Team:Tsinghua-A/Modeling

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<P><FONT FACE="Arial, sans-serif"><FONT SIZE=5 STYLE="font-size: 20pt"><SPAN LANG="en-US">Modeling
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Section</SPAN></FONT></FONT></P>
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<P ALIGN=CENTER><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US"><FONT COLOR="#99284c"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">Overview</SPAN></FONT></FONT></FONT><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US">
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</SPAN></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US">|</SPAN></FONT></FONT></FONT><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US">
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</SPAN></FONT><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P1A">Accurate
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Model</A> </SPAN></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US">|</SPAN></FONT></FONT></FONT><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US">
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</SPAN></FONT><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P2A">Simplified
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Model</A> </SPAN></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US">|
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</SPAN></FONT></FONT></FONT><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P3A">Dimensionless
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Model</A> </SPAN></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US">|
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</SPAN></FONT></FONT></FONT><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P4">Quorum-sensing
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Effect</A> </SPAN></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US">|
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</SPAN></FONT></FONT></FONT><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/REF"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><SPAN LANG="en-US">Reference</SPAN></FONT></FONT></A></SPAN></FONT></P>
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<P ALIGN=CENTER><BR><BR>
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</P>
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<P ALIGN=LEFT><FONT FACE="Arial, sans-serif"><FONT SIZE=5 STYLE="font-size: 20pt"><SPAN LANG="en-US"><FONT SIZE=4 STYLE="font-size: 15pt"><I>PART
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0</I></FONT><FONT COLOR="#800080"> Intro </FONT></SPAN></FONT></FONT>
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</P>
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<P STYLE="margin-left: 1.53cm"><FONT FACE="Arial, sans-serif"><SPAN LANG="en-US">In
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our project, we are dedicated to design a quorum-sensing oscillator
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which consists of two types of cells. Cells of the same type can
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fluctuate synchronously and certain designs were made to adjust the
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phase and the amplitude of oscillation. These are the things that our
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modeling part aims to simulate. We built and simplified our
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simulation system step by step and deepened into further
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characteristics of the system, which would provide firm evidence
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proving that our design does work.</SPAN></FONT></P>
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<P STYLE="margin-left: 1.53cm"><BR><BR>
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</P>
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<P ALIGN=LEFT><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 15pt"><I>PART
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1</I></FONT></FONT> <FONT COLOR="#355e00"><FONT FACE="Arial, sans-serif"><FONT SIZE=5 STYLE="font-size: 20pt">Accurate
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Model </FONT></FONT></FONT></SPAN></FONT>
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</P>
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<P ALIGN=RIGHT><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US"><FONT COLOR="#666600"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P1A">construction</A>
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</SPAN></FONT></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">|</SPAN></FONT></FONT></FONT><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US">
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</SPAN></FONT><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P1B"><FONT COLOR="#666600"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">parameters</SPAN></FONT></FONT></FONT></A><FONT COLOR="#000000"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">
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</SPAN></FONT></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">|
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</SPAN></FONT></FONT></FONT><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P1C"><FONT COLOR="#666600"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">results</SPAN></FONT></FONT></FONT></A></SPAN></FONT></P>
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<P STYLE="margin-left: 1.53cm"><FONT FACE="Arial, sans-serif"><SPAN LANG="en-US">In
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our first step, we wanted to describe the system thoroughly without
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leaving out any seemingly unimportant actions and factors. As a
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result, the description of the system contains every possible mass
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actions as well as some hill kinetics, Henri-Michaelis-Menten. We
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came up a set of ODEs with 19 equations.</SPAN></FONT></P>
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<P STYLE="margin-left: 1.53cm"><BR><BR>
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</P>
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<P><FONT FACE="Arial, sans-serif"><FONT SIZE=5 STYLE="font-size: 20pt"><SPAN LANG="en-US"><FONT SIZE=4 STYLE="font-size: 15pt"><I>PART
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2</I></FONT> <FONT COLOR="#dc2300">Simplified Model</FONT></SPAN></FONT></FONT></P>
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<P ALIGN=RIGHT><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P2A"><FONT COLOR="#c5000b"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">preparation</SPAN></FONT></FONT></FONT></A><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">
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</SPAN></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">|</SPAN></FONT></FONT></FONT><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US">
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</SPAN></FONT><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P2B"><FONT COLOR="#c5000b"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">parameters</SPAN></FONT></FONT></FONT></A><FONT COLOR="#000000"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">
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</SPAN></FONT></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">|
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</SPAN></FONT></FONT></FONT><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P2C"><FONT COLOR="#c5000b"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">results</SPAN></FONT></FONT></FONT></A></SPAN></FONT></P>
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<P STYLE="margin-left: 1.53cm"><FONT FACE="Arial, sans-serif"><SPAN LANG="en-US">Although
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ODEs provide a thorough, precise description of the whole system,
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they contain too many equations and parameters which would act as a
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barrier for simulation and further analysis. A simplification of
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complicated ODEs is necessary. We simplify every single ODE according
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to certain appropriate assumptions. Finally, we came up with a set of
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DDE equations.</SPAN></FONT></P>
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<P STYLE="margin-left: 1.53cm"><BR><BR>
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</P>
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<P><FONT FACE="Arial, sans-serif"><SPAN LANG="en-US"><FONT SIZE=4 STYLE="font-size: 15pt"><I>PART
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3 </I></FONT><FONT COLOR="#006b6b"><FONT SIZE=5 STYLE="font-size: 20pt">Dimensionless
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Model</FONT></FONT></SPAN></FONT></P>
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<P ALIGN=RIGHT><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P3A"><FONT COLOR="#198a8a"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">preparation</SPAN></FONT></FONT></FONT></A><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">
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</SPAN></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">|</SPAN></FONT></FONT></FONT><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US">
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</SPAN></FONT><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P3B"><FONT COLOR="#006b6b"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">parameters</SPAN></FONT></FONT></FONT></A><FONT COLOR="#000000"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">
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</SPAN></FONT></FONT></FONT><FONT COLOR="#6b4794"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">|
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</SPAN></FONT></FONT></FONT><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P3C"><FONT COLOR="#006b6b"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">results</SPAN></FONT></FONT></FONT></A></SPAN></FONT></P>
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<P STYLE="margin-left: 1.56cm"><FONT FACE="Arial, sans-serif"><SPAN LANG="en-US">In
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order to make a further analysis on stability of the system,
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sensitivity of parameters, feedback factors-we manipulate all the
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arguments and parameters to make them dimensionless. Analysis of this
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part is crucial since parameters in vivo experiment may be different
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and even at odds with modeling ones but a proper dimensionless can
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reveal the mathematical essence of our model.</SPAN></FONT></P>
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<P STYLE="margin-left: 1.56cm"><BR><BR>
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</P>
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<P><FONT FACE="Arial, sans-serif"><SPAN LANG="en-US"><FONT SIZE=4 STYLE="font-size: 15pt"><I>PART
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4 </I></FONT><FONT COLOR="#666600"><FONT SIZE=5 STYLE="font-size: 20pt">Quorum-sensing
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Effect</FONT></FONT></SPAN></FONT></P>
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<P ALIGN=RIGHT><FONT COLOR="#663300"><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P4"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">results</SPAN></FONT></FONT></A></SPAN></FONT></FONT></P>
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<P STYLE="margin-left: 1.59cm"><FONT FACE="Arial, sans-serif"><SPAN LANG="en-US">What
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we have done insofar is focused on two-cell oscillation.
