A. Varma et Bo. Palsson, STOICHIOMETRIC FLUX BALANCE MODELS QUANTITATIVELY PREDICT GROWTH AND METABOLIC BY-PRODUCT SECRETION IN WILD-TYPE ESCHERICHIA-COLI W3110, Applied and environmental microbiology, 60(10), 1994, pp. 3724-3731
Flux balance models of metabolism use stoichiometry of metabolic pathw
ays, metabolic demands of growth, and optimality principles to predict
metabolic flux distribution and cellular growth under specified envir
onmental conditions. These models have provided a mechanistic interpre
tation of systemic metabolic physiology, and they are also useful as a
quantitative tool for metabolic pathway design. Quantitative predicti
ons of cell growth and metabolic by-product secretion that are experim
entally testable can be obtained from these models. In the present rep
ort, we used independent measurements to determine the model parameter
s for the wild-type Escherichia coli strain W3110. We experimentally d
etermined the maximum oxygen utilization rate (15 mmol of O-2 per g [d
ry weight] per h), the maximum aerobic glucose utilization rate (10.5
mmol of Glc per g [dry weight] per h), the maximum anaerobic glucose u
tilization rate (18.5 mmol of Glc per g [dry weight] per h), the non-g
rowth-associated maintenance requirements (7.6 mmol of ATP per g [dry
weight] per h), and tbe growth-associated maintenance requirements (13
mmol of ATP per g of biomass). The flux balance model specified by th
ese parameters was found to quantitatively predict glucose and oxygen
uptake rates as well as acetate secretion rates observed in chemostat
experiments. We have formulated a predictive algorithm in order to app
ly the flux balance model to describe unsteady-state growth and by-pro
duct secretion in aerobic batch, fed-batch, and anaerobic batch cultur
es. In aerobic experiments we observed acetate secretion, accumulation
in the culture medium, and reutilization from the culture medium. In
fed-batch cultures acetate is cometabolized with glucose during the la
ter part of the culture period. Anaerobic batch culture is observed to
primarily secrete the by-products acetate, ethanol, and formate. The
flux balance model was found to quantitatively predict the time profil
es of cell density and glucose and by-product concentrations in the ab
ove-described experiments. Taken together, the experimental data and m
odel predictions presented show that observed growth and by-product se
cretion of wild-type E. coli are consistent with stoichiometrically op
timal pathway utilization. Flux balance models can thus be used to des
cribe prokaryotic metabolic physiology, and they can be applied to bio
process design and control.