Difference between revisions of "Team:Dundee/Modeling/Fingerprints"
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<h1><highlight class="highlight">Fingerprint Aging</highlight></h1> | <h1><highlight class="highlight">Fingerprint Aging</highlight></h1> | ||
<h3><highlight class="highlight">Analysis and Modeling</highlight></h3> | <h3><highlight class="highlight">Analysis and Modeling</highlight></h3> | ||
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<h3>Overview</h3> | <h3>Overview</h3> | ||
− | <font color="white">< | + | <font color="white"><!--This ensures all font within this tag is white.--><p>PCA overview.</p> |
− | <p>Using a method similar to that of the <u><a href="https://2015.igem.org/wiki/index.php?title=Team:Dundee/Modeling/Biospray">BioSpray models</a></u>, the binding of lanosterol synthase and squalene epoxide to form lanosterol can be investigated. The aim of creating a model describing lanosterol formation is to find the optimum binding rates and optimum initial concentration of lanosterol synthase required in the fingerprint aging device. Ordinary differential equations were used to investigate the concentration of each of the substances over time, and sensitivity analysis was used to find the optimum conditions. Click below to find out more.</font> | + | <p>Using a method similar to that of the <u><a href="https://2015.igem.org/wiki/index.php?title=Team:Dundee/Modeling/Biospray">BioSpray models</a></u><!--this links to another page and underlines the text so that the user is aware that this will link to the other page if clicked.-->, the binding of lanosterol synthase and squalene epoxide to form lanosterol can be investigated. The aim of creating a model describing lanosterol formation is to find the optimum binding rates and optimum initial concentration of lanosterol synthase required in the fingerprint aging device. Ordinary differential equations were used to investigate the concentration of each of the substances over time, and sensitivity analysis was used to find the optimum conditions. Click below to find out more.</font> |
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<h3>Principal Component Analysis</h3> | <h3>Principal Component Analysis</h3> | ||
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Cu vis partem graeci facilisis. Falli inciderint mei no. Assentior suscipiantur mea id. Vis quas electram prodesset cu, choro omnium conclusionemque an his. Vis latine equidem perfecto ad.</font></p> | Cu vis partem graeci facilisis. Falli inciderint mei no. Assentior suscipiantur mea id. Vis quas electram prodesset cu, choro omnium conclusionemque an his. Vis latine equidem perfecto ad.</font></p> | ||
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− | <a href="https://2015.igem.org/Team:Dundee/Modeling/Appendix2#pca" class="btn btn-primary btn-lg pull-right" role="button">Click here to see MATLAB Code</a> | + | <a href="https://2015.igem.org/Team:Dundee/Modeling/Appendix2#pca" class="btn btn-primary btn-lg pull-right" role="button">Click here to see MATLAB Code</a><!--button that will take the user to a the relevant section of the appendix.--> |
− | <a href="#fingerprint1" class="btn btn-primary btn-lg pull-right" role="button">Back to Overview</a> | + | <a href="#fingerprint1" class="btn btn-primary btn-lg pull-right" role="button">Back to Overview</a><!--Button that will take user back to 1st section.--> |
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\ce{LS + SE<=>[K_{1}][K_{2}] PC ->[K_{3}] La}. | \ce{LS + SE<=>[K_{1}][K_{2}] PC ->[K_{3}] La}. | ||
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− | <p>Where \(LS\) is the concentration of lanosterol synthase, \(SE\) is the concentration of squalene epoxide, \(PC\) is the concentration of the 1st intermdeiate, protosterol cation, and \(La\) is the concentration of lanosterol, the full complex. \(K_{1}\), \(K_{3}\) are the forward reaction rates, and \(K_{2}\) is the reverse reaction rate.</p> | + | <p>Where \(LS\)<!--The content within \( \) will be displayed as latex style output symbols.--> is the concentration of lanosterol synthase, \(SE\) is the concentration of squalene epoxide, \(PC\) is the concentration of the 1st intermdeiate, protosterol cation, and \(La\) is the concentration of lanosterol, the full complex. \(K_{1}\), \(K_{3}\) are the forward reaction rates, and \(K_{2}\) is the reverse reaction rate.</p> |