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Quorum-sensing oscillator is not simply a matter of expansion in
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magnitude, but a matter of robustness in allowing difference of each
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individual cell. Moreover, we test the adjustment of phase and
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amplitude of oscillation in this part.</SPAN></FONT></P>
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<P STYLE="margin-left: 1.59cm"><BR><BR>
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</P>
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<P><FONT FACE="Arial, sans-serif"><SPAN LANG="en-US"><FONT SIZE=4 STYLE="font-size: 15pt"><I>PART
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5</I></FONT> <FONT COLOR="#c5000b"><FONT SIZE=5 STYLE="font-size: 20pt">Reference</FONT></FONT></SPAN></FONT></P>
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<P ALIGN=RIGHT><FONT COLOR="#b84700"><FONT FACE="Times New Roman, serif"><SPAN LANG="en-US"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/REF"><FONT FACE="Arial, sans-serif"><FONT SIZE=4 STYLE="font-size: 16pt"><SPAN LANG="en-US">reference</SPAN></FONT></FONT></A></SPAN></FONT></FONT></P>
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<div style="position:relative;left:30px;display:inline"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling"><img src="https://static.igem.org/mediawiki/2011/b/b7/ThuA_A2.png" width="150px" height="100px"></A></div>
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<div class=WordSection1 style='layout-grid:15.6pt'>
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<div style="position:relative;left:50px;display:inline"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P1A"><img src="https://static.igem.org/mediawiki/2011/0/0d/ThuA_B1.png" width="110px" height="100px"></A></div>
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<p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span lang=EN-US
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<div style="position:relative;left:70px;display:inline"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P2A"><img src="https://static.igem.org/mediawiki/2011/b/b6/ThuA_C1.png" width="110px" height="60px"></A></div>
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style='font-size:16.0pt;mso-bidi-font-size:11.0pt;font-family:"Arial Unicode MS","sans-serif";
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color:#548DD4;mso-themecolor:text2;mso-themetint:153'>Quick Overview<o:p></o:p></span></b></p>
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<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
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<div style="position:relative;left:90px;display:inline"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P3A"><img src="https://static.igem.org/mediawiki/2011/6/6e/ThuA_D1.png" width="110px" height="60px"></A></div>
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style='font-family:"Arial Unicode MS","sans-serif"'>In our project, we designed
+
-
a quorum-sensing oscillator which consists of two types of cells. The
+
-
expression of the reporter genes (GFP of one cell type and GFP of another) of
+
-
the cells of the same type can fluctuate synchronously and certain designs were
+
-
made to adjust the phase and the period of oscillation.<o:p></o:p></span></p>
+
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<p class=MsoNormal align=center style='text-align:center;text-indent:21.0pt'><span
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<div style="position:relative;left:110px;display:inline"><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P4"><img src="https://static.igem.org/mediawiki/2011/6/6a/ThuA_E1.png" width="110px" height="120px"></A></div>
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lang=EN-US style='mso-bidi-font-size:10.5pt;mso-no-proof:yes'><!--[if gte vml 1]><v:shapetype
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</v:shape><![endif]--><![if !vml]><img width=474 height=181
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<div class="slider" style="padding-buttom:20px">
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src="Overview.files/image002.png" v:shapes="图片_x0020_37"><![endif]></span><b
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<p><IMG SRC="https://static.igem.org/mediawiki/2011/1/13/ModelBack.jpg" ALIGN=bottom WIDTH=750 HEIGHT=175 BORDER=0 ISMAP></div>
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style='mso-bidi-font-weight:normal'><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif";
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<div class="nav">
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color:red'><o:p></o:p></span></b></p>
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<table id="toc" class="toc">
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<tr>
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<td>
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<div id="toctitle">
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<h2>Contents</h2>
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</div>
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<ul>
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<li class="toclevel-1 tocsection-1"><a href="#Introduction"><span class="tocnumber">1</span> <span class="toctext">Introduction to Model</span></a></li>
 +
<li class="toclevel-1 tocsection-2"><a href="#Original Full Model"><span class="tocnumber">2</span> <span class="toctext">Original Full Model</span></a></li>
 +
<li class="toclevel-1 tocsection-3"><a href="#Simplified DDE Model"><span class="tocnumber">3</span> <span class="toctext">Simplified DDE Model</span></a></li>
 +
<li class="toclevel-1 tocsection-4"><a href="#Dimensionless Model"><span class="tocnumber">4</span> <span class="toctext">Dimensionless Model</span></a></li>
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<li class="toclevel-1 tocsection-5"><a href="#Quorum Sensing"><span class="tocnumber">5</span> <span class="toctext">Quorum Sensing Effect</span></a></li>
 +
<li class="toclevel-1 tocsection-6"><a href="#References"><span class="tocnumber">6</span> <span class="toctext">References</span></a></li>
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</ul>
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</td>
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</tr>
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</table>
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</div>
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<br>
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<div class="slider">
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<p><IMG SRC="https://static.igem.org/mediawiki/2011/2/2b/000.png" NAME="graph1" ALIGN=bottom WIDTH=20 HEIGHT=20 BORDER=0 ISMAP><A HREF="https://static.igem.org/mediawiki/2011/9/9a/Modeling_Wiki.pdf"><U><I>Download the full text </I></U></A><IMG SRC="https://static.igem.org/mediawiki/2011/0/08/Thu_matlab.png" NAME="graph2" ALIGN=BOTTOM WIDTH=20 HEIGHT=20 BORDER=0 ISMAP><A HREF="https://static.igem.org/mediawiki/2011/c/c6/Thu_A_Matlab_Code.zip"><U><I>Download the source code package(Matlab)</I></U></A></P></div>
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<h1 id="Introduction">Introduction to Model</h1><hr width="100%" size=2 color=gray>
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<p class=MsoNormal align=center style='text-align:center;text-indent:21.0pt'><span
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<div class="imgbox">
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lang=EN-US style='mso-no-proof:yes'><!--[if gte vml 1]><v:shape id="图片_x0020_14"
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<img class="border" style="border-color:#B2B2B2;"src="https://static.igem.org/mediawiki/2011/0/03/001.png" width = "430px" height="148px"/>
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o:spid="_x0000_i1032" type="#_x0000_t75" style='width:387.75pt;height:135.75pt;
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<img class="border" style="border-color:#B2B2B2;"src="https://static.igem.org/mediawiki/2011/b/b0/002.png" width = "430px" height="148px" />
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visibility:visible;mso-wrap-style:square'>
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<p class="cite">Designed gene circuit in cell A and cell B</p>
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<v:imagedata src="Overview.files/image003.png" o:title=""/>
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</div>
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</v:shape><![endif]--><![if !vml]><img width=517 height=181
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src="Overview.files/image004.jpg" v:shapes="图片_x0020_14"><![endif]></span><b
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style='mso-bidi-font-weight:normal'><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif";
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color:red'><o:p></o:p></span></b></p>
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<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
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<p>In our project, we designed a quorum-sensing oscillator which consists of two types of cells. The expression of the reporter genes (GFP of one cell type and GFP of another) of the cells of the same type can fluctuate synchronously and certain designs were made to adjust the phase and the period of oscillation. To understand the property of our system, we built a mathematical model based on ODEs (Ordinary Differential Equations) and DDEs (Delayed Differential Equations) to model and characterize this system. The simulation results helped us to deepen into further characteristics of the system.
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style='font-family:"Arial Unicode MS","sans-serif"'>To understand the property
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</p>
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of our system, we built a mathematical model based on ODEs (Ordinary Differential
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Equations) and DDEs (Delayed Differential Equations) to model and characterize
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this system. The simulation results helped us to <span class=GramE>deepened</span>
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into further characteristics of the system.<o:p></o:p></span></p>
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<p class=MsoListParagraph style='margin-left:39.0pt;text-indent:-18.0pt;
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<br><br>
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mso-char-indent-count:0;mso-list:l0 level1 lfo2'><![if !supportLists]><span
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<div class="slider">
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lang=EN-US style='font-family:Wingdings;mso-fareast-font-family:Wingdings;
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<p><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P1A"><U><I>Read
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mso-bidi-font-family:Wingdings'><span style='mso-list:Ignore'>l<span
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more</I></U></A></P>
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style='font:7.0pt "Times New Roman"'>&nbsp; </span></span></span><![endif]><span
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</div>
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lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Original full
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<P id="Original Full Model"><h1>Original Full Model</h1></P>
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model<o:p></o:p></span></p>
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<hr width="100%" size=2 color=gray>
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<p class=MsoNormal style='text-indent:21.0pt'><b style='mso-bidi-font-weight:
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<P>Firstly we
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normal'><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif";
