Team:UNIPV-Pavia/Project/Motivation2

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                Results
 
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<a name='indice'></a>
 
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<table id="toc" class="toc"><tr><td><div id="toctitle"><h2>Contents</h2></div>
 
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<ul>
 
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<li class="toclevel-1"><a href="#assembly"><span class="tocnumber">1</span> <span class="toctext">Part assembly</span></a> 
 
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<li class="toclevel-1"><a href="#characterization"><span class="tocnumber">1</span> <span class="toctext">Characterization of basic modules</span></a>
 
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<ul>
 
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<li class="toclevel-2"><a href="#promoters"><span class="tocnumber">2.1</span> <span class="toctext">Promoter characterization</span></a></li>
 
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<li class="toclevel-2"><a href="#enzymes"><span class="tocnumber">2.2</span> <span class="toctext">Characterization of the activity of the enzymes AiiA and LuxI</span></a></li>
 
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<li class="toclevel-2"><a href="#rbs"><span class="tocnumber">2.3</span> <span class="toctext">Characterization of RBS efficiency</span></a></li>
 
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</ul>
 
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<li class="toclevel-1"><a href="#growth"><span class="tocnumber">3</span> <span class="toctext">Identification of bacterial growth parameters</span></a></li>
 
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<li class="toclevel-1"><a href="#HSL"><span class="tocnumber">4</span> <span class="toctext">Estimation of the spontaneous degradation of HSL in M9 medium and in cultures at different pH values</span></a></li>
 
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<li class="toclevel-1"><a href="#t9002"><span class="tocnumber">5</span> <span class="toctext">Characterization of BBa_T9002 biosensor</span></a></li>
 
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NB: unless differently specified, all tests were performed in <a href='https://2011.igem.org/Team:UNIPV-Pavia/Protocols#MG1655Z1'><em>E. coli</em> MGZ1</a> in M9 supplemented medium at 37°C. For the cloning of the parts, <a href='https://2011.igem.org/Team:UNIPV-Pavia/Protocols#TOP10'><em>E. coli</em> TOP10</a> was used.
 
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<!-----------ASSEMBLY------------->
 
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<a name='assembly'></a><h1>Parts assembly</h1>
 
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All the parts have been cloned with success. The part name, plasmids and quality controls are reported in the <a href='https://2011.igem.org/Team:UNIPV-Pavia/Freezer'>Freezer section</a>.
 
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<div align="right"><small><a href="#indice" title="">^top</a></small></div>
 
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<!-------CHARACTERIZATION--------->
 
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<a name='characterization'></a><h1>Characterization of basic modules</h1>
 
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<!--------pTet and pLux----------->
 
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<a name='promoters'></a><h2>Characterization of promoters pTet and pLux</h2>
 
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<p align='justify'>
 
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<p>Inducible and constitutive promoters were assembled upstream of different coding sequences containing an  RBS from the Community collection.</p>
 
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<p>The assembled RBSs are:</p>
 
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<br>
 
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<div align='center'>
 
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<table class='data'>
 
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<tr><td class="row"><b>BioBrick code</b></td><td><b>  Declared efficiency</b></td></tr>
 
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<tr><td class="row">BBa_B0030 </td><td class="row"> 0,6</td></tr>
 
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<tr><td class="row">BBa_B0031 </td><td class="row"> 0,07</td></tr>
 
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<tr><td class="row">BBa_B0032 </td><td class="row"> 0,3</td></tr>
 
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<tr><td class="row">BBa_B0034 </td><td class="row"> 1</td></tr>
 
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</table></div>
 
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<br>
 
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<div align="justify"><p>For an inducible device, the RBS variation has the purpose to stretch the induction curve, thus modulating its PoPs-OUT range.</p>
 
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<p>The complex RBS-promoter acts as a whole regulatory element and determines the amount of translated protein.
 
