Difference between revisions of "Team:Heidelberg/Modelling/rtsms"
Line 26: | Line 26: | ||
<div class="panel panel‐default"> | <div class="panel panel‐default"> | ||
<div class="panel‐heading"> | <div class="panel‐heading"> | ||
− | <h3 class="basicheader"> | + | <h3 class="basicheader"> Studying determinants of polymerase efficiency based on an aptamer sensor </h3> |
</div> <!-- panel-heading --> | </div> <!-- panel-heading --> | ||
<div class="panel‐body"> | <div class="panel‐body"> | ||
Line 32: | Line 32: | ||
<div class="col-lg-12"> | <div class="col-lg-12"> | ||
<p class="basictext"> | <p class="basictext"> | ||
− | |||
− | |||
<p> | <p> | ||
<img src="https://static.igem.org/mediawiki/2015/5/5e/Asdfgh1253555554.png" style="width:10=%;"> | <img src="https://static.igem.org/mediawiki/2015/5/5e/Asdfgh1253555554.png" style="width:10=%;"> | ||
Line 197: | Line 195: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[P]}{dt}=-k_{on}[T][P]+k_{off}[T_{act}]-k_{deg,P}[P]$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 211: | Line 205: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $[P](t)=[P](t_{0})\exp\left(-k_{deg,P}t\right)$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 225: | Line 215: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[P]}{dt}=-k_{on}[T][P]+k_{off}[T_{act}]$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 245: | Line 231: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[T]}{dt}=-k_{on}[T][P]+k_{off}[T_{act}]$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 259: | Line 241: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $[T]=[T_{tot}]-[T_{act}]$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 279: | Line 257: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[T_{act}]}{dt}=k_{on}[T][P]-k_{off}[T_{act}]$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 293: | Line 267: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $[T_{act}]=\frac{[T_{tot}][P]}{K_{d,P}}$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 313: | Line 283: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[A]}{dt}=-k_{syn}[A][T_{act}]-k_{deg,A}[A]$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 327: | Line 293: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | \frac{d[A]}{dt}=-k_{syn}\frac{[A][T_{act}]}{K_{m,T}+[T_{act}]}-k_{deg,A}[A]</p> | + | $\frac{d[A]}{dt}=-k_{syn}\frac{[A][T_{act}]}{K_{m,T}+[T_{act}]}-k_{deg,A}[A]$</p> |
<p> | <p> | ||
</p> | </p> | ||
Line 339: | Line 305: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[A]}{dt}=-k_{syn}[A][T_{act}]$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 359: | Line 321: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[M]}{dt}=\frac{k_{syn}}{n_{A}}[A][T_{act}]$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 373: | Line 331: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[M]}{dt}=\frac{k_{syn}}{n_{A}}\frac{[A][T_{act}]}{K_{m,T}+[T_{act}]}$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 387: | Line 341: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[M]}{dt}=\frac{k_{syn}}{n_{A,0}\frac{[A]^{k}}{[T_{act}]^{l}}}[A][T_{act}]=\frac{k_{syn}}{n_{A,0}}[A]^{1-k}[T_{act}]^{1+j}$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 401: | Line 351: | ||
<td style="width:436px;"> | <td style="width:436px;"> | ||
<p> | <p> | ||
− | + | $\frac{d[M]}{dt}=\frac{k_{syn}}{n_{A,0}\frac{[A]}{[T_{act}]^{l}}}[A][T_{act}]=\frac{k_{syn}}{n_{A,0}}[T_{act}]^{1+j}$</p> | |
− | + | ||
− | + | ||
− | + | ||
− | + | ||
</td> | </td> | ||
</tr> | </tr> | ||
Line 444: | Line 390: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | k_{deg,A}</p> | + | $k_{deg,A}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 466: | Line 412: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | k_{deg,P}</p> | + | $k_{deg,P}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 488: | Line 434: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | k_{on,P}</p> | + | $k_{on,P}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 510: | Line 456: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | k_{off,P}</p> | + | $k_{off,P}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 554: | Line 500: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | k_{syn,M,P=1c_0}</p> | + | $k_{syn,M,P=1c_0}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 576: | Line 522: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | n_{A_0,P=1c_0}</p> | + | $n_{A_0,P=1c_0}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 598: | Line 544: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | k_{syn,M,P=0.5c_0}</p> | + | $k_{syn,M,P=0.5c_0}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 620: | Line 566: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | n_{A_0,P=0.5c_0}</p> | + | $n_{A_0,P=0.5c_0}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 642: | Line 588: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | k_{syn,M,P=0.1c_0}</p> | + | $k_{syn,M,P=0.1c_0}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 664: | Line 610: | ||
<td style="width:143px;"> | <td style="width:143px;"> | ||
<p> | <p> | ||
− | n_{A_0,P=0.1c_0}</p> | + | $n_{A_0,P=0.1c_0}$</p> |
</td> | </td> | ||
<td style="width:98px;"> | <td style="width:98px;"> | ||
Line 693: | Line 639: | ||
</div> | </div> | ||
</div> | </div> | ||
− | |||
− | |||
− | |||
</p> | </p> | ||
</div> <!-- col-lg-12 --> | </div> <!-- col-lg-12 --> | ||
Line 707: | Line 650: | ||
</body> | </body> | ||
</html> | </html> | ||
− | |||
− | |||
− | |||
− | |||
− | |||
− | |||
− | |||
− | |||
− | |||
− | |||
− | |||
− | |||
− | |||
− |
Latest revision as of 01:50, 2 October 2015
Studying determinants of polymerase efficiency based on an aptamer sensor
Table 3 shows iterative steps, which lead to the refined model version 4. Further modifying this variant to the models 4a, 4b or 4c did not improve fit quality.