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described the system thoroughly without leaving out any
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color:red'>Firstly</span></b><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>
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seemingly unimportant actions and factors. As a result, the
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we wanted to describe the system thoroughly without leaving out any seemingly
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description of the system contains every possible mass actions as
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unimportant actions and factors. As a result, the description of the system
+
well as some hill kinetics, Henri-Michaelis-Menten kinetics, and the
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contains every possible mass actions as well as some hill kinetics, Henri-<span
+
parameters were got from literature. The model was represented and
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class=SpellE>Michaelis</span>-<span class=SpellE>Menten</span> kinetics, and
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simulated in the Matlab toolbox SIMBIOLOGY, but too many parameters make
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the parameters were got from literature. The model was represented and
+
it difficult to do further analyses, So here we only listed all 19 ODEs  
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simulated in the <span class=SpellE>Matlab</span> toolbox SIMBIOLOGY. We listed
+
and a reletive parameter table( see <A HREF="https://static.igem.org/mediawiki/2011/9/9a/Modeling_Wiki.pdf">attached pdf file</A>).
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all 19 ODEs in the <u>attached <span class=SpellE>pdf</span> <span class=GramE>file<span
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</P>
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style='text-decoration:none;text-underline:none'>,</span></span></u> you can
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see more details there.<o:p></o:p></span></p>
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<p class=MsoListParagraph style='margin-left:39.0pt;text-indent:-18.0pt;
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<br>
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mso-char-indent-count:0;mso-list:l0 level1 lfo2'><![if !supportLists]><span
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<div class="slider">
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lang=EN-US style='font-family:Wingdings;mso-fareast-font-family:Wingdings;
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<p><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P2A"><U><I>Read
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mso-bidi-font-family:Wingdings'><span style='mso-list:Ignore'>l<span
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more</I></U></A></P>
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style='font:7.0pt "Times New Roman"'>&nbsp; </span></span></span><![endif]><b
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</div>
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style='mso-bidi-font-weight:normal'><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif";
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<P id="Simplified DDE Model"><h1>Simplified DDE</h1></P>
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color:red'><span style='mso-spacerun:yes'>&nbsp;</span></span></b><span
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<hr width="100%" size=2 color=gray>
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lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Simplified DDE
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model:<o:p></o:p></span></p>
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<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
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<div class="imgbox">
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style='font-family:"Arial Unicode MS","sans-serif"'>The original model contains
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<img class="border" style="border-color:#B2B2B2;"src="https://static.igem.org/mediawiki/2011/b/b0/003.png" width = "440px" height="310px"/>
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too many factors for analyzing the general property of system. To understand
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<p class="cite">Simplified DDEs</p>
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the essential characters of the oscillator, we simplify the original model
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</div>
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according to certain appropriate assumptions, like Quasi-equilibrium for fast
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reactions.<o:p></o:p></span></p>
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<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
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<P>
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style='font-family:"Arial Unicode MS","sans-serif"'>After series of derivation
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original model contains too many factors for analyzing the general
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based on those assumptions (see the attached <span class=SpellE>pdf</span>
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property of system. To understand the essential characters of the
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file), we came up with the following set of DDEs (Delay Differential Equations)<o:p></o:p></span></p>
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oscillator, we simplify the original model according to certain
 +
appropriate assumptions, like Quasi-equilibrium
 +
for fast reactions.</P>
 +
<P>After series of derivation based on those assumptions, we came
 +
up with the following set of DDEs (Delay Differential Equations)
 +
which contains only 6 equations, see the figure right. And it
 +
would be much more convenient for us to do some neccessary analyses
 +
and research into the mathematical essence of our model.
 +
</P>
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<p class=MsoNormal align=center style='text-align:center;mso-pagination:widow-orphan'><span
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<div class="imgbox2">
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lang=EN-US style='font-size:12.0pt;font-family:"Arial Unicode MS","sans-serif";
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<img class="border" style="border-color:#B2B2B2;"src="https://static.igem.org/mediawiki/2011/d/d5/004.png" width = "440px" height="310px"/>
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mso-font-kerning:0pt;mso-no-proof:yes'><!--[if gte vml 1]><v:shape id="图片_x0020_4"
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<p class="cite">Figure shows all variables are oscillating</p>
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o:spid="_x0000_i1031" type="#_x0000_t75" alt="说明: C:\Users\Harry\AppData\Roaming\Tencent\Users\806995810\QQ\WinTemp\RichOle\RH%W~L%6JQ)ZX06RH76VYV3.jpg"
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</div>
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style='width:398.25pt;height:234pt;visibility:visible;mso-wrap-style:square'>
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<v:imagedata src="Overview.files/image005.jpg" o:title="RH%W~L%6JQ)ZX06RH76VYV3"/>
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</v:shape><![endif]--><![if !vml]><img width=531 height=312
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src="Overview.files/image006.jpg"
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alt="说明: C:\Users\Harry\AppData\Roaming\Tencent\Users\806995810\QQ\WinTemp\RichOle\RH%W~L%6JQ)ZX06RH76VYV3.jpg"
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v:shapes="图片_x0020_4"><![endif]></span><span lang=EN-US style='font-size:12.0pt;
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font-family:"Arial Unicode MS","sans-serif";mso-font-kerning:0pt'><o:p></o:p></span></p>
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<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
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<P>We
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style='font-family:"Arial Unicode MS","sans-serif"'>W</span><span lang=EN-US
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coded the system by DDE description in MATLAB and did simulation
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style='mso-bidi-font-size:10.5pt;font-family:"Arial Unicode MS","sans-serif"'>e
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analysis accordingly. The result showed that the system could
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coded the system by DDE description in MATLAB and did simulation analysis
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oscillate under certain parameters.</P>
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accordingly. The result showed that the system could oscillate under certain <span
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<P>To
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class=GramE>parameters .</span></span><span lang=EN-US style='mso-bidi-font-size:
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further understand what parameters could make the system oscillate,
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10.5pt;mso-no-proof:yes'><o:p></o:p></span></p>
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we did bifurcation analysis on the Hill parameters. What we had to do
 +
was find the critical points where the system can nearly oscillate
 +
but a little disruption may lead to a steady state.</P>
 +
<P>Depicting
 +
all those critical points, as shown in the figure, the system could
 +
oscillate when cellB's Hill parameters were located in the
 +
area named <FONT COLOR="#00b0f0"></FONT><FONT COLOR="#00b0f0"><I><B>Bistable</B></I></FONT><FONT COLOR="#00b0f0"></B></I>.</P>
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<p class=MsoNormal align=center style='text-align:center'><span lang=EN-US
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<div class="imgbox3">
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style='mso-bidi-font-size:10.5pt;mso-no-proof:yes'><!--[if gte vml 1]><v:shape
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<img class="border" style="border-color:#B2B2B2;"src="https://static.igem.org/mediawiki/2011/2/20/005.png" width = "540px" height="300px"/>
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id="图片_x0020_17" o:spid="_x0000_i1030" type="#_x0000_t75" alt="说明: D:\b1.bmp"
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<p class="cite">The figure right is the phase trajectory of two signal molecules in environment,
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style='width:296.25pt;height:222pt;visibility:visible;mso-wrap-style:square'>
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the more it looks like a circle, the more steadily our system will oscillate.</p>
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<v:imagedata src="Overview.files/image007.png" o:title="b1"/>
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</div>
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</v:shape><![endif]--><![if !vml]><img width=395 height=296
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<div class="imgbox4">
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src="Overview.files/image008.jpg" alt="说明: D:\b1.bmp" v:shapes="图片_x0020_17"><![endif]></span><span
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<img class="border" style="border-color:#B2B2B2;"src="https://static.igem.org/mediawiki/2011/1/18/006.png" width = "370px" height="300px"/>
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lang=EN-US style='mso-bidi-font-size:10.5pt;font-family:"Arial Unicode MS","sans-serif"'><o:p></o:p></span></p>
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<p class="cite">Our system oscillates when parameters were selected in the area named 'Bistable'</p>
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</div>
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<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
