Difference between revisions of "Team:Tianjin/Experiment/Protein Engineering"

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<h1 id="about" class="title text-center">Results</h1>
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<h1 id="about" class="title text-center" id="RationalDesign" ><span>Protein Engineering</span></h1>
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                        <h2 id="Motivation"><b>Rational Design</b></h2>
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<h3><b >Motivation</b></h3>
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<p style="font-size:18px" id="Serine-basedCatalyticTriadMechanism">The degradation of PET is completed in two steps by PETase and MHETase. PETase hydrolyze PET to mono(2-hydroxyethyl) terephthalic acid (MHET), which will be further decomposed by MHETase into two monomers, terephthalic acid (TPA) and ethylene glycol (EG)<sup>[1]</sup> . In this two-step reaction system, MHET, the product of PETase-mediated hydrolysis of PET, was found to be a very minor component, which reveals rapid MHET metabolism<sup>[1]</sup>, indicating the rate determining step in this reaction is the first step, hydrolysis of PET. So in order to accelerate the whole PET degradation speed, increasing the activity of PETase is rather crucial. To enhance PETase hydrolysis activity, we first tried to understand the mechanism of the hydrolysis reaction by generally confirming active sites of PETase and 3 dementional structure simulation.</p>
  
 
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    <h3><b >Serine-based Catalytic Triad Mechanism & 3D Model Simulation</b></h3>                  
 
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<h2><b id="SystemWorkingUnderReal">System Working Under Real World Conditions.</b></h2>
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                <p style="font-size:18px" id="MutationDesignRationales">Since there is no x-ray structure for PETase , the mechanism of PETase hydrolysis activity can not be exactly identified. But the binding site and catalytic site can be generally inferred according to α/β hydrolase mechanism. Based on the efforts have been made to identify and characterize bacterial cutinases<sup>[2]</sup>, α/β hydrolase fold family contain a highly conserved characteristic <b>GXSXG</b> motif. With sequence analysis, PETase was also found to contain an accordant <b>GWSMG</b> motif.  
Synthetic biology aims at using biological part to construct different kinds of devices to realize different functions in real world. Experiments in the laboratory is idealized so it cannot represent the real world conditions all the time. In order to simulate the real world condition without taking the biological materials outside the lab, we can use PET products bought from the regular shop instead of the chemical shop. Considering the organisms are living with each other in real world, we applied the microbial consortium to simulate the real world condition as much as possible.
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So we simulated a best fit model for PETase by SWISSMODEL, an automated comparative protein modeling server<sup>[3]</sup>. The template was Thc_Cut2, which shares 52% sequence identity with PETase<sup>[4]</sup>. As expected, the homology model of PETase displays a canonical α/β hydrolase fold with a Ser<sup>161</sup>-His<sup>237</sup>-Asp<sup>237</sup> catalytic triad and a preformed oxyanion hole (Fig.1), suggesting a classic serine hydrolase mechanism. <br/></p>
<h3><b >Using the Real World Substrate</b></h3>  
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Our project this year is about biodegradation of the widely used palstic PET. As a polymer, PET is hard to degrade and the degrading process is time-consuming. Due to the mild condition of the biodegradation reaction and the restriction of growing of organisms, it is even slower although it is more environmental friendly. Therefore, we use the substitute pNPA (p-nitrophenyl acetate), a kind of small molecular ester as the reagent of enzymatic reaction. However, pNPA is not what we really want to degrade, so we need to measure the PET degrading effects of our enzyme. Actually, pNPA is mainly used to screen for the mutated PETase gene because of the high requirement of efficiency of this step. When we obtain the mutants we want, we used them to degrade PET. In order to simulate the real world condition as much as possible, we used the PET film bought from the online plastic products shop instead of the test reagent bought from the chemical company. The film is originally used as packing material. We soak the cut film into the 75% ethanol solution and wash them with double distilled water before degrading experiments.
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<h3><b >SEM image of degraded PET</b></h3>  
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The main characteration method of degradation of PET applied by us is measuring the absorption peak of product MHET or TPA. However, we think it will be much more intuitive if we can directly observe the degrading results. We used the scanning electron microscope (SEM) to directly observe the surface of PET film after dealt with PETase. We took pictures under different magnifications and the results are as follows.
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    <a href="https://static.igem.org/mediawiki/igem.org/8/82/T--Tianjin--duizhao50k.jpg" data-lightbox="no" data-title="Fig.1. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with no PETase gene transformed. (magnification: 50k)"><img src="https://static.igem.org/mediawiki/igem.org/8/82/T--Tianjin--duizhao50k.jpg" width="100%"></a>
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<a href="https://static.igem.org/mediawiki/2016/5/57/Fig.1.PNG" data-lightbox="no" data-title="Fig.1 Simulated 3D structure for PETase <br/>Ribbon diagram of a predicted PETase model.<br> The catalytic triad residues are shown as ball-and-sticks in green, formed by Ser<sup>161</sup>, His<sup>237</sup> and Asp<sup>237</sup>,<br> and the oxyanion hole binding site residues are in blue, formed by the main chain amides of Met<sup>161</sup> and Tyr<sup>87</sup>" ><img src="https://static.igem.org/mediawiki/2016/5/57/Fig.1.PNG" width="100%"></a>
  <figcation>Fig.1. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with no PETase gene transformed. (magnification: 50k)</figcation>
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<figcation>Fig.1 Simulated 3D structure for PETase<br/>Ribbon diagram of a predicted PETase model. The catalytic triad residues are shown as ball-and-sticks in green, formed by Ser<sup>161</sup>, His<sup>237</sup> and Asp<sup>237</sup>, and the oxyanion hole binding site residues are in blue, formed by the main chain amides of Met<sup>161</sup> and Tyr<sup>87</sup>.</figcation>
 
