R. Cubarsi et al., NUMERICAL TECHNIQUES AND MATHEMATICAL-MODELING FOR CI857-CONTROLLED GENE-EXPRESSION AND CELL-GROWTH IN RECOMBINANT ESCHERICHIA-COLI, IMA journal of mathematics applied in medicine and biology, 15(3), 1998, pp. 257-278
Recombinant gene expression, monitored by beta-galactosidase activity,
is studied in a p(L), p(R)-CI857 plasmid expression system in tempera
ture-induced E. coli batch cultures. The experimental procedure has be
en mathematically modelled, and the corresponding parameters are estim
ated from specific statistical and numerical methods, basically by usi
ng a global least-squares procedure under some constraints induced by
the model. The numerical techniques proposed in this work act by accum
ulation of data coming from several runs of the modelled experiment, s
o that more accuracy is obtained in the parameter estimation. In parti
cular, for the production process, an extra-model parameter depending
on an indicator vector is introduced for each run of the experiment in
order to globalize the data. The analysis of the data obtained leads
to an integrated model for both cell growth and gene expression, which
describes an asymmetric dynamics between culture growth and recombina
nt protein yield, and can serve to predict the maximal value of accumu
lated gene expression and the time required for it to be achieved at a
ny age of the preinducing cell growth.