The Input-dependent model

For this model, we no longer assume a trivial process of repression of lacI being liften and QS being turned on. The LacI repression is now a repression / induction hill function with a K_d of 1200 molecules per cell for IPGT forming IPGT lacI complexes. We assume IPGT leaks into the cell from outside. We only set the outside concentration of IPGT. For quorum sensing all we set is an elevated HSL concentration outside which is free to defuse in. We now include a feedback loop into the QS mechanism. To do this we attach a lux box onto the plasmid for producing luxR and luxI, like so:

However, we are taking the production strengths of this lux box to be reduced in comparison to our lux box for producing X, Y and cI. The strengths are

Production max for X, Y and cI = 0.44 pops

taken from the iGEM page of ***** and personal communication with **** on ****

Production min for X Y and cI = 0.013 pops

taken from *****

Production max for QS feedback = 0.002 pops

Production min for QS feedback = 0.00015 pops

These values are taken from the paper “ FIOADAOIDFJAOFJASDIOJASOIJADOAJSDAFOJAFOAJSD”

An important new parameter is K_P. This is the dissociation constant for “P” activating the lux boxes. P is the luxR/HSL complex . To take a break from the wordy descriptions we will now show some small sections of results for this model, which should be easily interpretable after following the section about the Monte Carlo analysis

Level of K_P required for system to function

here we use a Monte Carlo simulation to determine the value of K_P in molecules per cell that is required for the system to function (note that the IPTG and HSL input levels added are both 10000 molecules)

Relationship between K_TetR and K_CI when K_P is 50

We notice that K_P must be around 50 molecules to let the system function. We will now explore the relationship between K_TetR and K_CI at the value of K_P=50 molecules per cell. for this simulation we set the HSL and IPTG input levels to 50,000 molecules. In our next section we will try to calculate the minimum levels of HSL and IPTG required to activate the system correctly.

The graph shows a great deal of stochastic fluctuation, which shows this system is not very robust. Increasing K_P above 50 greatly increases this problem, as does decreasing HSL outside below 50,000.

Our estimation for K_TetR and K_CI suggest that K_TetR is less than K_CI. We assume the worst case value for these two dissociation constants and set them equal to each other, at K_TetR = K_CI = 7000 molecules per cell.

Required input levels of IPTG and HSL

We start by going from 5,000 molecules to 100,000 molecules for HSL and from 10 molecules to 5,000 molecules for IPTG. we see that the sysem requires only around 2000 molecules of IPTG outside, although it benefits slighty when it is exposed to more. Note that the graphs color bar only extends from 55% of X production to 70% of X production. There appears to be no disernable effect in increasing the HSL outside, although when it is above 70,000 it seems to reduce the stochastic effects that stop the system lysing.

We now look at a graph showing HSL at values below 5000 molecules.

How the system should run

Here are the following assumptions that need to make

K_P has to be ~50 molecules per cell

K_TetR has to be ~ molecules per cell

K_CI has to be ~ molecules per cell

the input level of HSL has to be ~molecules

the input level of IPTG has to be ~molecules

Relationship between K_TetR and K_CI when K_P is 100