Team:USTC CHINA/Modeling/KillSwitch
From 2013.igem.org
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<h2>Discussions on the constants</h2> | <h2>Discussions on the constants</h2> | ||
<p align="justify"> | <p align="justify"> | ||
- | All the constants given above is steady and theoretically measurable when all the conditions are constant. For example, we could measure k<sub>0</sub> by constructing a new engineered bacteria, which contains the gene encoding SdpC and marker gene alone and observing the influence of the concentration of SdpC on its expression. Yet any modification on genome is notoriously time-consuming, which inhibited us from measuring them in person. We also looked up oceans of papers to confer their approximate ranges, but almost all papers are too fragmental to afford any valid information. Therefore, we decided to assume all these constant according to our limited information and make a qualitative analysis instead of quantifiable analysis. All units and dimensions were temporarily ignored. In other words, our model aims at justifying the validity of this suicide mechanism rather than predicting the exact time or any other parameters of the system. | + | All the constants given above is steady and theoretically measurable when all the conditions are constant. For example, we could measure k<sub>0</sub> by constructing a new engineered bacteria, which contains the gene encoding SdpC and marker gene alone and observing the influence of the concentration of SdpC on its own expression. Yet any modification on genome is notoriously time-consuming, which inhibited us from measuring them in person. We also looked up oceans of papers to confer their approximate ranges, but almost all papers are too fragmental to afford any valid information. Therefore, we decided to assume all these constant according to our limited information and make a qualitative analysis instead of quantifiable analysis, while in fact the latter one is impossible. All units and dimensions were temporarily ignored. In other words, our model aims at justifying the validity of this suicide mechanism rather than predicting the exact time or any other parameters of the system. |
Despite the fact that we have hardly any accurate data on these constants, there are some limitations that we extrapolated from known information before we further explore this model:</br> | Despite the fact that we have hardly any accurate data on these constants, there are some limitations that we extrapolated from known information before we further explore this model:</br> | ||
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<li>k<sub>0</sub>>>k<sub>4</sub>≈k<sub>7</sub>: k<sub>0</sub>,k<sub>4</sub> and k<sub>7</sub> represent the normal expression rate of SdpC, SdpR and SdpC separately, and the copy number of SdpC is much larger than that of SdpR and SdpI, whereas the value of the latter two is approximately equal;</li> | <li>k<sub>0</sub>>>k<sub>4</sub>≈k<sub>7</sub>: k<sub>0</sub>,k<sub>4</sub> and k<sub>7</sub> represent the normal expression rate of SdpC, SdpR and SdpC separately, and the copy number of SdpC is much larger than that of SdpR and SdpI, whereas the value of the latter two is approximately equal;</li> | ||
<li>k<sub>2</sub>>>k<sub>9</sub>: the existence of free SdpR represses the expression of both SdpI and SdpC, and similarly, since the copy number of SdpC is much higher, we expected the repression effect was stronger accordingly;</li> | <li>k<sub>2</sub>>>k<sub>9</sub>: the existence of free SdpR represses the expression of both SdpI and SdpC, and similarly, since the copy number of SdpC is much higher, we expected the repression effect was stronger accordingly;</li> | ||
- | <li>k<sub>10</sub>>>k<sub>3</sub>,k<sub>6</sub>:it is hard to predict the value of k<sub>3</sub> and k<sub>8</sub>, yet we suppose both of them is much smaller than k<sub>10</sub> because SdpI is a | + | <li>k<sub>10</sub>>>k<sub>3</sub>,k<sub>6</sub>:it is hard to predict the value of k<sub>3</sub> and k<sub>8</sub>, yet we suppose both of them is much smaller than k<sub>10</sub> because SdpI is a membrane protein inherently, and rarely exists as free protein;</li> |
<li>The primary values of all the six variables are very small or strictly zero. We expect it as the most logical initial status. If the primary value of any variable is relatively large, the suicide mechanism may not run normally</li> | <li>The primary values of all the six variables are very small or strictly zero. We expect it as the most logical initial status. If the primary value of any variable is relatively large, the suicide mechanism may not run normally</li> | ||
