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CFSA: Comparative flux sampling analysis as a guide for strain design

Rik P. van Rosmalen, Sara Moreno‐Paz, Zeynep Efsun Duman‐Özdamar, María Suárez‐Diez

2024Metabolic Engineering Communications11 citationsDOIOpen Access PDF

Abstract

Genome-scale metabolic models of microbial metabolism have extensively been used to guide the design of microbial cell factories, still, many of the available strain design algorithms often fail to produce a reduced list of targets for improved performance that can be implemented and validated in a step-wise manner. We present Comparative Flux Sampling Analysis (CFSA), a strain design method based on the extensive comparison of complete metabolic spaces corresponding to maximal or near-maximal growth and production phenotypes. The comparison is complemented by statistical analysis to identify reactions with altered flux that are suggested as targets for genetic interventions including up-regulations, down-regulations and gene deletions. We applied CFSA to the production of lipids by Cutaneotrichosporon oleaginosus and naringenin by Saccharomyces cerevisiae identifying engineering targets in agreement with previous studies as well as new interventions. CFSA is an easy-to-use, robust method that suggests potential metabolic engineering targets for growth-uncoupled production that can be applied to the design of microbial cell factories.

Topics & Concepts

Metabolic engineeringFlux balance analysisFlux (metallurgy)Metabolic flux analysisSaccharomyces cerevisiaeBiochemical engineeringSampling (signal processing)Computational biologyStrain (injury)NaringeninProduction (economics)Computer scienceBiologyBiological systemBiotechnologyData miningGeneGeneticsEngineeringChemistryBiochemistryMetabolismEconomicsAnatomyAntioxidantFilter (signal processing)Computer visionMacroeconomicsFlavonoidOrganic chemistryMicrobial Metabolic Engineering and BioproductionBiofuel production and bioconversionGene Regulatory Network Analysis
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