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RENATE: A Pseudo-retrosynthetic Tool for Synthetically Accessible de novo Design
Gian Marco Ghiandoni1, Michael J Bodkin2, Beining Chen3
1Information School, University of Sheffield, Regent Court, 211 Portobello, Sheffield, S1 4DP, UK.
We developed RENATE, a reaction-based de novo design tool, to address the combinatorial explosion in molecule generation. RENATE successfully recreated approved drugs, validating its synthetic accessibility and design heuristics.
Area of Science:
- Computational chemistry and drug discovery.
- Development of novel algorithms for molecular design.
Background:
- Reaction-based de novo design aims to generate synthetically accessible molecules using literature-derived reaction rules.
- Previous work involved extracting reaction vectors and coupling them with structure generation algorithms.
- A key challenge is the combinatorial explosion of possible molecules in multistep syntheses.
Purpose of the Study:
- To present RENATE, a novel reaction-based de novo design tool.
- To introduce an inside-out design approach based on pseudo-retrosynthetic fragmentation.
- To validate the RENATE methodology by recreating approved drugs.
Main Methods:
- RENATE utilizes pseudo-retrosynthetic fragmentation of a reference ligand.
- Fragments are used to search for similar building blocks in a database.
- Building blocks are combined using reaction vectors to generate product molecules.
- A synthetic route is suggested for each generated product.
Main Results:
- The RENATE methodology was validated retrospectively by attempting to recreate approved drugs.
- RENATE successfully generated molecules that were highly similar or identical to the input drugs.
- The results validated the fragmentation, search, and design heuristics employed by the tool.
Conclusions:
- RENATE is an effective tool for reaction-based de novo molecular design.
- The inside-out approach and fragmentation strategy overcome challenges in multistep synthesis design.
- The tool's ability to recreate known drugs confirms its utility in generating synthetically accessible molecules.
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