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    <a href="https://static.igem.org/mediawiki/igem.org/f/fc/T--Tianjin--4d50k.jpg" data-lightbox="no" data-title="Fig.2. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with PETase gene transformed for 7 days. (magnification: 50k)"><img src="https://static.igem.org/mediawiki/igem.org/f/fc/T--Tianjin--4d50k.jpg" width="100%"></a>
 
  <figcation>Fig.2. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with PETase gene transformed for 7 days. (magnification: 50k)</figcation>
 
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<h3><b >Mutation Design Rationales</b></h3>
 
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    <a href="https://static.igem.org/mediawiki/igem.org/2/23/T--Tianjin--7d50k.jpg" data-lightbox="no" data-title="Fig.3. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with PETase gene transformed for 19 days. (magnification: 50k)"><img src="https://static.igem.org/mediawiki/igem.org/2/23/T--Tianjin--7d50k.jpg" width="100%"></a>
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<h4 ><b>1.Hydrophobicity & space factor</b></h4>
  <figcation>Fig.3. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with PETase gene transformed for 19 days. (magnification: 50k)</figcation>
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<p style="font-size:18px" id="Electrostaticsfactor">Given that the hydrolysis of PET is a heterogeneous reaction, a prerequisite for its efficient reaction is an adequate interaction of the enzyme with the substrate at the solid-liquid interface. Since the substrate PET is hydrophobic polymer, both the hydrophobicity of the enzyme surface and the space around active site to accommodate PET may be the main factors for more efficient protein attachment and reaction activity<sup>[6]</sup>. In fact, tailoring enzymes for a more hydrophobic and larger substrate active site has been shown to facilitate PET hydrolysis by a fungal polyester hydrolase<sup>[5]</sup>. Also Silva et al. obtained a double mutant (Q132A/T101A) exhibiting a 2-fold increased hydrolysis activity against PET fibers by the substitution of spacious residues with alanine in its substrate binding site<sup>[6]</sup>. So we aimed to take the same strategy to modify hydrophobicity of the surface of PETase as well as broaden space near the active site to enhance the interaction between PETase and substrate.</p>
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<h4><b >2.Electrostatics factor </b></h4>
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<p style="font-size:18px" id="ConservedResidues">The electrostatic surface property in the vicinity to the active site was also found to be responsible for differences in hydrolysis efficiency. Exchange of the positively charged amino acids to the non-charged ones strongly increase the hydrolysis activity. In contrast, exchange of the uncharged amino acids by the negatively charged ones can lead to a complete loss of hydrolysis activity on PET films<sup>[7]</sup>. Changing the surface property is another strategy we took.</p>
    <a href="https://static.igem.org/mediawiki/igem.org/8/8b/T--Tianjin--duizhao100k.jpg" data-lightbox="no" data-title="Fig.4. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with no PETase gene transformed. (magnification: 100k)"><img src="https://static.igem.org/mediawiki/igem.org/8/8b/T--Tianjin--duizhao100k.jpg" width="100%"></a>
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  <figcation>Fig.4. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with no PETase gene transformed. (magnification: 100k)</figcation>
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    <a href="https://static.igem.org/mediawiki/igem.org/e/e3/T--Tianjin--4d100k.jpg" data-lightbox="no" data-title="Fig.5. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with PETase gene transformed for 7 days. (magnification: 100k)"><img src="https://static.igem.org/mediawiki/igem.org/e/e3/T--Tianjin--4d100k.jpg" width="100%"></a>
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  <figcation>Fig.5. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with PETase gene transformed for 7 days. (magnification: 100k)</figcation>
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        <h4><b >3.Conserved Residues</b></h4>
  
