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AFP: Finding pathways accounting for stoichiometry along with atom group tracking in metabolic network
Yiran Huang1, Tao Ma2, Zhiyuan Wan2
1School of Computer and Electronics and Information, Guangxi University, Nanning, China; Guangxi Key Laboratory of Multimedia Communications and Network Technology, Guangxi University, Nanning, China; Key Laboratory of Parallel, Distributed and Intelligent Computing, (Guangxi University), Education Department of Guangxi Zhuang Autonomous Region, Guangxi University, Nanning, China; Guangxi Intelligent Digital Services Research Center of Engineering Technology, Guangxi University, Nanning, China.
Abstract:
Automatically finding novel pathways plays an important role in the initial designs of metabolic pathways in synthetic biology and metabolic engineering. Although path-finding methods have been successfully applied in identifying valuable synthetic pathways, few efforts have been made in fusing atom group tracking into building stoichiometry model to search metabolic pathways from arbitrary start compound via Mixed Integer Linear Programming (MILP). We propose a novel method called AFP to find metabolic pathways by incorporating atom group tracking into reaction stoichiometry via MILP. AFP tracks the movements of atom groups in the reaction stoichiometry to construct MILP model to search the pathways containing atom groups exchange in the reactions and adapts the MILP model to provide the options of searching pathways from an arbitrary or given compound to the target compound. Combining atom group tracking with reaction stoichiometry to build MILP model for pathfinding may promote the search of well-designed alternative pathways at the stoichiometric modeling level. The experimental comparisons to the known pathways show that our proposed method AFP is more effective to recover the known pathways than other existing methods and is capable of discovering biochemically feasible pathways producing the metabolites of interest.
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