<p>The initial concentration of squalene epoxide was defined to be \(SE_{0}\) and two parameters of the system were defined as:</P> | <p>The initial concentration of squalene epoxide was defined to be \(SE_{0}\) and two parameters of the system were defined as:</P> | ||
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<figcaption>Figure 1: Sensitivity Analysis for the Binding Parameters of Squalene Epoxide and Lanosterol Synthase Binding.</figcaption> | <figcaption>Figure 1: Sensitivity Analysis for the Binding Parameters of Squalene Epoxide and Lanosterol Synthase Binding.</figcaption> | ||
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− | <p> From Figure 1, it can be seen that there are optimal value for both parameters where increasing them has no effect on lanosterol formation. This was further investigated by looking at each parameter individually and the effect on lanosterol formation over time. Consider the effect of \(\lambda\) by setting \(v_{0}\) and \(\gamma\) as the suggested values, <a href="#eq7">(7)</a> and <a href="#eq10">(10)</a>.</p> | + | <p> From Figure 1, it can be seen that there are optimal value for both parameters where increasing them has no effect on lanosterol formation. This was further investigated by looking at each parameter individually and the effect on lanosterol formation over time. Consider the effect of \(\lambda\) by setting \(v_{0}\) and \(\gamma\) as the suggested values, <a href="#eq7">(7)</a> and <a href="#eq10">(10)</a><!--This links to an equation allowing the reader to refer to it quickly.-->.</p> |
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<p>Using the law of mass action (Guldeberg and Waage,1879) the binding reaction schematic was written as a system of ordinary differential equations (ODEs):</p> | <p>Using the law of mass action (Guldeberg and Waage,1879) the binding reaction schematic was written as a system of ordinary differential equations (ODEs):</p> | ||
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By running the ode23 solver over one hundred different values for both parameters and the ratio \(v_{0}\), sensitivity analysis can be performed. The range of values has the mean as the estimated values, <a href="#eq7">(7)</a><a href="#eq11">(11)</a>. The results are shown in <u><a href="#modelfig1">Figure 1</a></u>, where the centre of the plot represents the suggested concentration of complex formed when the suggested binding rates are used.</p> | By running the ode23 solver over one hundred different values for both parameters and the ratio \(v_{0}\), sensitivity analysis can be performed. The range of values has the mean as the estimated values, <a href="#eq7">(7)</a><a href="#eq11">(11)</a>. The results are shown in <u><a href="#modelfig1">Figure 1</a></u>, where the centre of the plot represents the suggested concentration of complex formed when the suggested binding rates are used.</p> | ||
<b>References</b> | <b>References</b> | ||
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<li>Boutaud, O., Dolis, D., & Schuber, F. (1992). Preferential cyclization of 2, 3 (S): 22 (S), 23-dioxidosqualene by mammalian 2, 3-oxidosqualene-lanosterol cyclase. Biochemical and biophysical research communications, 188(2), 898-904.</li> | <li>Boutaud, O., Dolis, D., & Schuber, F. (1992). Preferential cyclization of 2, 3 (S): 22 (S), 23-dioxidosqualene by mammalian 2, 3-oxidosqualene-lanosterol cyclase. Biochemical and biophysical research communications, 188(2), 898-904.</li> | ||
<li>Goodman, D. S. (1964). Squalene in human and rat blood plasma. Journal of Clinical Investigation, 43(7), 1480.</li> | <li>Goodman, D. S. (1964). Squalene in human and rat blood plasma. Journal of Clinical Investigation, 43(7), 1480.</li> | ||
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Revision as of 12:51, 14 August 2015
Fingerprint Aging
Analysis and Modeling
Overview
PCA overview.
Using a method similar to that of the BioSpray models, the binding of lanosterol synthase and squalene epoxide to form lanosterol can be investigated. The aim of creating a model describing lanosterol formation is to find the optimum binding rates and optimum initial concentration of lanosterol synthase required in the fingerprint aging device. Ordinary differential equations were used to investigate the concentration of each of the substances over time, and sensitivity analysis was used to find the optimum conditions. Click below to find out more.