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RBSs have been reported to have an un-modular behavior, since the translational efficiency is not independent on the coding sequences, but variates as an effect of different mRNA structure stability [Salis et al., Nat Biotec, 2009]. It is not possible to separate the effects of the sole promoter and of the sole RBS on the total amount/activity of gene product (in this case study, mRFP).</p>
 
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<p>For this reason, every combination 'Promoter+RBS' was studied as a different regulatory element. Regulatory elements were characterized using mRFP reporter protein for different RBSs in terms of Synthesis rate per Cell (<b>S<sub>cell</sub></b>) and <b>R.P.U.s</b> (Relative Promoter Units) as explained in <a href='https://2011.igem.org/Team:UNIPV-Pavia/Measurements'>measurements</a> section.</p>
 
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</p>
 
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<p>Operative parameters of the promoter are derived from the estimated Hill equations obtained by <em>nonlinear least squares</em> fitting (<em>lsqnonlin</em> Matlab routine) of the <a href='https://2011.igem.org/Team:UNIPV-Pavia/Project/Modelling#Equations_for_gene_networks'>Hill function</a> expressed in RPUs:</p><p></p>
 
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<p><ol><ul><li><b>
 
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RPU<sub>max</sub></b> is equal to the &alpha; and represents the maximum promoter activity</p>
 
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</li><p><li><b>
 
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RPU<sub>min</sub></b> is equal to the &alpha; * &delta; represents the minimum promoter activity</p>
 
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</li><p><li>
 
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<b>Switch point</b> is computed as the abscissa of the inflection point of the Hill curve and it is representative of the position of linear region</p>
 
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</li>
 
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<p><li>
 
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<b>Linearity boundaries</b> are determined as the intersection between the tangent line to the inflection point and the upper and lower horizontal boundaries of the Hill curve.</div></li></p>
 
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</ul></ol>
 
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</p>
 
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<p align='justify'>
 
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The estimated parameters for the Hill functions of pLux are summarized in the table below. For more details on parameter estimation, see the <a href='https://2011.igem.org/Team:UNIPV-Pavia/Project/Modelling#Ptet_&_Plux'>model section</a>.
 
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</p>
 
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<table class='data' width='100%'>
 
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<tr>
 
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<td class="row"><b>RBS</b></td>
 
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<td class="row"><b>&alpha;<sub>p<sub>Lux</sub></sub> [(AUr/min)/cell]</b></td>
 
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<td class="row"><b>&delta;<sub>p<sub>Lux</sub></sub> [-]</b></td>
 
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<td class="row"><b>&eta;<sub>p<sub>Lux</sub></sub> [-]</b></td>
 
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<td class="row"><b>k<sub>p<sub>Lux</sub></sub> [ng/ml]</b></td>
 
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</tr>
 
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<tr><td class="row">BBa_B0030</td>
 
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<td class="row">438 [10]</td>
 
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<td class="row">0.05 [>100]</td>
 
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<td class="row">2 [47]</td>
 
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<td class="row">1.88 [27]</td>
 
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</tr>
 
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<tr><td class="row">BBa_B0031</td>
 
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<td class="row">9.8 [7]</td>
 
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<td class="row">0.11 [57]</td>
 
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<td class="row">1.2 [29]</td>
 
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<td class="row">1.5 [26]</td>
 
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</tr>
 
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<tr><td class="row">BBa_B0032</td>
 
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<td class="row">206 [3]</td>
 
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<td class="row">0 [>>100]</td>
 
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<td class="row">1.36 [10]</td>
 
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<td class="row">1.87 [9]</td>
 
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</tr>
 
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<tr><td class="row">BBa_B0034</td>
 
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<td class="row">1105 [6]</td>
 
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<td class="row">0.02 [>100]</td>
 
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<td class="row">1.33 [19]</td>
 
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<td class="row">2.34 [18]</td>
 
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</tr>
 
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</table>
 
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<div align="center">Data are provided as average [CV%].</div><br>
 
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<table align='center' class='data' width='100%'>
 
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<tr>
 
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<td class='row'><b>RBS</b></td>
 
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<td class='row'><b>RPU<sub>max</sub></b></td>
 
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<td class='row'><b>RPU<sub>min</sub></b></td>
 
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<td class='row'><b>Switch point [nM]</b></td>
 
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<td class='row'><b>Linear boundaries [MIN; MAX] [nM]</b></td>
 
