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Discovery of hybrid chemical synthesis pathways with DORAnet

Quan Zhang, William W Sprague, Shivani Kozarekar, Stefan C. Pate, Taylor Uekert, Linda J. Broadbelt

2025Digital Discovery6 citationsDOIOpen Access PDF

Abstract

, non-enzymatic) and enzymatic transformations, enabling the discovery of hybrid synthesis pathways. With 390 expert-curated chemical/chemocatalytic reaction rules and 3606 enzymatic rules derived from MetaCyc, it provides extensive flexibility for synthetic chemists and biotechnologists. The framework features customizable network expansion strategies, advanced filtering, and pathway search, ranking, and visualization tools. Validated against known reaction data, DORAnet successfully identified both established and novel synthesis routes for key industrial chemicals. In a case study involving 51 high-volume targets, DORAnet frequently ranked known commercial pathways among the top three results, demonstrating its practical relevance and ranking accuracy, while also uncovering numerous alternative (hybrid) synthesis pathways that were highly ranked.

Topics & Concepts

Key (lock)Computer scienceFlexibility (engineering)Ranking (information retrieval)Biochemical engineeringRelevance (law)Computational biologyVisualizationChemistryOrganic synthesisChemical synthesisSynthetic biologyData scienceProduction (economics)Artificial intelligenceMachine Learning in Materials ScienceComputational Drug Discovery MethodsMicrobial Metabolic Engineering and Bioproduction
Discovery of hybrid chemical synthesis pathways with DORAnet | Litcius