Endy:Chassis engineering/VM2.0

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VM2.0 regulation design considerations

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Regulation scheme for VM2.0
  1. Stability
    • Noise
      • analytical stability analysis on very simple model or Routh-Hurwitz analysis for full model
      • parameter sensitivity analysis
    • Response time
      • Better to have this fast or slow (slow response time averages out short time scale fluctuations)
  2. Self-booting/controlled
    • Ability to turn on or off
    • Portability
  3. Tunable
    • Pros and cons of DNA copy number, promoter strength, repressor affinities etc.
  4. Efficient
    • Minimizing levels of repressor needed
    • Minimizing consumption of small molecules
What are the metrics for each of the design considerations?


Reduced Model

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Reduced network for VM2.0
  • Two species, RNAP (activator) and repressor
  • Continuous differential equations
  • MATLAB
  • Dimensionless variables, lumped parameters.
  • Parameterized for T7 RNAP, "typical" repressor


Failed to parse (Missing texvc executable; please see math/README to configure.): \dot{[u]} = \frac{a_{0}+a_{1}[u]}{1+[u]+[v]^{n}}-[u]\qquad(1)


Failed to parse (Missing texvc executable; please see math/README to configure.): \dot{[v]} = \frac{b_{0}+b_{1}[u]}{1+[u]+[v]^{n}}-[v]\qquad(2)


Failed to parse (Missing texvc executable; please see math/README to configure.): \displaystyle [u]

= dimensionless concentration of T7 RNAP


Failed to parse (Missing texvc executable; please see math/README to configure.): \displaystyle [v]

= dimensionless concentration of repressor



If I assume that the two species are expressed in a constant ratio (i.e polycistronic expression or under promoters of proportional strength and have similar degradation rates) then the two equations can be reduced to one -

Failed to parse (Missing texvc executable; please see math/README to configure.): \dot{[u]} = \frac{a_{0}+a_{1}[u]}{1+[u]+r[u]^{n}}-[u]\qquad(3)



Big questions to answer

  1. What are the steady state levels of RNAP/Repressor as a function of parameters?
    • Setting the LHS of Equation 3 to 0 and solving for the steady state level, Failed to parse (Missing texvc executable; please see math/README to configure.): \displaystyle u_{ss}
with Failed to parse (Missing texvc executable; please see math/README to configure.): \scriptstyle n=2
and ignoring small terms, the (single) fixed point, is Failed to parse (Missing texvc executable; please see math/README to configure.): u_{ss} = \frac{\sqrt{a_{1}}}{r}
  1. What is the material usage like?
  2. What happens when RNAP level drops suddenly (e.g. when another T7 reporter in the cell is derepressed.)

Reduced model results

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Time Course for RNAP and repressor species in reduced model
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Nullclines and fixed point for plausible parameter values


Species

  1. T7 RNAP
  2. Repressor
  3. Ribosomes
  4. Repressible T7 promoter
  5. T7RNAP-promoter complex
  6. Repressor-promoter complex
  7. T7 RNAP mRNA
  8. Repressor mRNA
  9. Elongating T7 RNAP
  10. Elongating Ribosomes
  11. etc.

Model analysis notes

  • A cooperative autogene network can exhibit bistability or monostability depending on parameter values (7.81). Does this apply if there is no cooperativity?
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