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<div class="imgbox5">
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style='font-family:"Arial Unicode MS","sans-serif"'>To further understand what
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<img class="border" style="border-color:#B2B2B2;"src="https://static.igem.org/mediawiki/2011/e/e8/007.png" width = "370px" height="280px"/>
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parameters could make the system oscillate, we did bifurcation analysis on the
+
</div>
-
Hill parameters. What we had to do was find the critical points where the
+
<br><br>
-
system can nearly oscillate but a little disruption may lead to a steady state
+
<div class="temp"><P>By
-
like that:<o:p></o:p></span></p>
+
adjusting certain parameters, we saw that the oscillation&rsquo;s
 +
period and phase could be controlled properly, which is the most
 +
impressive character of our system. Here we present a figure that the
 +
oscillation phase was adjusted by adding araC, which could induce the
 +
pBad promoter, in cell type B. After adding araC to our system at
 +
certain time, the oscillation was interrupted at beginning, but could
 +
gradually recover and finally, the phase was changed.</P></div>
 +
<br><br><br><br><br><br>
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<p class=MsoNormal align=center style='text-align:center'><span lang=EN-US
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<div class="slider">
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style='font-size:12.0pt;font-family:宋体;mso-bidi-font-family:宋体;mso-no-proof:
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<p><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P3A"><U><I>Read
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yes'><!--[if gte vml 1]><v:shape id="图片_x0020_22" o:spid="_x0000_i1029" type="#_x0000_t75"
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more</I></U></A></P>
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alt="说明: C:\Users\Harry\AppData\Roaming\Tencent\Users\806995810\QQ\WinTemp\RichOle\)D6IYP[O_UD]}LB_9)SO(Q5.jpg"
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</div>
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style='width:417.75pt;height:195pt;visibility:visible;mso-wrap-style:square'>
+
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<v:imagedata src="Overview.files/image009.jpg" o:title=")D6IYP[O_UD]}LB_9)SO(Q5"/>
+
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</v:shape><![endif]--><![if !vml]><img width=557 height=260
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src="Overview.files/image010.jpg"
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alt="说明: C:\Users\Harry\AppData\Roaming\Tencent\Users\806995810\QQ\WinTemp\RichOle\)D6IYP[O_UD]}LB_9)SO(Q5.jpg"
+
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v:shapes="图片_x0020_22"><![endif]></span><span lang=EN-US style='font-family:
+
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"Arial Unicode MS","sans-serif"'><o:p></o:p></span></p>
+
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<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
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<P id="Dimensionless Model"><h1>Dimensionless Model</h1></P>
-
style='font-family:"Arial Unicode MS","sans-serif"'>Depicting all those
+
<hr width="100%" size=2 color=gray>
-
critical points, as shown in the figure, the system could oscillate when <span
+
-
class=SpellE>cellB’s</span> <span class=SpellE>Hiill</span> parameters were
+
-
located in the <span style='color:red'>area</span> named ‘<span class=SpellE><i
+
-
style='mso-bidi-font-style:normal'><span style='color:#548DD4;mso-themecolor:
+
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text2;mso-themetint:153'>Bistable</span></i></span>’.</span><span lang=EN
+
-
style='font-family:"Arial Unicode MS","sans-serif";mso-ansi-language:EN'><o:p></o:p></span></p>
+
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<p class=MsoNormal align=center style='text-align:center'><span lang=EN-US
+
<P>In
-
style='mso-fareast-font-family:宋体;mso-fareast-theme-font:major-fareast;
+
order to make a further analysis on stability of the system, and
-
mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin;mso-no-proof:yes'><!--[if gte vml 1]><v:shape
+
sensitivity of parameters, we further simplified the model to make
-
id="图片_x0020_27" o:spid="_x0000_i1028" type="#_x0000_t75" alt="说明: D:\b2.bmp"
+
them dimensionless. In addition, we tried to introduce feedback to
-
  style='width:328.5pt;height:246.75pt;visibility:visible;mso-wrap-style:square'>
+
  our system and made a brief analysis on different types of
-
  <v:imagedata src="Overview.files/image011.png" o:title="b2"/>
+
feedback we introduced. Some analyses were similar to the simplified
-
</v:shape><![endif]--><![if !vml]><img width=438 height=329
+
DDE model, and you can see more details by clicking
-
src="Overview.files/image012.jpg" alt="说明: D:\b2.bmp" v:shapes="图片_x0020_27"><![endif]></span><span
+
  <A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P4">read
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lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'><o:p></o:p></span></p>
+
more</A></P>
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<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
+
<br>
-
style='font-family:"Arial Unicode MS","sans-serif"'>By adjusting certain
+
<div class="slider">
-
parameters, we saw that the oscillation’s period and phase could be controlled
+
<p><A HREF="https://2011.igem.org/Team:Tsinghua-A/Modeling/P4"><U><I>Read
-
properly, which is the most impressive character of our system. Here we present
+
more</I></U></A></P>
-
a figure that the oscillation phase was adjusted by adding <span class=SpellE>araC</span>,
+
</div>
-
which could induce the <span class=SpellE>pBad</span> promoter, in cell type B.
+
<P id="Quorum Sensing"><h1>Quorum Sensing Effect</h1></P>
-
After adding <span class=SpellE>araC</span> to our system at certain time, the
+
<hr width="100%" size=2 color=gray>
-
oscillation was interrupted at beginning, but could gradually <span
+
-
class=GramE>recovered</span> and finally, the phase was changed.<span
+
-
style='mso-spacerun:yes'>&nbsp; </span><o:p></o:p></span></p>
+
-
<p class=MsoNormal align=center style='text-align:center;text-indent:21.0pt'><span
+
<P>What
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif";mso-no-proof:
+
we have analyzed so far is focused on two-cell oscillation.
-
yes'><!--[if gte vml 1]><v:shape id="图片_x0020_12" o:spid="_x0000_i1027" type="#_x0000_t75"
+
Quorum-sensing oscillator is not
-
alt="说明: D:\b1.bmp" style='width:285pt;height:213.75pt;visibility:visible;
+
simply a matter of expansion in magnitude, but a matter of robustness
-
mso-wrap-style:square'>
+
in allowing difference of each individual cell. Moreover, we test the
-
<v:imagedata src="Overview.files/image013.png" o:title="b1"/>
+
adjustment of phase and period of oscillation in this part.</P>
-
</v:shape><![endif]--><![if !vml]><img width=380 height=285
+
<P>As
-
src="Overview.files/image014.jpg" alt="说明: D:\b1.bmp" v:shapes="图片_x0020_12"><![endif]></span><span
+
we all know, no two things in this world are exactly the same, so do
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'><o:p></o:p></span></p>
+
cells. The major differences between individual cells that we take
 +
into consideration include:</P>
 +
<P><B>●Each cell's activity of promoter is varied, so each cell has
 +
different rate to generate AHL.</B></P>
 +
<P><B>●The initial amount of AHL may be disproportionally distributed among
 +
cells.</B></P>
 +
<P>The rate of generating AHL is closely related to parameter m and n.
 +
Therefore, we introduce randomness to both parameters by letting them
 +
obey normal distribution, that is:
 +
</P>
 +
<P ALIGN=CENTER style="text-intent:0em">m(i)= &mu;1+<I>N</I>(0,&sigma;1);</P>
 +
<P ALIGN=CENTER style="text-intent:0em">n(i)= &mu;2+<I>N</I>(0,&sigma;2);</P>
 +
<P ALIGN=LEFT><A NAME="OLE_LINK63"></A><A NAME="OLE_LINK62"></A>&mu;<SPAN LANG="en-US">1
 +
and &mu;2 are the average ability of generating 30C6HSL and 3012CHSL,
 +
and normal distribution-- </SPAN><SPAN LANG="en-US"><I>N</I></SPAN><SPAN LANG="en-US">(0,&sigma;)--describes
 +
the fluctuations of AHL generating rate in individual cell. We then
 +
expanded our equations from 2 cells to a population of cells. Each
 +
cell share a mutual environment in which we assume that AHL in
 +
environment is proportionally distributed.</SPAN></SPAN></P>
 +
<P ALIGN="center" style="text-intent:0em"><IMG SRC="https://static.igem.org/mediawiki/2011/1/17/008.png" WIDTH=800 HEIGHT=600 BORDER=0></P>
 +
<P>The
 +
figures indicate that our system can oscillate synchronically being
 +
able to tolerate differences at certain range among a population of
 +
cells.</P>
 +
<P>We
 +
also tested whether the oscillation is dependent on initial
 +
distribution of AHL by changing the initial amount drastically by
 +
letting them follow uniform distribution. That is:</P>
 +
<P ALIGN="center" style="text-intent:0em">Initial(i)= <I>U</I>(0,20);</P>
 +
<P>Based
 +
on this distribution restraining the initial AHL concentration in
 +
each cell, we simulated out a figure as follows.</P>
 +
<P ALIGN="center" style="text-intent:0em"><IMG SRC="https://static.igem.org/mediawiki/2011/d/d2/009.png" WIDTH=800 HEIGHT=600 BORDER=0></P>
 +
<P>The
 +
results demonstratively give evidence proving that our system can
 +
start to oscillate synchronically given variant initial starting
 +
status.</P>
 +
<br>
-
<p class=MsoListParagraph style='margin-left:39.0pt;text-indent:-18.0pt;
+
<P id="References"><h1>References</h1></P>
-
mso-char-indent-count:0;mso-list:l0 level1 lfo2'><![if !supportLists]><span
+
<hr width="100%" size=2 color=gray>
-
lang=EN-US style='font-family:Wingdings;mso-fareast-font-family:Wingdings;
+
<P>[1]
-
mso-bidi-font-family:Wingdings'><span style='mso-list:Ignore'>l<span
+
Uri Alon, (2007). Network motifs: theory and experimental approaches.
-
style='font:7.0pt "Times New Roman"'>&nbsp; </span></span></span><![endif]><span
+
Nature.</P>
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Analysis based
+
<P>[2]
-
on dimensionless model:<o:p></o:p></span></p>
+
Chunbo Lou, Xili Liu, Ming Ni, et al. (2010). Synthesizing a novel
 +
genetic sequential logic circuit: a push-on push-off switch.
 +
Molecular Systems Biology.</P>
 +
<P>[3]
 +
Tal Danino, Octavio Mondragon-Palomino, Lev Tsimring &amp; Jeff Hasty
 +
(2010). A synchronized quorum of genetic clocks. Nature.</P>
 +
<P>[4]
 +
Marcel Tigges, Tatiana T. Marquez-Lago, Jorg Stelling &amp; Martin
 +
Fussenegger (2009). A tunable synthetic mammalian oscillator. Nature.</P>
 +
<P>[5]
 +
Sergi Regot, Javio Macia el al. (2010). Distributed biological
 +
computation with multicellular engineered networks. Nature.</P>
 +
<P>[6]
 +
Martin Fussenegger, (2010). Synchronized bacterial clocks. Nature.</P>
 +
<P>[7]
 +
Andrew H Babiskin and Christina D Smolke, (2011). A synthetic library
 +
of RNA control modules for predictable tuning of gene expression in
 +
yeast. Molecular Systems Biology.</P>
 +
<P>[8]
 +
Santhosh Palani and Casim A Sarkar, (2011). Synthetic conversion of a
 +
graded receptor signal into a tunable, reversible switch. Molecular
 +
Systems Biology.</P>
 +
<P>[9]
 +
Nancy Kopell, (2002). Synchronizing genetic relaxation oscillation by
 +
intercell signaling. PNS</P>
-
<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
+
<br><br><br><br>
-
style='mso-bidi-font-size:10.5pt;font-family:"Arial Unicode MS","sans-serif"'>In
+
<p style="text-indent:0em" align="CENTER"><a href="https://2011.igem.org/Team:Tsinghua-A"><img src="https://static.igem.org/mediawiki/2011/9/92/Killbanner_header.jpg" alt="" width="960"/><a href="https://2011.igem.org"><img src="https://static.igem.org/mediawiki/igem.org/2/29/Killbanner_header2.jpg" alt="" width="960"/></p>
-
order to make a further analysis on stability of the system, and sensitivity of
+
-
parameters, we further simplified the model to make <b style='mso-bidi-font-weight:
+
-
normal'><span style='color:red'>them dimensionless</span></b>. In addition, we
+
-
tried to introduce feedback to our system and made a brief analysis on
+
-
different types of feedback we introduced.<o:p></o:p></span></p>
+
-
<p class=MsoListParagraph style='margin-left:39.0pt;text-indent:-18.0pt;
 
