Team:ULB-Brussels/modeling/loss
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- | Modelling : | + | Modelling : Loss of the pINDEL </div> |
<div id="maint"> | <div id="maint"> | ||
- | <h1> | + | <h1>Loss of the pINDEL plasmid in LB liquid medium at $42^\circ$C</h1> |
+ | |||
<p> | <p> | ||
- | + | This experiment is performed in order to determine the kinetic of pINDEL loss at $42^\circ$C in a growing <em>E. coli</em> population. A culture of <em>E. coli</em> containing pINDEL is grown at $42^\circ$C and diluted at appropriate times to maintain the bacteria in logarithmic growth phase. | |
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- | + | ||
- | + | ||
- | + | ||
</p> | </p> | ||
+ | |||
+ | <h2>Model</h2> | ||
+ | |||
+ | <h3>Definitions</h3> | ||
<p> | <p> | ||
- | + | Let us begin with a proper definition of the different biological functions that are considered in our model: | |
+ | <ul> | ||
+ | <li>$N$: total number of bacteria in the considered population;</li> | ||
+ | <li>$P$: average number of pINDEL plasmids per bacterium;</li> | ||
+ | <li>$E$: average amount of active RepA101 enzymes per bacterium;</li> | ||
+ | <li>$F$: average amount of active FLP per bacterium;</li> | ||
+ | <li>$G_i (i=1,2,3)$: average amount of the Red recombinase protein $i$ (1 is Gam, 2 is Exo and 3 is Bet), per bacterium.</li> | ||
+ | </ul> | ||
</p> | </p> | ||
+ | |||
+ | <h2>Getting the equations</h2> | ||
<p> | <p> | ||
- | + | Our equation for $E$ and $P$ are the same as in the previous section (section (\ref{Mod42})), but we have $\frac{\dot N}N=k_N$ so that our equations read | |
+ | $$ | ||
+ | \left\{ | ||
+ | \begin{array}{c} | ||
+ | \dot E=C_EP-A_EE-k_NE\label{E42f2}\\ | ||
+ | \dot P=k_P\frac E{E_0}P\left(1-\frac P{P_{max}}\right)-k_NP\label{P42f2} | ||
+ | \end{array} | ||
+ | \right. | ||
+ | $$ | ||
+ | At initial time in this experiment ($t=0$), the average amount of pINDEL plasmids per bacterium is $P_0:=P(0)\approx19$, that is slightly less than the maximum: immediately after the night culture we must have theoretically $P=P_{max}$, but we have to take into account the possible accidents during the manipulations before the beginning of the excision step. Moreover, $E_0:=E(0)\approx5\cdot10^3$. | ||
</p> | </p> | ||
+ | |||
+ | <h2>Solving the equations</h2> | ||
+ | |||
+ | <p> | ||
+ | Those equations can be solved numerically via <em>Mathematica</em>; for realistic values of the parameters, we obtain (fig(\ref{graph10})) and (fig(\ref{graph11})). | ||
+ | <br/> | ||
+ | <img src="https://static.igem.org/mediawiki/2011/8/86/Figure101.png"> | ||
+ | <br/> | ||
+ | <img src="https://static.igem.org/mediawiki/2011/1/1a/Figure102.png" | ||
+ | > This is obtained for $k_N=\frac{\log2}{20\cdot60}\mbox{s}^{-1}$, $C_E=\frac1{18}\mbox{s}^{-1}$, $A_E=\frac{\log{2}}{30}\mbox{s}^{-1}$, $k_P=\frac{\log2}{14.4}\mbox{s}^{-1}$, $E_0=5\cdot10^3$, $P_{max}=20$ and $P_0=19$.} | ||
+ | <br/> | ||
+ | <img src="https://static.igem.org/mediawiki/2011/f/fe/Figure11.png"> | ||
+ | This is obtained for $k_N=\frac{\log2}{20\cdot60}\mbox{s}^{-1}$, $C_E=\frac1{18}\mbox{s}^{-1}$, $A_E=\frac{\log{2}}{30}\mbox{s}^{-1}$, $k_P=\frac{\log2}{14.4}\mbox{s}^{-1}$, $E_0=5\cdot10^3$, $P_{max}=20$ and $P_0=19$.} | ||
<p> | <p> | ||
- | + | We can observe that $E$ decreases very rapidly and cancels out, in such a way that | |
+ | \begin{equation} | ||
+ | \dot P\approx-k_NP\quad\Rightarrow P\approx P_0e^{-k_Nt} | ||
