Modeling
Status: Under Development
The purpose of Modeling was to characterize expression vectors in terms of expression level and time-delay, all activated by a diffusing inducer.
Using simple enzyme kinetics equations, we elected to mathematically simulate the following model:
Variables:
Iex: External Inducer, determined by diffusion through Fick's law (IPTG in our experiment)
Iin: Internal Inducer (IPTG)
Ii: Inducer bound to Repressor (IPTG bound to lacI)
i: Repressor (lacI)
Db: Repressor-bound DNA (lacI-bound DNA(CHS3) region in plasmid)
Dunb: transcribe-able or Repressor-unbound DNA (lacI-unbound DNA(CHS3))
Re: mRNA for Enzyme (CHS3 mRNA)
E: Enzyme (CHS3)
S: Substrate (N-Acetyl Glucosamine)
C: Enzyme Substrate Complex (CHS3-(N-Acetyl-Glucosamine)-Chitin or (NAG)n Complex)
P: Protein Product (Chitin or (NAG)n+1)
Matlab was used to generate a theoretical model where IPTG would diffuse down the biofilm as according to Fick's Law of Diffusion and initiate the process. The extracellular substrate concentration was assumed to be much greater than the uptake/use, and so would diffuse in at a constant rate.
This model was fitted with empirical data using cp-lacpi-gfp to estimate the rate constant, and therefore the effects of varying cp, lacpi, and rbs on enzyme and final product production.
MATLAB file provided upon request.
References:
A novel structured kinetic modeling approach for the analysis of plasmid instability in recombinant bacterial cultures
William E. Bentley, Dhinakar S. Kompala
Article first published online: 18 FEB 2004
DOI: 10.1002/bit.260330108
http://onlinelibrary.wiley.com/doi/10.1002/bit.260330108/pdf
Mathematical modeling of induced foreign protein production by recombinant bacteria
Jongdae Lee, W. Fred Ramirez
Article first published online: 19 FEB 2004
DOI: 10.1002/bit.260390608
http://onlinelibrary.wiley.com/doi/10.1002/bit.260390608/pdf
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