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</tr>
 
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<tr>
 
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<td class='row'>B0030</td><td class='row'>4.28</td><td class='row'>0.20</td><td class='row'>1.08</td><td class='row'>[0.36; 3.27]</td>
 
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</tr>
 
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<tr>
 
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<td class='row'>B0031</td><td class='row'>4.93</td><td class='row'>0.55</td><td class='row'>0.25</td><td class='row'>[0.03; 2.30]</td>
 
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</tr>
 
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<tr>
 
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<td class='row'>B0032</td><td class='row'>9.49</td><td class='row'>0.02</td><td class='row'>0.47</td><td class='row'>[0.07; 3.07]</td>
 
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</tr>
 
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<tr>
 
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<td class='row'>B0034</td><td class='row'>21.53</td><td class='row'>0.51</td><td class='row'>0.53</td><td class='row'>[0.08; 3.77]</td>
 
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</tr>
 
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</table>
 
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<table width='100%'><tr><td width='50%'>
 
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<div style="text-align:justify"><div class="thumbinner" width='100%'><a href="https://static.igem.org/mediawiki/2011/5/50/E17_RPU_80.jpg" class="image"><img alt="" src="https://static.igem.org/mediawiki/2011/5/50/E17_RPU_80.jpg" class="thumbimage" width="100%"></a></div></div>
 
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</td>
 
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<td width='50%'>
 
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<div style="text-align:justify"><div class="thumbinner" width='100%'><a href="https://static.igem.org/mediawiki/2011/c/c4/E18_RPU_80.jpg" class="image"><img alt="" src="https://static.igem.org/mediawiki/2011/c/c4/E18_RPU_80.jpg" class="thumbimage" width="100%"></a></div></div>
 
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</td></tr>
 
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<tr><td width='50%'>
 
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<div style="text-align:justify"><div class="thumbinner" width='100%'><a href="https://static.igem.org/mediawiki/2011/7/78/E19_RPU_80.jpg" class="image"><img alt="" src="https://static.igem.org/mediawiki/2011/7/78/E19_RPU_80.jpg" class="thumbimage" width="100%"></a></div></div>
 
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</td>
 
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<td width='50%'>
 
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<div style="text-align:justify"><div class="thumbinner" width='100%'><a href="https://static.igem.org/mediawiki/2011/5/55/E20_RPU_80.jpg" class="image"><img alt="" src="https://static.igem.org/mediawiki/2011/5/55/E20_RPU_80.jpg" class="thumbimage" width="100%"></a></div></div>
 
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</td></tr>
 
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</table>
 
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<p>The protocols for the characterization of p<sub>Tet</sub> promoter are reported in the <a href='https://2011.igem.org/Team:UNIPV-Pavia/Measurements#pTet_protocol'>p<sub>Tet</sub> measurement section</a>.</p>
 
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<p>
 
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Here we have characterized its transcriptional strength as a function of aTc induction (ng/ul) for different RBSs. Three different induction curves were obtained and are reported in figure:</p>
 
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<center><a href="https://static.igem.org/mediawiki/2011/a/af/E32_RPU_80.jpg" class="image">
 
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<img alt="" src="https://static.igem.org/mediawiki/2011/a/af/E32_RPU_80.jpg" class="thumbimage" width="50%"></a>
 
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</center>
 
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-
 
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<table width='100%'>
 
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<tr><td width='50%'>
 
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<div style="text-align:justify"><div class="thumbinner" width='100%'><a href="https://static.igem.org/mediawiki/2011/9/99/E34_RPU_80.jpg" class="image"><img alt="" src="https://static.igem.org/mediawiki/2011/9/99/E34_RPU_80.jpg" class="thumbimage" width="100%"></a></div></div>
 
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</td>
 
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<td width='50%'>
 
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<div style="text-align:justify"><div class="thumbinner" width='100%'><a href="https://static.igem.org/mediawiki/2011/e/e4/E35_RPU_80.jpg" class="image"><img alt="" src="https://static.igem.org/mediawiki/2011/e/e4/E35_RPU_80.jpg" class="thumbimage" width="100%"></a></div></div>
 
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</td></tr>
 
-
</table>
 
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-
<p align='justify'>
 
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The estimated parameters of the Hill curves described in the figures are summarized in the table below:
 
