Metabolic pathways reconstruction by frequency and amplitude response to forced glycolytic oscillations in yeast.
The hypothesis that frequency and amplitude response can be used in a complicated metabolic pathway kinetics model for optimal parameter estimation, as speculated by its successful prior usage for a mechanical oscillator and a heterogeneous chemical system, is tested here. Given the complexity of the glycolysis model of yeast chosen, this question is limited to three kinetics parameters of the 87 in the in vitro model developed in the literature. The direct application of the approach, used with the uninformed selection of operating conditions for the oscillation of external glucose concentration, led to miring the data assimilation process in local minima. Application of linear systems theory, however, identified two natural resonant frequencies that, when excited by external forced oscillations of the same frequency, result in the expression of many harmonics in the Fourier spectra, that is, information-rich experiments. A single such information-rich experiment at one of the resonant frequencies was sufficient to break away from the local minima to find the optimum kinetics parameter estimates. The resonant frequencies themselves represent oscillation modes in glycolysis akin to those previously observed. Furthermore, operation of the bioreactor with large amplitude oscillations of glucose feed (25%) leads to enhanced ethanol average yield by 1.6% at the resonant frequency.
Zimmerman
William B
WB
Department of Chemical and Process Engineering, University of Sheffield, Newcastle Street, Sheffield S1 3JD England. w.zimmerman@shef.ac.uk
D019149:Bioreactors; D001709:Biotechnology / Q000379:methods*; D000431:Ethanol / Q000737:chemistry; D005285:Fermentation; D005583:Fourier Analysis; D005947:Glucose / Q000378:metabolism; D006019:Glycolysis; D007700:Kinetics; D008954:Models, Biological; D008956:Models, Chemical; D015233:Models, Statistical; D009991:Oscillometry; D012441:Saccharomyces cerevisiae / Q000378:metabolism; D012680:Sensitivity and Specificity; D013597:Systems Analysis; D013598:Systems Theory; D013997:Time Factors
D000431:Ethanol; D005947:Glucose