-
mso-char-indent-count:0;mso-list:l0 level1 lfo2'><![if !supportLists]><span
 
-
lang=EN-US style='font-family:Wingdings;mso-fareast-font-family:Wingdings;
 
-
mso-bidi-font-family:Wingdings'><span style='mso-list:Ignore'>l<span
 
-
style='font:7.0pt "Times New Roman"'>&nbsp; </span></span></span><![endif]><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Population effect:<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'>What we have analyzed so far
 
-
is focused on two-cell oscillation. <b style='mso-bidi-font-weight:normal'><span
 
-
style='color:red'>Quorum-sensing oscillator</span></b> is not simply a matter
 
-
of expansion in magnitude, but a matter of robustness in allowing difference of
 
-
each individual cell. Moreover, we test the adjustment of phase and period of
 
-
oscillation in this part.<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal style='text-indent:18.0pt'><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'>As we all know, no two
 
-
things in this world are exactly the same, so do cells. The major differences
 
-
between individual cells that we take into consideration include:<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal style='margin-left:18.0pt'><b style='mso-bidi-font-weight:
 
-
normal'><span style='font-size:11.0pt;font-family:"Arial Unicode MS","sans-serif";
 
-
color:#548DD4;mso-themecolor:text2;mso-themetint:153;mso-font-kerning:0pt'>● </span></b><b
 
-
style='mso-bidi-font-weight:normal'><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif";
 
-
color:#548DD4;mso-themecolor:text2;mso-themetint:153'>Each cell<span
 
-
class=GramE>’</span>s activity of promoter is varied, so each cell has
 
-
different rate to generate AHL.<o:p></o:p></span></b></p>
 
-
 
-
<p class=MsoNormal style='text-indent:18.0pt'><b style='mso-bidi-font-weight:
 
-
normal'><span style='font-size:11.0pt;font-family:"Arial Unicode MS","sans-serif";
 
-
color:#548DD4;mso-themecolor:text2;mso-themetint:153;mso-font-kerning:0pt'>● </span></b><b
 
-
style='mso-bidi-font-weight:normal'><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif";
 
-
color:#548DD4;mso-themecolor:text2;mso-themetint:153'>The initial amount of AHL
 
-
may be disproportionally distributed among cells.</span></b><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif";color:#548DD4;mso-themecolor:
 
-
text2;mso-themetint:153'><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'>The rate of generating AHL
 
-
is closely related to parameter </span><!--[if gte msEquation 12]><m:oMath><span
 
-
lang=EN-US style='font-family:"Cambria Math","serif";mso-fareast-font-family:
 
-
"Arial Unicode MS";mso-bidi-font-family:"Arial Unicode MS"'><m:r><m:rPr><m:scr
 
-
    m:val="roman"/><m:sty m:val="p"/></m:rPr>m</m:r></span></m:oMath><![endif]--><![if !msEquation]><span
 
-
lang=EN-US style='font-size:10.5pt;mso-bidi-font-size:11.0pt;font-family:"Calibri","sans-serif";
 
-
mso-ascii-theme-font:minor-latin;mso-fareast-font-family:宋体;mso-fareast-theme-font:
 
-
minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
 
-
mso-bidi-theme-font:minor-bidi;position:relative;top:4.0pt;mso-text-raise:-4.0pt;
 
-
mso-ansi-language:EN-US;mso-fareast-language:ZH-CN;mso-bidi-language:AR-SA'><!--[if gte vml 1]><v:shape
 
-
id="_x0000_i1025" type="#_x0000_t75" style='width:9pt;height:15.75pt'>
 
-
<v:imagedata src="Overview.files/image015.png" o:title="" chromakey="white"/>
 
-
</v:shape><![endif]--><![if !vml]><img width=12 height=21
 
-
src="Overview.files/image016.png" v:shapes="_x0000_i1025"><![endif]></span><![endif]><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'><span
 
-
style='mso-spacerun:yes'>&nbsp;</span>and</span><!--[if gte msEquation 12]><m:oMath><span
 
