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AiZynthFinder: a fast, robust and flexible open-source software for retrosynthetic planning
Samuel Genheden1, Amol Thakkar2,3, Veronika Chadimová2
1Hit Discovery, Discovery Sciences, R&D, AstraZeneca Gothenburg, Mölndal, Sweden. samuel.genheden@astrazeneca.com.
AiZynthFinder is an open-source software for retrosynthetic planning. It uses Monte Carlo tree search and neural networks to efficiently identify purchasable precursors for molecule synthesis.
Area of Science:
- Computational Chemistry
- Cheminformatics
- Artificial Intelligence in Chemistry
Background:
- Retrosynthetic planning is crucial for chemical synthesis.
- Existing methods can be time-consuming and complex.
- Need for efficient and accessible tools for retrosynthesis.
Purpose of the Study:
- Introduce AiZynthFinder, an open-source software for retrosynthetic planning.
- Provide a robust and maintainable tool for chemists.
- Facilitate the identification of purchasable precursors for target molecules.
Main Methods:
- Utilizes Monte Carlo tree search (MCTS) for recursive molecule decomposition.
- Employs an artificial neural network (ANN) policy to guide the search.
- Leverages a library of known chemical reaction templates.
- Developed with software engineering principles: testing, system design, CI.
Main Results:
- AiZynthFinder rapidly suggests precursors for retrosynthetic planning.
- Typically finds a solution in under 10 seconds.
- Completes a full search in under 1 minute.
- The software is robust, maintainable, and well-documented.
Conclusions:
- AiZynthFinder offers an efficient and user-friendly solution for retrosynthetic planning.
- The open-source nature and robust design make it suitable for both beginners and experienced researchers.
- Accelerates the process of identifying synthetic routes and starting materials.
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