LHASA Technology

Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

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Page 1: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

Title

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

Page 2: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

OutlineOutline

Target-oriented SynthesisClassical LHASANon-interactive LHASA

Diversity-oriented SynthesisLCOLI = LHASA for Compound Libraries

Page 3: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

Classical LHASA ProcessingClassical LHASA Processing

Page 4: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

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!

Page 5: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

Automatic route growth in LHASAAutomatic route growth in LHASA

• Automatic “best-sequence” generation- Maximize retrosynthetic simplification- Maximize overall sequence rating

Page 6: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

• “Find-Best-Solution” Button:

Process Ordering:

Complexity

Sequence Rating

NonNon--interactive LHASA interactive LHASA 1 of 21 of 2

Page 7: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

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

Page 8: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

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

Page 9: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

LCOLI Processing LCOLI Processing –– Library GenerationLibrary Generation

Transform 153Michael Reaction

Page 10: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

• text here

Simple Combinatorial LibrarySimple Combinatorial Library

Page 11: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

• Can use multi-component reactions to maximize diversity

Example: Ugi four-component alpha-aminoacyl amide synthesis

LCOLI LCOLI –– Maximizing DiversityMaximizing Diversity

Page 12: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

• More LCOLI output

LCOLI Processing LCOLI Processing –– Four starting material filesFour starting material files

Page 13: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

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

Page 14: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

LCOLI Processing LCOLI Processing –– Toxicology screeningToxicology screening

Page 15: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

• LHASA Retrosynthetic Analysis

• APSO Teaching of organic synthesis

• PROTECT Functional group protection

• DEREK Toxicology prediction

• LCOLI Compound library generation

The LHASA SuiteThe LHASA Suite

Page 16: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

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

Page 17: Applications of LHASA Technology - acscinf.orgacscinf.org/docs/meetings/228nm/presentations/228nm52.pdf · LHASA Group, Department of Chemistry and Chemical Biology, Harvard University

AcknowledgementsAcknowledgements