-
lang=EN-US style='font-family:"Cambria Math","serif";mso-fareast-font-family:
 
-
"Arial Unicode MS";mso-bidi-font-family:"Arial Unicode MS"'><m:r><m:rPr><m:scr
 
-
    m:val="roman"/><m:sty m:val="p"/></m:rPr> n</m:r></span></m:oMath><![endif]--><![if !msEquation]><span
 
-
lang=EN-US style='font-size:10.5pt;mso-bidi-font-size:11.0pt;font-family:"Calibri","sans-serif";
 
-
mso-ascii-theme-font:minor-latin;mso-fareast-font-family:宋体;mso-fareast-theme-font:
 
-
minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
 
-
mso-bidi-theme-font:minor-bidi;position:relative;top:4.0pt;mso-text-raise:-4.0pt;
 
-
mso-ansi-language:EN-US;mso-fareast-language:ZH-CN;mso-bidi-language:AR-SA'><!--[if gte vml 1]><v:shape
 
-
id="_x0000_i1025" type="#_x0000_t75" style='width:8.25pt;height:15.75pt'>
 
-
<v:imagedata src="Overview.files/image017.png" o:title="" chromakey="white"/>
 
-
</v:shape><![endif]--><![if !vml]><img width=11 height=21
 
-
src="Overview.files/image018.png" v:shapes="_x0000_i1025"><![endif]></span><![endif]><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>. Therefore, we
 
-
introduce randomness to both parameters <a name="OLE_LINK67"></a><a
 
-
name="OLE_LINK66"><span style='mso-bookmark:OLE_LINK67'>by letting </span></a>them
 
-
obey normal distribution, that is: <o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal align=center style='text-align:center;text-indent:21.0pt'><a
 
-
name="OLE_LINK69"></a><a name="OLE_LINK68"><span style='mso-bookmark:OLE_LINK69'></span></a><span
 
-
class=GramE><span style='mso-bookmark:OLE_LINK68'><span style='mso-bookmark:
 
-
OLE_LINK69'><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>m(</span></span></span></span><span
 
-
style='mso-bookmark:OLE_LINK68'><span style='mso-bookmark:OLE_LINK69'><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>i) = </span></span></span><span
 
-
style='mso-bookmark:OLE_LINK68'><span style='mso-bookmark:OLE_LINK69'></span></span><!--[if gte msEquation 12]><m:oMath><span
 
-
style='mso-bookmark:OLE_LINK68'><span style='mso-bookmark:OLE_LINK69'><m:r><m:rPr><m:scr
 
-
    m:val="roman"/><m:sty m:val="p"/></m:rPr><span lang=EN-US style='font-family:
 
-
  "Cambria Math","serif";mso-fareast-font-family:"Arial Unicode MS";mso-bidi-font-family:
 
-
  "Arial Unicode MS"'>μ1</span></m:r></span></span></m:oMath><![endif]--><![if !msEquation]><span
 
-
lang=EN-US style='font-size:10.5pt;mso-bidi-font-size:11.0pt;font-family:"Calibri","sans-serif";
 
-
mso-ascii-theme-font:minor-latin;mso-fareast-font-family:宋体;mso-fareast-theme-font:
 
-
minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
 
-
mso-bidi-theme-font:minor-bidi;position:relative;top:4.0pt;mso-text-raise:-4.0pt;
 
-
mso-ansi-language:EN-US;mso-fareast-language:ZH-CN;mso-bidi-language:AR-SA'><!--[if gte vml 1]><v:shape
 
-
id="_x0000_i1025" type="#_x0000_t75" style='width:11.25pt;height:15.75pt'>
 
-
<v:imagedata src="Overview.files/image019.png" o:title="" chromakey="white"/>
 
-
</v:shape><![endif]--><![if !vml]><img width=15 height=21
 
-
src="Overview.files/image020.png" v:shapes="_x0000_i1025"><![endif]></span><![endif]><span
 
-
style='mso-bookmark:OLE_LINK68'><span style='mso-bookmark:OLE_LINK69'><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>+</span></span></span><a
 
-
name="OLE_LINK77"></a><a name="OLE_LINK76"></a><span style='mso-bookmark:OLE_LINK76'><span
 
-
style='mso-bookmark:OLE_LINK77'><i style='mso-bidi-font-style:normal'><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>N</span></i></span></span><span
 
-
style='mso-bookmark:OLE_LINK76'><span style='mso-bookmark:OLE_LINK77'><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>(</span></span></span><span
 
-
style='mso-bookmark:OLE_LINK76'><span style='mso-bookmark:OLE_LINK77'></span></span><!--[if gte msEquation 12]><m:oMath><span
 
-
style='mso-bookmark:OLE_LINK76'><span style='mso-bookmark:OLE_LINK77'><m:r><m:rPr><m:scr
 
-
    m:val="roman"/><m:sty m:val="p"/></m:rPr><span lang=EN-US style='font-family:
 
-
  "Cambria Math","serif";mso-fareast-font-family:"Arial Unicode MS";mso-bidi-font-family:
 
-
  "Arial Unicode MS"'>0,σ1</span></m:r></span></span></m:oMath><![endif]--><![if !msEquation]><span
 
-
lang=EN-US style='font-size:10.5pt;mso-bidi-font-size:11.0pt;font-family:"Calibri","sans-serif";
 
-
mso-ascii-theme-font:minor-latin;mso-fareast-font-family:宋体;mso-fareast-theme-font:
 
-
minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
 
-
mso-bidi-theme-font:minor-bidi;position:relative;top:4.0pt;mso-text-raise:-4.0pt;
 
-
mso-ansi-language:EN-US;mso-fareast-language:ZH-CN;mso-bidi-language:AR-SA'><!--[if gte vml 1]><v:shape
 
-
id="_x0000_i1025" type="#_x0000_t75" style='width:21.75pt;height:15.75pt'>
 
-
<v:imagedata src="Overview.files/image021.png" o:title="" chromakey="white"/>
 
-
</v:shape><![endif]--><![if !vml]><img width=29 height=21
 
-
src="Overview.files/image022.png" v:shapes="_x0000_i1025"><![endif]></span><![endif]><span
 
-
style='mso-bookmark:OLE_LINK76'><span style='mso-bookmark:OLE_LINK77'><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>);</span></span></span><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal align=center style='text-align:center;text-indent:21.0pt'><span
 
-
class=GramE><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>n(</span></span><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>i) =</span><!--[if gte msEquation 12]><m:oMath><span
 
-
lang=EN-US style='font-family:"Cambria Math","serif";mso-fareast-font-family:
 
-
"Arial Unicode MS";mso-bidi-font-family:"Arial Unicode MS"'><m:r><m:rPr><m:scr
 
-
    m:val="roman"/><m:sty m:val="p"/></m:rPr> μ2</m:r></span></m:oMath><![endif]--><![if !msEquation]><span
 
-
lang=EN-US style='font-size:10.5pt;mso-bidi-font-size:11.0pt;font-family:"Calibri","sans-serif";
 
-
mso-ascii-theme-font:minor-latin;mso-fareast-font-family:宋体;mso-fareast-theme-font:
 
-
minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
 
-
mso-bidi-theme-font:minor-bidi;position:relative;top:4.0pt;mso-text-raise:-4.0pt;
 
-
mso-ansi-language:EN-US;mso-fareast-language:ZH-CN;mso-bidi-language:AR-SA'><!--[if gte vml 1]><v:shape
 
-
id="_x0000_i1025" type="#_x0000_t75" style='width:13.5pt;height:15.75pt'>
 
-
<v:imagedata src="Overview.files/image023.png" o:title="" chromakey="white"/>
 
-
</v:shape><![endif]--><![if !vml]><img width=18 height=21
 
-
src="Overview.files/image024.png" v:shapes="_x0000_i1025"><![endif]></span><![endif]><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>+<i
 
-
style='mso-bidi-font-style:normal'> N</i>(</span><!--[if gte msEquation 12]><m:oMath><span
 
-
lang=EN-US style='font-family:"Cambria Math","serif";mso-fareast-font-family:
 