</ol> | </ol> | ||
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<h2>Stimulation and discussion</h2> | <h2>Stimulation and discussion</h2> | ||
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- | Simple and rough as the above model is, it does theoretically sound. To test the validity of this model, we first tried to get analytic solution of the ODE set. If this analytic solution exists, we could further investigate the interaction among those variables, and draw some phase planes to get accurate and mathematically perfect | + | Simple and rough as the above model is, it does theoretically sound. To test the validity of this model, we first tried to get analytic solution of the ODE set. If this analytic solution exists, we could further investigate the interaction among those variables, and draw some phase planes to get accurate and mathematically perfect descriptions of this model. Unfortunately but expectedly, the existence of analytic solution was negated by MATLAB, and we had to assume groups of values for these constants in advance and analyze the arithmetic solutions instead. These arithmetic solutions not only justified this mechanism is effective enough to commit cell suicide but also indicated some unexpected, or even weird results that beyond our wildest imagination. There are two possibility accounting for the unexpected results: our model is too rough to include some assignable factor; or there are some implicit but objective limitation inside model, which may be substantiate by later experiments or papers.</br> |
When we explored the arithmetic solutions of this ODE set, we received nearly one hundred warnings from MATLAB and for many times our most powerful computer ran out of its 8GB memory, but sometimes we can receive the solution within seconds. We had adjusted our parameters for several times before we got our first solution. Here is the values of parameters for this group, and the graph of arithmetic solutions is also given:</p> | When we explored the arithmetic solutions of this ODE set, we received nearly one hundred warnings from MATLAB and for many times our most powerful computer ran out of its 8GB memory, but sometimes we can receive the solution within seconds. We had adjusted our parameters for several times before we got our first solution. Here is the values of parameters for this group, and the graph of arithmetic solutions is also given:</p> | ||
<div style="margin-top:20px;"> | <div style="margin-top:20px;"> | ||
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</div></br></br> | </div></br></br> | ||
<img class="linegraph" src="https://static.igem.org/mediawiki/2013/2/26/Suicide1.png" width="450" height="350" /></br></br> | <img class="linegraph" src="https://static.igem.org/mediawiki/2013/2/26/Suicide1.png" width="450" height="350" /></br></br> | ||
- | <div>At the first glance this graph seemed fine. Initially the concentration of SdpC decreased slightly due to the capturing of SdpI and the repression of float SdpR, but gradually the positive feedback loop works, and C<sub>f</sub> increases rapidly. But when we turned our attention to the curves of other parameters, things seemed not so | + | <div>At the first glance this graph seemed fine. Initially the concentration of SdpC decreased slightly due to the capturing of SdpI and the repression of float SdpR, but gradually the positive feedback loop works, and C<sub>f</sub> increases rapidly. But when we turned our attention to the curves of other parameters, things seemed not so platonic:</div></br> |
<div><img class="linegraph" src="https://static.igem.org/mediawiki/2013/c/cf/Suicide2.png" width="450" height="350" /></br></br> | <div><img class="linegraph" src="https://static.igem.org/mediawiki/2013/c/cf/Suicide2.png" width="450" height="350" /></br></br> | ||
- | <div></br></br></br>The curve of I<sub>m</sub>, C<sub>i</sub> and R<sub>i</sub> contradicted our common sense severely. First, I<sub>m</sub>>C<sub>i</sub>>R<sub>i</sub> is expected to be tenable all the time, which precludes the intersects among the three curves; Second, there is no mechanism in this system that could decrease their concentration, and all of them are increasing function; Third and most serious, never will them be negative, as they represent the concentration of real substances. | + | <div></br></br></br>The curve of I<sub>m</sub>, C<sub>i</sub> and R<sub>i</sub> contradicted our common sense severely. First, I<sub>m</sub>>C<sub>i</sub>>R<sub>i</sub> is expected to be tenable all the time, which precludes the intersects among the three curves; Second, there is no mechanism in this system that could decrease their concentration, and all of them are expected to be increasing function; Third and most serious, never will them be negative, as they represent the concentration of real substances. |