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</p>
 
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<br>
 
-
<table class='data' width='100%' title='parameter value'>
 
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<tr>
 
-
<td class="row"><b>RBS</b></td>
 
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<td class="row"><b>&alpha;<sub>p<sub>Tet</sub></sub> [(AUr/min)/cell]</b></td>
 
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<td class="row"><b>&delta;<sub>p<sub>Tet</sub></sub> [-]</b></td>
 
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<td class="row"><b>&eta;<sub>p<sub>Tet</sub></sub> [-]</b></td>
 
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<td class="row"><b>k<sub>p<sub>Tet</sub></sub> [nM]</b></td>
 
-
</tr>
 
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<tr><td class="row">BBa_B0030</td>
 
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<td class="row">230.67 [3.7]</td>
 
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<td class="row">0.028 [91.61]</td>
 
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<td class="row">4.61 [23.73]</td>
 
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<td class="row">8.75 [4.16]</td>
 
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</tr>
 
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<tr><td class="row">BBa_B0031</td>
 
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<td class="row">ND</td>
 
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<td class="row">ND</td>
 
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<td class="row">ND</td>
 
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<td class="row">ND</td>
 
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</tr>
 
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<tr><td class="row">BBa_B0032</td>
 
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<td class="row">55.77 [12]</td>
 
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<td class="row">1.53E-11 [>>100]</td>
 
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<td class="row">4.98 [57.62]</td>
 
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<td class="row">7.26 [14.98]</td>
 
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</tr>
 
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<tr><td class="row">BBa_B0034</td>
 
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<td class="row">120 [5.95]</td>
 
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<td class="row">0.085 [40.6]</td>
 
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<td class="row">24.85 [47.6]</td>
 
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<td class="row">9 [5.43]</td>
 
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</tr>
 
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</table>
 
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Data are provided as average [CV%]
 
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<br><br>
 
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<p align='justify'>
 
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The operative parameters are summarized in the table below:
 
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</p>
 
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<table align='center' class='data' width='100%'>
 
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<tr>
 
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<td class='row'><b>RBS</b></td>
 
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<td class='row'><b>RPU<sub>max</sub></b></td>
 
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<td class='row'><b>RPU<sub>min</sub></b></td>
 
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<td class='row'><b>Switch point [ng/ml]</b></td>
 
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<td class='row'><b>Linear boundaries [MIN; MAX] [ng/ml]</b></td>
 
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</tr>
 
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<tr>
 
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<td class='row'>B0030</td><td class='row'>1.53</td><td class='row'>~0</td><td class='row'>7.95</td><td class='row'>[4.66;11.99]</td>
 
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</tr>
 
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<tr>
 
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<td class='row'>B0031</td><td class='row'>ND</td><td class='row'>ND</td><td class='row'>ND</td><td class='row'>ND</td>
 
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</tr>
 
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<tr>
 
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<td class='row'>B0032</td><td class='row'>3.16</td><td class='row'>~0</td><td class='row'>6.7</td><td class='row'>[4.45;10.05]</td>
 
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</tr>
 
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<tr>
 
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<td class='row'>B0034</td><td class='row'>2.73</td><td class='row'>0.23</td><td class='row'>8.96</td><td class='row'>[8.27;9.71]</td>
 
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</tr>
 
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</table>
 
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<div align="right"><small><a href="#indice" title="">^top</a></small></div>
 
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<!-------------------------------->
 
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<!-------------------------------->
 
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<!-------------------------------->
 
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<!--------AiiA and LuxI----------->
 
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<!-------------------------------->
 
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<!-------------------------------->
 
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<!-------------------------------->
 
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<a name='enzymes'></a><h2>Characterization of enzymes AiiA and LuxI</h2>
 
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<p align='justify'>
 
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LuxI has been characterized through the Biosensor BBa_T9002 (see <a href='https://2011.igem.org/Team:UNIPV-Pavia/Project/Modelling#introduction_to_T9002'>modelling section</a>) using the <a href='https://2011.igem.org/Team:UNIPV-Pavia/Parts/Characterized#pTetLuxI'>p<sub>Tet</sub>-RBSx-LuxI-TT</a> measurement systems.
 