-
"Arial Unicode MS";mso-bidi-font-family:"Arial Unicode MS"'><m:r><m:rPr><m:scr
 
-
    m:val="roman"/><m:sty m:val="p"/></m:rPr>0,σ2</m:r></span></m:oMath><![endif]--><![if !msEquation]><span
 
-
lang=EN-US style='font-size:10.5pt;mso-bidi-font-size:11.0pt;font-family:"Calibri","sans-serif";
 
-
mso-ascii-theme-font:minor-latin;mso-fareast-font-family:宋体;mso-fareast-theme-font:
 
-
minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
 
-
mso-bidi-theme-font:minor-bidi;position:relative;top:4.0pt;mso-text-raise:-4.0pt;
 
-
mso-ansi-language:EN-US;mso-fareast-language:ZH-CN;mso-bidi-language:AR-SA'><!--[if gte vml 1]><v:shape
 
-
id="_x0000_i1025" type="#_x0000_t75" style='width:21.75pt;height:15.75pt'>
 
-
<v:imagedata src="Overview.files/image025.png" o:title="" chromakey="white"/>
 
-
</v:shape><![endif]--><![if !vml]><img width=29 height=21
 
-
src="Overview.files/image026.png" v:shapes="_x0000_i1025"><![endif]></span><![endif]><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>);<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'><span
 
-
style='mso-spacerun:yes'>&nbsp; </span></span><!--[if gte msEquation 12]><m:oMath><span
 
-
lang=EN-US style='font-family:"Cambria Math","serif";mso-fareast-font-family:
 
-
"Arial Unicode MS";mso-bidi-font-family:"Arial Unicode MS"'><m:r><m:rPr><m:scr
 
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    m:val="roman"/><m:sty m:val="p"/></m:rPr>μ1 and μ2</m:r></span></m:oMath><![endif]--><![if !msEquation]><span
 
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lang=EN-US style='font-size:10.5pt;mso-bidi-font-size:11.0pt;font-family:"Calibri","sans-serif";
 
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mso-ascii-theme-font:minor-latin;mso-fareast-font-family:宋体;mso-fareast-theme-font:
 
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minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
 
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id="_x0000_i1025" type="#_x0000_t75" style='width:44.25pt;height:15.75pt'>
 
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<v:imagedata src="Overview.files/image027.png" o:title="" chromakey="white"/>
 
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</v:shape><![endif]--><![if !vml]><img width=59 height=21
 
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src="Overview.files/image028.png" v:shapes="_x0000_i1025"><![endif]></span><![endif]><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'><span
 
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style='mso-spacerun:yes'>&nbsp;</span><span class=GramE>are</span> the average
 
-
ability of generating 30C6HSL and 3012CHSL, and normal distribution-- <i
 
-
style='mso-bidi-font-style:normal'>N</i>(</span><!--[if gte msEquation 12]><m:oMath><span
 
-
lang=EN-US style='font-family:"Cambria Math","serif";mso-fareast-font-family:
 
-
"Arial Unicode MS";mso-bidi-font-family:"Arial Unicode MS"'><m:r><m:rPr><m:scr
 
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    m:val="roman"/><m:sty m:val="p"/></m:rPr>0,σ</m:r></span></m:oMath><![endif]--><![if !msEquation]><span
 
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lang=EN-US style='font-size:10.5pt;mso-bidi-font-size:11.0pt;font-family:"Calibri","sans-serif";
 
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mso-ascii-theme-font:minor-latin;mso-fareast-font-family:宋体;mso-fareast-theme-font:
 
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minor-fareast;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
 
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mso-bidi-theme-font:minor-bidi;position:relative;top:4.0pt;mso-text-raise:-4.0pt;
 
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mso-ansi-language:EN-US;mso-fareast-language:ZH-CN;mso-bidi-language:AR-SA'><!--[if gte vml 1]><v:shape
 
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id="_x0000_i1025" type="#_x0000_t75" style='width:15.75pt;height:15.75pt'>
 
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<v:imagedata src="Overview.files/image029.png" o:title="" chromakey="white"/>
 
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</v:shape><![endif]--><![if !vml]><img width=21 height=21
 
-
src="Overview.files/image030.png" v:shapes="_x0000_i1025"><![endif]></span><![endif]><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>)--describes the
 
-
fluctuations of AHL generating rate in individual cell. We then expanded our
 
-
equations from 2 cells to a population of cells. Each cell share a mutual
 
-
environment in which we assume that AHLs in environment is proportionally <a
 
-
name="OLE_LINK63"></a><a name="OLE_LINK62"><span style='mso-bookmark:OLE_LINK63'>distributed.<o:p></o:p></span></a></span></p>
 
-
 
-
<span style='mso-bookmark:OLE_LINK63'></span><span style='mso-bookmark:OLE_LINK62'></span>
 
-
 
-
<p class=MsoNormal align=center style='text-align:center'><span lang=EN-US
 
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style='font-family:"Arial Unicode MS","sans-serif";mso-no-proof:yes'><!--[if gte vml 1]><v:shape
 
-
id="图片_x0020_19" o:spid="_x0000_i1026" type="#_x0000_t75" alt="说明: D:\b1.bmp"
 
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style='width:415.5pt;height:311.25pt;visibility:visible;mso-wrap-style:square'>
 
-
<v:imagedata src="Overview.files/image031.png" o:title="b1"/>
 
-
</v:shape><![endif]--><![if !vml]><img width=554 height=415
 
-
src="Overview.files/image032.jpg" alt="说明: D:\b1.bmp" v:shapes="图片_x0020_19"><![endif]></span><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'>The figures indicate that
 
-
our system can oscillate synchronically being able to tolerate differences at
 
-
certain range among a population of cells.<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'>We also tested whether the
 
-
oscillation is dependent on initial distribution of AHL by changing the initial
 
-
amount drastically by letting them follow uniform distribution. That is:<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal align=center style='text-align:center;text-indent:21.0pt'><span
 
-
class=GramE><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Initial(</span></span><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>i) = <span
 
-
class=SpellE>unifrnd</span>(0,20);<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'>Based on this distribution
 
-
restraining the initial AHL concentration in each cell, we simulated out a
 
-
figure as follows.<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal align=center style='text-align:center;text-indent:21.0pt'><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif";mso-no-proof:
 
-
yes'><!--[if gte vml 1]><v:shape id="图片_x0020_18" o:spid="_x0000_i1025" type="#_x0000_t75"
 
-
alt="说明: D:\b1.bmp" style='width:399pt;height:299.25pt;visibility:visible;
 
-
mso-wrap-style:square'>
 
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<v:imagedata src="Overview.files/image033.png" o:title="b1"/>
 
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</v:shape><![endif]--><![if !vml]><img width=532 height=399
 
-
src="Overview.files/image034.jpg" alt="说明: D:\b1.bmp" v:shapes="图片_x0020_18"><![endif]></span><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal style='text-indent:21.0pt'><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'>The results demonstratively
 
-
give evidence proving that our system can start to oscillate synchronically
 
-
given variant initial starting status.<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span lang=EN-US
 
-
style='font-size:16.0pt;mso-bidi-font-size:11.0pt;font-family:"Arial Unicode MS","sans-serif";
 
-
color:#00B0F0'>Reference<o:p></o:p></span></b></p>
 
-
 
-
<p class=MsoNormal><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Uri
 
-
<span class=SpellE>Alon</span>, (2007). Network motifs: theory and experimental
 
-
approaches. <span class=GramE>Nature.</span><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><span class=SpellE><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Chunbo</span></span><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'> Lou, <span
 
-
class=SpellE>Xili</span> Liu, Ming Ni, et al. (2010). <span class=GramE>Synthesizing
 
-
a novel genetic sequential logic circuit: a push-on push-off switch.</span> <span
 
-
class=GramE>Molecular Systems Biology.</span><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><span class=GramE><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Tal
 
-
<span class=SpellE>Danino</span>, Octavio Mondragon-Palomino, Lev <span
 
-
class=SpellE>Tsimring</span> &amp; Jeff Hasty (2010).</span></span><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'> <span
 
-
class=GramE>A synchronized quorum of genetic clocks.</span> <span class=GramE>Nature.</span><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><span class=GramE><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Marcel
 