Principal Component Analysis
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Squalene epoxide and Lanosterol Synthase Binding Model
AimThe aim of a model describing the binding between squalene epoxide and lanosterol synthase is to find the optimum concentration and binding rates that we require for visual detection of squalene epoxide in the fingermark sample from the crime scene. The more squalene epoxide and lanosterol synthase binding the more likely it will be that squalene epoxide will be visually detected.
ResultsThese reactions can be described by the schematic:
$$ \ce{LS + SE<=>[K_{1}][K_{2}] PC ->[K_{3}] La}. $$Where \(LS\) is the concentration of lanosterol synthase, \(SE\) is the concentration of squalene epoxide, \(PC\) is the concentration of the 1st intermdeiate, protosterol cation, and \(La\) is the concentration of lanosterol, the full complex. \(K_{1}\), \(K_{3}\) are the forward reaction rates, and \(K_{2}\) is the reverse reaction rate.
The initial concentration of squalene epoxide was defined to be \(SE_{0}\) and two parameters of the system were defined as:
$$ \begin{equation*} \lambda=\frac{K_{1}}{K_{2}} SE_{0}, \qquad \gamma=\frac{K_{3}}{K_{2}}. \end{equation*} $$The initial concentration of lanosterol synthase was defined to be \(LS_{0}\) and the ratio between initial concentrations defined as:
$$ \begin{equation*} v_{0}=\frac{LS_{0}}{SE_{0}}. \end{equation*} $$ Sensitivity analysis was performed to find the optimum values for the two parameters, \(\gamma\) and \(\lambda\), and the ratio, \(v_{0}\) which give the highest concentration of the final complex, lanosterol. Consider \(\lambda\) and \(\gamma\) first by setting \(v_{0}\) as the suggested value from (7) and setting a range of values for \(\gamma\) and \(\lambda\). The range of values chosen has the maximum value as twice the suggested value from (10)From Figure 1, it can be seen that there are optimal value for both parameters where increasing them has no effect on lanosterol formation. This was further investigated by looking at each parameter individually and the effect on lanosterol formation over time. Consider the effect of \(\lambda\) by setting \(v_{0}\) and \(\gamma\) as the suggested values, (7) and (10).
Figure 2 suggests that the concentration of lanosterol does not increase after \(\lambda = 0.28\). Therefore if the value of \(\lambda\) is smaller than the suggested value, \(\lambda = 0.64061499\), but larger than \(\lambda = 0.28\) the same concentration of lanosterol will be formed. Recall that \(\lambda = \frac{K_{1}SE_{0}}{K_{2}}\), therefore the initial concentration of squalene epoxide or the binding ratio can be less than the suggested value. The effect of \(\gamma\) on lanosterol formation can be considered by setting \(v_{0}\) and \(\lambda\) as the suggested values, (7) and (10).
Figure 3, similar to Figure 2, suggests that the concentration of lanosterol does not increase after \(\gamma = 0.4\). Therefore if the value of \(\gamma\) is smaller than the suggested value, \(\gamma = 1.000223733\), but larger than \(\gamma = 0.4\) the same concentration of lanosterol will be formed. Recall that \(\gamma = \frac{K_{3}}{K_{2}}\), therefore the binding rate ratio can be less than the suggested value. The effect of \(v_{0}\) on lanosterol formation can be considered by setting \(\gamma\) and \(\lambda\) as the suggested values, (10).
Figure 3, similar to Figure 2 and 3, suggests that the concentration of lanosterol does not increase after \(v_{0} = 1.5\). Therefore if the value of \(v_{0}\) is smaller than the suggested value, \(v_{0} = 2.561\), but larger than \(v_{0} = 1.5\) the same concentration of lanosterol will be formed. Recall that \(v_{0} = \frac{LS_{0}}{SE_{0}}\), and \(SE_{0}=0.8202157402 \mu M\). From this the best concentration of lanosterol synthase to have in the fingerprint aging device is:
$$ \begin{equation*} LS_{0}=1.23032361 \mu M. \end{equation*} $$The results of the model describing lanosterol formation has been passed on to the lab to be used in future decision making.