Then we adjusted the parameters slightly for several times. To eliminate those absurd curves, we reconsidered some assumptions. | Then we adjusted the parameters slightly for several times. To eliminate those absurd curves, we reconsidered some assumptions. | ||
Here we listed another representative group of parament values and relative graph:</div></div></br></br> | Here we listed another representative group of parament values and relative graph:</div></div></br></br> | ||
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</table></br></br> | </table></br></br> | ||
- | <div style="float:left; margin-left:330px;margin-top:-350px;width:270px;align="justify;">In this group, we gave up one former assumption and set k<sub>2</sub> equal to k<sub>9</sub>. We also gave positive values to I<sub>m</sub>, C<sub>i</sub> and R<sub>i</sub>, which were considered | + | <div style="float:left; margin-left:330px;margin-top:-350px;width:270px;align="justify;">In this group, we gave up one former assumption and set k<sub>2</sub> equal to k<sub>9</sub>. We also gave positive values to I<sub>m</sub>, C<sub>i</sub> and R<sub>i</sub>, which were considered zero at first. And by groups of stimulations we realized the value of k<sub>2</sub> does matter, as the derivative of C<sub>f</sub> only increased slightly as k<sub>2</sub> lowers, and the positive values failed to avoid the weird phenomenon in the latter three curves.<br/><br/> |
- | We also found that however we adjusted the primary value of I<sub>f</sub> and other parameters, | + | We also found that however we adjusted the primary value of I<sub>f</sub> and other parameters, I<sub>f</sub> dropped into approximately zero extremely rapidly at the initial stage and remained balanced, which might account for why the derivatives of the latter curves were abnormally negative. Thus we modified another assumption and increased k<sub>7</sub>. Here is another group of values and corresponding graph:</div></div></br></br> |
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<p align="justify"> | <p align="justify"> | ||
- | Although the derivative of | + | Although the derivative of I<sub>m</sub> is not seriously positive constantly, the three latter curves seemed much more reasonable. Hence, we extrapolated that although SdpI and SdpR share the same promoter, the expression of SdpI must much faster than SdpR to ensure successful “suicide”. Additionally, the increase of k<sub>7</sub> also represses SdpC, and hence the copy number of SdpC must be larger. |
We kept all other parameters constant and gradually augmented k<sub>0</sub>. The larger k<sub>0</sub>, the more perfect the curve seemed, and here are the values table and graph where k<sub>0</sub> equals 400, 80 times larger than k<sub>4</sub>.</br></p> | We kept all other parameters constant and gradually augmented k<sub>0</sub>. The larger k<sub>0</sub>, the more perfect the curve seemed, and here are the values table and graph where k<sub>0</sub> equals 400, 80 times larger than k<sub>4</sub>.</br></p> | ||
<table border="1" align="center" frame="box"> | <table border="1" align="center" frame="box"> | ||
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<img class="linegraph" src="https://static.igem.org/mediawiki/2013/e/eb/Suicide9.png"></br></br> | <img class="linegraph" src="https://static.igem.org/mediawiki/2013/e/eb/Suicide9.png"></br></br> | ||
<div></br></br></br></br></br></br></br></br></br></br></br></br></br>In spite of minimal abnormal phenomenon (C<sub>f</sub> was negative in later stage), this graph roughly testified that in wild bacterial the concentration of float SdpC will drop to nearly zero quickly. | <div></br></br></br></br></br></br></br></br></br></br></br></br></br>In spite of minimal abnormal phenomenon (C<sub>f</sub> was negative in later stage), this graph roughly testified that in wild bacterial the concentration of float SdpC will drop to nearly zero quickly. | ||
- | In sum, the ODE model of singular | + | In sum, the ODE model of singular cell indicates following results:</br> |
<ol> | <ol> | ||
<li>The character of free SdpC is most affected by k<sub>0</sub>, if the copy number of SdpC is large enough, it is theoretically reasonable to commit suicide;</li> | <li>The character of free SdpC is most affected by k<sub>0</sub>, if the copy number of SdpC is large enough, it is theoretically reasonable to commit suicide;</li> |
Revision as of 15:27, 24 October 2013