Abstract
Feast-famine cycles in biological wastewater resource recovery systems select for bacterial species that accumulate intracellular storage compounds such as poly-β-hydroxybutyrate (PHB), glycogen, and triacylglycerols (TAG). These species survive better the famine phase and resume rapid substrate uptake at the beginning of the feast phase faster than microorganisms unable to accumulate storage. However, ecophysiological conditions favouring the accumulation of either storage compounds remain to be clarified, and predictive capabilities need to be developed to eventually rationally design reactors producing these compounds. Using a genome-scale metabolic modelling approach, the storage metabolism of Rhodococcus jostii RHA1 was investigated for steady-state feast-famine cycles on glucose and acetate as the sole carbon sources. R. jostii RHA1 is capable of accumulating the three storage compounds (PHB, TAG, and glycogen) simultaneously. According to the experimental observations, when glucose was the substrate, feast phase chemical oxygen demand (COD) accumulation was similar for the three storage compounds; when acetate was the substrate, however, PHB accumulation was 3 times higher than TAG accumulation and essentially no glycogen was accumulated. These results were simulated using the genome-scale metabolic model of R. jostii RHA1 (iMT1174) by means of flux balance analysis (FBA) to determine the objective functions capable of predicting these behaviours. Maximization of the growth rate was set as the main objective function, while minimization of total reaction fluxes and minimization of metabolic adjustment (environmental MOMA) were considered as the sub-objective functions. The environmental MOMA sub-objective performed better than the minimization of total reaction fluxes sub-objective function at predicting the mixture of storage compounds accumulated. Additional experiments with 13C-labelled bicarbonate (HCO3−) found that the fluxes through the central metabolism reactions during the feast phases were similar to the ones during the famine phases on acetate due to similarity in the carbon sources in the feast and famine phases (i.e., acetate and poly-β-hydroxybutyrate, respectively); this suggests that the environmental MOMA sub-objective function could be used to analyze successive environmental conditions such as the feast and famine cycles while the metabolically similar carbon sources are taken up by microorganisms.
Highlights
Biological wastewater resource recovery systems are often highly dynamic with regard to availability of external electron donors [1]
As we propose a new application of the minimization of metabolic adjustment (MOMA) principle, the fluxes of the central metabolic reactions of R. jostii RHA1 were determined during the feast and famine cycle by labelling amino acids with 13C-bicarbonate added at the beginning of either the feast or the famine phases
The storage metabolism of R. jostii RHA1 was investigated during steady-state feast-famine cycles on glucose and acetate as the sole carbon sources by means of its genomescale metabolic model and the flux balance analysis (FBA) approach, and it was experimentally validated
Summary
Biological wastewater resource recovery systems are often highly dynamic with regard to availability of external electron donors [1]. The biomass is subjected to cycles of feast and famine, with the feast phase being the period when external electron donors (i.e., carbon and energy source in the case of heterotrophic growth) is available, and the famine phase being the starvation period when growth and maintenance energy is from the oxidation of internal storage compounds or of functional macromolecules [1]. Such cycles profoundly affect the microbial ecology and the metabolism of bacterial species present in these environments. These predictive capabilities will facilitate optimization of reactors designed to produce value-added by-products from wastewater
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