-
<span class=SpellE>Tigges</span>, Tatiana T. Marquez-<span class=SpellE>Lago</span>,
 
-
<span class=SpellE>Jorg</span> <span class=SpellE>Stelling</span> &amp; Martin <span
 
-
class=SpellE>Fussenegger</span> (2009).</span></span><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'> <span class=GramE>A
 
-
tunable synthetic mammalian oscillator.</span> <span class=GramE>Nature.</span><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><span class=SpellE><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Sergi</span></span><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'> <span
 
-
class=SpellE>Regot</span>, <span class=SpellE>Javio</span> <span class=SpellE>Macia</span>
 
-
el al. (2010). <span class=GramE>Distributed biological computation with
 
-
multicellular engineered networks.</span> <span class=GramE>Nature.</span><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><span class=GramE><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Martin<span
 
-
style='mso-spacerun:yes'>&nbsp; </span><span class=SpellE>Fussenegger</span></span></span><span
 
-
lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>, (2010). <span
 
-
class=GramE>Synchronized bacterial clocks.</span> <span class=GramE>Nature.</span><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Andrew
 
-
H <span class=SpellE>Babiskin</span> <span class=GramE>and<span
 
-
style='mso-spacerun:yes'>&nbsp; </span>Christina</span> D <span class=SpellE>Smolke</span>,
 
-
(2011). A synthetic library of RNA control modules for predictable tuning of
 
-
gene expression in yeast. <span class=GramE>Molecular Systems Biology.</span><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><span class=SpellE><span class=GramE><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'>Santhosh</span></span></span><span
 
-
class=GramE><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>
 
-
<span class=SpellE>Palani</span> and <span class=SpellE>Casim</span> A <span
 
-
class=SpellE>Sarkar</span>, (2011).</span></span><span lang=EN-US
 
-
style='font-family:"Arial Unicode MS","sans-serif"'><span
 
-
style='mso-spacerun:yes'>&nbsp; </span><span class=GramE>Synthetic conversion
 
-
of a graded receptor signal into a tunable, reversible switch.</span> <span
 
-
class=GramE>Molecular Systems Biology.</span><o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'>Nancy
 
-
<span class=SpellE>Kopell</span>, (2002). <span class=GramE>Synchronizing
 
-
genetic relaxation oscillation by <span class=SpellE>intercell</span>
 
-
signaling.</span> PNS<o:p></o:p></span></p>
 
-
 
-
<p class=MsoNormal><span lang=EN-US style='font-family:"Arial Unicode MS","sans-serif"'><o:p>&nbsp;</o:p></span></p>
 
-
 
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</div>
 
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Latest revision as of 05:20, 28 October 2011

JavaScript Slideshow - TinySlideshow



Introduction to Model


Designed gene circuit in cell A and cell B

In our project, we designed a quorum-sensing oscillator which consists of two types of cells. The expression of the reporter genes (GFP of one cell type and GFP of another) of the cells of the same type can fluctuate synchronously and certain designs were made to adjust the phase and the period of oscillation. To understand the property of our system, we built a mathematical model based on ODEs (Ordinary Differential Equations) and DDEs (Delayed Differential Equations) to model and characterize this system. The simulation results helped us to deepen into further characteristics of the system.



Original Full Model


Firstly we described the system thoroughly without leaving out any seemingly unimportant actions and factors. As a result, the description of the system contains every possible mass actions as well as some hill kinetics, Henri-Michaelis-Menten kinetics, and the parameters were got from literature. The model was represented and simulated in the Matlab toolbox SIMBIOLOGY, but too many parameters make it difficult to do further analyses, So here we only listed all 19 ODEs and a reletive parameter table( see attached pdf file).


Simplified DDE


Simplified DDEs

original model contains too many factors for analyzing the general property of system. To understand the essential characters of the oscillator, we simplify the original model according to certain appropriate assumptions, like Quasi-equilibrium for fast reactions.

After series of derivation based on those assumptions, we came up with the following set of DDEs (Delay Differential Equations) which contains only 6 equations, see the figure right. And it would be much more convenient for us to do some neccessary analyses and research into the mathematical essence of our model.

Figure shows all variables are oscillating

We coded the system by DDE description in MATLAB and did simulation analysis accordingly. The result showed that the system could oscillate under certain parameters.

To further understand what parameters could make the system oscillate, we did bifurcation analysis on the Hill parameters. What we had to do was find the critical points where the system can nearly oscillate but a little disruption may lead to a steady state.

Depicting all those critical points, as shown in the figure, the system could oscillate when cellB's Hill parameters were located in the area named Bistable.

The figure right is the phase trajectory of two signal molecules in environment, the more it looks like a circle, the more steadily our system will oscillate.

Our system oscillates when parameters were selected in the area named 'Bistable'



By adjusting certain parameters, we saw that the oscillation’s period and phase could be controlled properly, which is the most impressive character of our system. Here we present a figure that the oscillation phase was adjusted by adding araC, which could induce the pBad promoter, in cell type B. After adding araC to our system at certain time, the oscillation was interrupted at beginning, but could gradually recover and finally, the phase was changed.







Dimensionless Model


In order to make a further analysis on stability of the system, and sensitivity of parameters, we further simplified the model to make them dimensionless. In addition, we tried to introduce feedback to our system and made a brief analysis on different types of feedback we introduced. Some analyses were similar to the simplified DDE model, and you can see more details by clicking read more


Quorum Sensing Effect


What we have analyzed so far is focused on two-cell oscillation. Quorum-sensing oscillator is not simply a matter of expansion in magnitude, but a matter of robustness in allowing difference of each individual cell. Moreover, we test the adjustment of phase and period of oscillation in this part.

As we all know, no two things in this world are exactly the same, so do cells. The major differences between individual cells that we take into consideration include:

●Each cell's activity of promoter is varied, so each cell has different rate to generate AHL.

●The initial amount of AHL may be disproportionally distributed among cells.

The rate of generating AHL is closely related to parameter m and n. Therefore, we introduce randomness to both parameters by letting them obey normal distribution, that is:

m(i)= μ1+N(0,σ1);

n(i)= μ2+N(0,σ2);

μ1 and μ2 are the average ability of generating 30C6HSL and 3012CHSL, and normal distribution-- N(0,σ)--describes the fluctuations of AHL generating rate in individual cell. We then expanded our equations from 2 cells to a population of cells. Each cell share a mutual environment in which we assume that AHL in environment is proportionally distributed.

The figures indicate that our system can oscillate synchronically being able to tolerate differences at certain range among a population of cells.

We also tested whether the oscillation is dependent on initial distribution of AHL by changing the initial amount drastically by letting them follow uniform distribution. That is:

Initial(i)= U(0,20);

Based on this distribution restraining the initial AHL concentration in each cell, we simulated out a figure as follows.

The results demonstratively give evidence proving that our system can start to oscillate synchronically given variant initial starting status.


References


[1] Uri Alon, (2007). Network motifs: theory and experimental approaches. Nature.

[2] Chunbo Lou, Xili Liu, Ming Ni, et al. (2010). Synthesizing a novel genetic sequential logic circuit: a push-on push-off switch. Molecular Systems Biology.

[3] Tal Danino, Octavio Mondragon-Palomino, Lev Tsimring & Jeff Hasty (2010). A synchronized quorum of genetic clocks. Nature.

[4] Marcel Tigges, Tatiana T. Marquez-Lago, Jorg Stelling & Martin Fussenegger (2009). A tunable synthetic mammalian oscillator. Nature.

[5] Sergi Regot, Javio Macia el al. (2010). Distributed biological computation with multicellular engineered networks. Nature.

[6] Martin Fussenegger, (2010). Synchronized bacterial clocks. Nature.

[7] Andrew H Babiskin and Christina D Smolke, (2011). A synthetic library of RNA control modules for predictable tuning of gene expression in yeast. Molecular Systems Biology.

[8] Santhosh Palani and Casim A Sarkar, (2011). Synthetic conversion of a graded receptor signal into a tunable, reversible switch. Molecular Systems Biology.

[9] Nancy Kopell, (2002). Synchronizing genetic relaxation oscillation by intercell signaling. PNS