Table 3. Stepwise changes from the basic model to the optimal variant 4 and to simplifications of variant 4 to variants 4a to 4c
Model variant |
Subsequent modifications relative to basic model or previous variant |
Changes in fitting quality |
1 |
Michaelis-Menten instead of linear kinetics for active template |
no improvement |
2 |
Individual $k_{syn}$ and $n_A$ values for different polymerase concentrations |
improvement |
3 |
$n_A$ depends on function of $T_{act}$ and $A$ $n_A=n_{A,0} A^{k} /T_{act}^{l}$ |
improvement, $k\approx0$
|
4, best model |
Setting $k=0$ |
improvement |
4a |
No degradation of P in variant 4 |
decrease |
4b |
No degradation of A in variant 4 |
decrease |
4c |
Binding of $P$ to $T$ in steady state in variant 4 |
decrease |
Table 4. Model equations for the basic model and Variants 1 to 4c
Model species |
Variant |
Equation |
$P$ |
Basic model Variants 1 to 4, 4c |
$\frac{d[P]}{dt}=-k_{on}[T][P]+k_{off}[T_{act}]-k_{deg,P}[P]$ |
Variant 4a |
$[P](t)=[P](t_{0})\exp\left(-k_{deg,P}t\right)$ |
|
Variant 4b |
$\frac{d[P]}{dt}=-k_{on}[T][P]+k_{off}[T_{act}]$ |
|
$T$ |
Basic model Variants 1 to 4, 4b, 4c |
$\frac{d[T]}{dt}=-k_{on}[T][P]+k_{off}[T_{act}]$ |
Variant 4a |
$[T]=[T_{tot}]-[T_{act}]$ |
|
$T_{act}$ |
Basic model Variants 1 to 4, 4b, 4c |
$\frac{d[T_{act}]}{dt}=k_{on}[T][P]-k_{off}[T_{act}]$ |
Variant 4a |
$[T_{act}]=\frac{[T_{tot}][P]}{K_{d,P}}$ |
|
$A$ |
Basic model Variants 2 to 4, 4a, 4b |
$\frac{d[A]}{dt}=-k_{syn}[A][T_{act}]-k_{deg,A}[A]$ |
Variant 1 |
$\frac{d[A]}{dt}=-k_{syn}\frac{[A][T_{act}]}{K_{m,T}+[T_{act}]}-k_{deg,A}[A]$
|
|
Variant 4c |
$\frac{d[A]}{dt}=-k_{syn}[A][T_{act}]$ |
|
$M$ |
Basic model, Variant 2 |
$\frac{d[M]}{dt}=\frac{k_{syn}}{n_{A}}[A][T_{act}]$ |
Variants 1 |
$\frac{d[M]}{dt}=\frac{k_{syn}}{n_{A}}\frac{[A][T_{act}]}{K_{m,T}+[T_{act}]}$ |
|
Variant 3 |
$\frac{d[M]}{dt}=\frac{k_{syn}}{n_{A,0}\frac{[A]^{k}}{[T_{act}]^{l}}}[A][T_{act}]=\frac{k_{syn}}{n_{A,0}}[A]^{1-k}[T_{act}]^{1+j}$ |
|
Variants 4, 4a, 4b, 4c |
$\frac{d[M]}{dt}=\frac{k_{syn}}{n_{A,0}\frac{[A]}{[T_{act}]^{l}}}[A][T_{act}]=\frac{k_{syn}}{n_{A,0}}[T_{act}]^{1+j}$ |
Table 5. Parameter estimates for switchable AptaBody candidates
parameter |
best fit |
lower CI |
upper CI |
% |
$k_{deg,A}$ |
0,00001055 |
0,000009087 |
0,00001157 |
23,5 |
$k_{deg,P}$ |
0,000307 |
0,0002983 |
0,0003017 |
1,1 |
$k_{on,P}$ |
0,002639 |
0,0007579 |
0,0007629 |
0,2 |
$k_{off,P}$ |
0,002742 |
0,003122 |
0,003196 |
2,7 |
l |
0,09085 |
0,07886 |
0,07999 |
1,2 |
$k_{syn,M,P=1c_0}$ |
0,06863 |
0,2054 |
0,2060 |
0,9 |
$n_{A_0,P=1c_0}$ |
126,67 |
126,4511826 |
127,8631277 |
3,2 |
$k_{syn,M,P=0.5c_0}$ |
0,02570 |
0,25683523 |
0,257400898 |
0,7 |
$n_{A_0,P=0.5c_0}$ |
425,8 |
421,0343254 |
428,7790799 |
5,8 |
$k_{syn,M,P=0.1c_0}$ |
0,5591 |
1,930027572 |
1,932774173 |
0,5 |
$n_{A_0,P=0.1c_0}$ |
293,5 |
159,0489132 |
Infinity |
Infinity |