+ | \end{equation} | ||
+ | The average amount of Pindel plasmids per bacterium becomes insignificant as soon as $t\approx 1/k_N\approx 1730\mbox{s}=28\mbox{min}50\mbox{s}$. | ||
</p> | </p> | ||
<p> | <p> | ||
- | + | It is important to point out that, again, the solution of our model only shows a small sensitivity to the parameters, around the estimated values: a small error on the parameters only leads to a small error in the solution, as we can easily notice by moving the parameters in a confidence interval around the estimated values. | |
</p> | </p> | ||
Latest revision as of 04:35, 22 September 2011
Loss of the pINDEL plasmid in LB liquid medium at $42^\circ$C
This experiment is performed in order to determine the kinetic of pINDEL loss at $42^\circ$C in a growing E. coli population. A culture of E. coli containing pINDEL is grown at $42^\circ$C and diluted at appropriate times to maintain the bacteria in logarithmic growth phase.
Model
Definitions
Let us begin with a proper definition of the different biological functions that are considered in our model:
- $N$: total number of bacteria in the considered population;
- $P$: average number of pINDEL plasmids per bacterium;
- $E$: average amount of active RepA101 enzymes per bacterium;
- $F$: average amount of active FLP per bacterium;
- $G_i (i=1,2,3)$: average amount of the Red recombinase protein $i$ (1 is Gam, 2 is Exo and 3 is Bet), per bacterium.
Getting the equations
Our equation for $E$ and $P$ are the same as in the previous section (section (\ref{Mod42})), but we have $\frac{\dot N}N=k_N$ so that our equations read $$ \left\{ \begin{array}{c} \dot E=C_EP-A_EE-k_NE\label{E42f2}\\ \dot P=k_P\frac E{E_0}P\left(1-\frac P{P_{max}}\right)-k_NP\label{P42f2} \end{array} \right. $$ At initial time in this experiment ($t=0$), the average amount of pINDEL plasmids per bacterium is $P_0:=P(0)\approx19$, that is slightly less than the maximum: immediately after the night culture we must have theoretically $P=P_{max}$, but we have to take into account the possible accidents during the manipulations before the beginning of the excision step. Moreover, $E_0:=E(0)\approx5\cdot10^3$.
Solving the equations
Those equations can be solved numerically via Mathematica; for realistic values of the parameters, we obtain (fig(\ref{graph10})) and (fig(\ref{graph11})).
This is obtained for $k_N=\frac{\log2}{20\cdot60}\mbox{s}^{-1}$, $C_E=\frac1{18}\mbox{s}^{-1}$, $A_E=\frac{\log{2}}{30}\mbox{s}^{-1}$, $k_P=\frac{\log2}{14.4}\mbox{s}^{-1}$, $E_0=5\cdot10^3$, $P_{max}=20$ and $P_0=19$.}
This is obtained for $k_N=\frac{\log2}{20\cdot60}\mbox{s}^{-1}$, $C_E=\frac1{18}\mbox{s}^{-1}$, $A_E=\frac{\log{2}}{30}\mbox{s}^{-1}$, $k_P=\frac{\log2}{14.4}\mbox{s}^{-1}$, $E_0=5\cdot10^3$, $P_{max}=20$ and $P_0=19$.}
We can observe that $E$ decreases very rapidly and cancels out, in such a way that \begin{equation} \dot P\approx-k_NP\quad\Rightarrow P\approx P_0e^{-k_Nt} \end{equation} The average amount of Pindel plasmids per bacterium becomes insignificant as soon as $t\approx 1/k_N\approx 1730\mbox{s}=28\mbox{min}50\mbox{s}$.
It is important to point out that, again, the solution of our model only shows a small sensitivity to the parameters, around the estimated values: a small error on the parameters only leads to a small error in the solution, as we can easily notice by moving the parameters in a confidence interval around the estimated values.