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Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System
Published on: December 11, 2016
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Computer-designed repurposing of chemical wastes into drugs
Agnieszka Wołos1,2, Dominik Koszelewski2, Rafał Roszak1
1Allchemy, Highland, IN, USA.
Nature
|April 28, 2022
Summary
Computer algorithms can identify efficient pathways to convert industrial chemical waste into valuable products like drugs and agrochemicals. This approach aids circular chemistry, reducing waste and environmental hazards.
Area of Science:
- Chemical Engineering
- Computational Chemistry
- Green Chemistry
Background:
- The chemical industry generates significant waste, necessitating circular chemistry approaches for waste valorization.
- Current waste-to-product strategies are fragmented and limited to well-established chemical classes.
- Analyzing vast synthetic possibilities from diverse chemical wastes is computationally challenging for human chemists.
Purpose of the Study:
- To develop and demonstrate a computational method for identifying viable synthetic routes from chemical waste to valuable products.
- To leverage artificial intelligence and extensive synthetic knowledge for comprehensive waste valorization.
Main Methods:
- Utilized the Allchemy forward-synthesis platform to generate extensive synthetic networks from approximately 200 commercial-scale waste chemicals.
- Retrieved tens of thousands of synthetic routes leading to approximately 300 valuable drugs and agrochemicals.
- Algorithmically ranked synthetic routes based on sustainable chemistry metrics and validated selected routes experimentally, including a flow-chemistry demonstration.
Main Results:
- Generated massive synthetic networks mapping potential transformations of industrial chemical wastes.
- Identified thousands of viable synthesis routes from waste chemicals to valuable pharmaceuticals and agrochemicals.
- Experimental validation confirmed the feasibility of computer-generated waste-to-value chemical syntheses.
Conclusions:
- Computerized systems can effectively navigate complex synthetic networks to discover novel waste-to-value pathways.
- This approach accelerates the productive reuse of chemical waste, offering economic and environmental benefits.
- Widespread adoption of these algorithms can significantly advance circular economy principles in the chemical industry.
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