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<br>
 
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The parameters V<sub>max</sub>, k<sub>M,LuxI</sub> and &alpha;<sub>RBSx</sub> were estimated with a simultaneous fitting of the data collected as described in <a href='https://2011.igem.org/Team:UNIPV-Pavia/Measurements#LuxI'>measurement section</a> for the four measurement parts <a href='https://2011.igem.org/Team:UNIPV-Pavia/Parts/Characterized#pTetLuxI'>p<sub>Tet</sub>-RBSx-LuxI-TT</a> assayed by <a href='https://2011.igem.org/Team:UNIPV-Pavia/Measurements#T9002'>BBa_T9002 biosensor</a> section. 
 
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<div align="justify"><div class="thumbinner" style="width: 850px;">
 
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<a href="https://static.igem.org/mediawiki/2011/4/40/Luxi_prod.jpg">
 
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<img alt="" src="https://static.igem.org/mediawiki/2011/4/40/Luxi_prod.jpg" class="thumbimage" width="85%" height="50%"></a></div></div>
 
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<div align="justify"><p>The estimated parameters for the enzymatic activity of LuxI are reported in the table below:</p></div>
 
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<div align=center">
 
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<table align="center" class='data'>
 
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<tr>
 
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<td class='row'><b>V<sub>max</sub></b></td>
 
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<td class='row'><b>k<sub>M,LuxI</sub></b></td>
 
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<td class='row'><b>&alpha;<sub>B0030</sub></b></td>
 
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<td class='row'><b>&alpha;<sub>B0031</sub></b></td>
 
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<td class='row'><b>&alpha;<sub>B0032</sub></b></td>
 
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<td class='row'><b>&alpha;<sub>B0034</sub></b></td>
 
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</tr>
 
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<tr><td class='row'>3.56*10<sup>-9</sup></td>
 
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<td class='row'>6.87*10<sup>3</sup></td>
 
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<td class='row'> 87 </td>
 
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<td class='row'>8.5</td>
 
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<td class='row'>ND</td>
 
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<td class='row'> 252 </td>
 
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</tr></table>
 
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</div>
 
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<br>
 
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</p>
 
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</p>
 
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<p align='justify'>
 
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The provided parameters k<sub>M</sub> and V<sub>max</sub> represent the enzymatic activity of LuxI, described by our model. They must not be confused with the operative parameters of the Michaelis-Menten relation.
 
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These synthetic parameters have a great importance, since they can be used in more complicated models in order to predict the behavior of complex circuits.
 
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</p>
 
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<p align='justify'>
 
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The AiiA enzyme activity has been characterized under the regulation of p<sub>tet</sub> promoter, assaying its enzymatic activity.
 
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</p>
 
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<p align='justify'>
 
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The parameters k<sub>cat</sub>, k<sub>M,AiiA</sub> and &alpha;<sub>RBSx</sub> would have been estimated with a simultaneous fitting of the data collected as described in <a href='https://2011.igem.org/Team:UNIPV-Pavia/Measurements#AiiA'>measurement section</a> for the four measurement parts <a href='https://2011.igem.org/Team:UNIPV-Pavia/Parts/Characterized#pTetAiiA'>p<sub>Tet</sub>-RBSx-AiiA-TT</a> assayed by <a href='https://2011.igem.org/Team:UNIPV-Pavia/Measurements#T9002'>BBa_T9002 biosensor</a> section.
 
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Unfortunately, their estimation revealed difficult.<br>
 
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In the first experiments with the measurement system <a href="https://static.igem.org/mediawiki/2011/1/11/Pc_aiia.jpg">p<sub>Tet</sub>-RBSx-AiiA-TT</a> in LOW-COPY at pH=7 no degradation of HSL was observed. The collected data are shown in the figure below. HSL degradation is identical in the measurement system and in the negative control after 21 hours.
 