MethodUsing the law of mass action (Guldeberg and Waage,1879) the binding reaction schematic was written as a system of ordinary differential equations (ODEs):
$$ \begin{eqnarray} \frac{dLS}{dt}&=&K_{2}PC - K_{1}LS\cdot SE, \nonumber \\ \frac{dSE}{dt}&=&K_{2}PC - K_{1}LS\cdot SE, \nonumber \\ \frac{dPC}{dt}&=&K_{1}LS \cdot SE - K_{2} PC- K_{3}PC,\\ \frac{dLa}{dt}&=&K_{3} PC. \nonumber \end{eqnarray} $$with initial conditions:
$$ \begin{eqnarray} LS(0)&=&LS_{0} \quad \mu M \nonumber \\ \nonumber SE(0)&=&SE_{0} \quad \mu M\\ PC(0)&=&0 \quad \mu M\\ La(0)&=&0 \quad \mu M \nonumber \end{eqnarray} $$The parameters were estimated by considering the steady state of the system. Setting the left hand side of (1) to zero gives:
$$ \begin{eqnarray} K_{2} PC&=&K_{1} LS \cdot SE \nonumber \\ K_{1} LS \cdot SE&=&K_{2} PC - K_{3} PC. \end{eqnarray} $$Rearranging (3) gives:
$$ \begin{equation} \frac{PC}{LS \cdot SE}=\frac{K_{1}}{K_{2}} \end{equation} $$Considering the first binding reaction, it was found that the total concentration of lanosterol synthase, \(LS\), will be equal to:
$$ \begin{equation} LST=LS+PC. \end{equation} $$Now using (4) and (5) it can be written that:
$$ \begin{equation} \frac{LS}{LST}=\frac{1}{\frac{K_{1}}{K_{2}} SE_{0} + 1}. \end{equation} $$It is known that the ratio between lanosterol synthase and squalene epoxide is:
$$ \begin{equation} v_{0}= 2.561, \end{equation} $$and that they bind at a 1:1 ratio (Boutaud, 1992). Therefore the ratio of free lanosterol synthase to total lanosterol synthase will be:
$$ \begin{equation} \frac{LS}{LST}=\frac{1.561}{2.561}. \end{equation} $$By substituting (8) into equation (6) the ratio between \(K_{1}\) and \(K_{2}\) can be found:
$$ \begin{equation} \frac{K_{1}}{K_{2}}= 0.7810323048\quad \mu M^{-1}. \end{equation} $$For (3), (6) and (8) can be used to find the ratio between \(K_{3}\) and \(K_{2}\):
$$ \begin{equation} \frac{K_{3}}{K_{2}}=1.000223733. \end{equation} $$From Goodman's 1964 paper, it can be calculated that the suggested initial concentration of squalene is: \(SE_{0}=\) 0.8202157402 \(\mu M\). It is then assumed that this will be a reasonable estimate for the initial concentration of squalene epoxide. Therefore, from (9) and (10) the estimated values for \(\lambda\) and \(\gamma\) are found to be:
$$ \begin{equation} \lambda=0.64061499, \qquad \gamma=1.000223733. \end{equation} $$By running the ode23 solver over one hundred different values for both parameters and the ratio \(v_{0}\), sensitivity analysis can be performed. The range of values has the mean as the estimated values, (7)(11). The results are shown in Figure 1, where the centre of the plot represents the suggested concentration of complex formed when the suggested binding rates are used.
References- Boutaud, O., Dolis, D., & Schuber, F. (1992). Preferential cyclization of 2, 3 (S): 22 (S), 23-dioxidosqualene by mammalian 2, 3-oxidosqualene-lanosterol cyclase. Biochemical and biophysical research communications, 188(2), 898-904.
- Goodman, D. S. (1964). Squalene in human and rat blood plasma. Journal of Clinical Investigation, 43(7), 1480.