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<table width='100%'><tr><td width='50%'>
 
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<div style="text-align:justify"><div class="thumbinner" width='100%'>
 
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<a href="https://static.igem.org/mediawiki/2011/6/69/Aiia_LC_B0030.jpg">
 
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<img alt="" src="https://static.igem.org/mediawiki/2011/6/69/Aiia_LC_B0030.jpg" class="thumbimage" width="100%"></a></div></div>
 
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</td>
 
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<td width='50%'>
 
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<div style="text-align:justify"><div class="thumbinner" width='100%'>
 
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<a href="https://static.igem.org/mediawiki/2011/6/63/Aiia_LC_B0031.jpg">
 
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<img alt="" src="https://static.igem.org/mediawiki/2011/6/63/Aiia_LC_B0031.jpg" class="thumbimage" width="100%"></a></div></div>
 
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</td></tr>
 
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<tr><td width='50%'>
 
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<div style="text-align:justify"><div class="thumbinner" width='100%'>
 
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Experiments on these parts gave us the opportunity to characterize only the activity of the enzyme in <em>E. COLI</em> TOP10 in high copy number plasmid, providing only some information about the order of magnitude of the model parameters, which has been designed to work in <em>E. COLI</em> MGZ1 in low copy number plasmid.
 
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<div align="right"><small><a href="#indice" title="">^top</a></small></div>
 
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<!--------------RBS--------------->
 
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<a name='rbs'></a><h2>Characterization of the efficiency of RBSs from the community collection</h2>
 
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RBSs were used for the fine tuning of CTRL+E. Different experimental conditions were assayed.
 
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<br><br>
 
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Estimated efficiencies in pSB4C5 plasmid with -RBSx-mRFP-TT coding sequence under the control of the specified promoter:
 
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<br><br>
 
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<div align="center"><table class='data' width='70%'><tr>
 
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<td class='row'><b>RBS</b></td>
 
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<td class='row'><b>eff<sub>p<sub>Lux</sub></sub></b></td>
 
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<td class='row'><b>eff<sub>p<sub>Tet</sub></sub></b></td>
 
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<td class='row'><b>eff<sub>J23101</sub></b></td>
 
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<td class='row'><b>Declared efficiency</b></td>
 
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</tr><tr>
 
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<td class='row'>B0030</td><td class='row'>0.40</td><td class='row'>1.6814</td><td class='row'>2.45</td><td class='row'>0,6</td>
 
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</tr><tr>
 
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<td class='row'>B0031</td><td class='row'>0.01</td><td class='row'>ND</td><td class='row'>0.04</td><td class='row'>0,07</td>
 
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</tr><tr>
 
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<td class='row'>B0032</td><td class='row'>0.19</td><td class='row'>0.4193</td><td class='row'>0.40</td><td class='row'>0,3</td>
 
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</tr><tr>
 
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<td class='row'>B0034</td><td class='row'>1</td><td class='row'>1</td><td class='row'>1</td><td class='row'>1</td>
 
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</tr></table></div>
 
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<br><br>
 
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Estimated efficiencies in pSB4C5 plasmid with pTet-RBSx-GeneX-TT, with GeneX=mRFP, AiiA or LuxI:
 
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<br><br>
 
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<div align="center"><table class='data' width='70%'><tr>
 
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<td class='row'><b>RBS</b></td>
 
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<td class='row'><b>eff<sub>mRFP</sub></b></td>
 
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<td class='row'><b>eff<sub>AiiA</sub></b></td>
 
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<td class='row'><b>eff<sub>LuxI</sub></b></td>
 
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<td class='row'><b>Declared efficiency</b></td>
 
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</tr><tr>
 
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<td class='row'>B0030</td><td class='row'>1.72</td><td class='row'>0.53</td><td class='row'>0.45</td><td class='row'>0,6</td>
 
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</tr><tr>
 
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<td class='row'>B0031</td><td class='row'>0.03</td><td class='row'>0.83</td><td class='row'>0.028</td><td class='row'>0,07</td>
 
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</tr><tr>
 
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<td class='row'>B0032</td><td class='row'>0.37</td><td class='row'>0.50</td><td class='row'>N.D.</td><td class='row'>0.3</td>
 
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</tr><tr>
 
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<td class='row'>B0034</td><td class='row'>1</td><td class='row'>1</td><td class='row'>1</td><td class='row'>1</td>
 
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Latest revision as of 19:50, 21 September 2011