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        <p style="font-size:18px" id="Mutants">In another study, Wei and coworkers exchanged selected amino acid residues of TfCut2 involved in substrate binding with those in LC-cutinase(LCC) to relieve product inhibition and obtained enzyme variants with increased PET activity at 65℃ <sup>[8]</sup>. In the inspiration of their work as well as that the position of catalytic triad hold constant in different mature PET hydrolases with signal peptide excluded, we exchanged amino acid residues on the surface with highly conserved residues of the same position in other PET hydrolases, which can be a way to either increase the enzyme efficiency or confirm the essential sites which made PETase more efficient than other PET hydrolase. </p>
 
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    <a href="https://static.igem.org/mediawiki/igem.org/4/4c/T--Tianjin--7d100k.jpg" data-lightbox="no" data-title="Fig.6. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with PETase gene transformed for 19 days. (magnification: 100k)"><img src="https://static.igem.org/mediawiki/igem.org/4/4c/T--Tianjin--7d100k.jpg" width="100%"></a>
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  <figcation>Fig.6. SEM image of PET film surface cultured with <i>Bacillus subtilis</i> with PETase gene transformed for 19 days. (magnification: 100k)</figcaption>
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From these images, we can easily find that after cultured with Bacillus subtilis trasformed with PETase for only 7 days, the PET film showed clearly holes on its surface. What is more, with the extension of cultured time, the holes become more clear, as showed in the figure 3 and 6. These images undoubtedly verify that the PET film is degraded by the PETase synthetized by Bacillus subtilis.
 
 
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<h3><b id="Usingthe">Using the Real World Simulated Microbial Consortium</b></h3>
 
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The inspiration of the idea of microbial consortium comes from nature. Actually, bacteria never exist alone in our nature, they co-work and cooperate together to achieve an aim or live better in a special condition. Thinking from this point, we established a special bacteria consortium for this enzyme catalysis reaction in order to not only improve the degradation effect, but also simulate the real world condition. In this system ,we applied three kinds of organisms, <i>Pseudomonas putida KT2440</i>, <i>Rhodococcus jostii RHA1</i> and<i> Bacillus stubtilis 168</i> (or <i>Bacillus stubtilis DB 104</i>), to degrade the PET and the harmful product EG and TPA to carbon dioxide or generate biodegradable plastic PHA. The culture medium of this consortium contains significantly less carbon source than common culture medium, which has a clearly similarity with the nature environment. We also decided to introduce the Cyanobacterial into the system in the future in order to make this system use only solar energy to work.
 
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<h2 id="proteinengineering"><b>Results of Protein Engineering</b></h2>
 
 
<p style="font-size:18px"  id="Detailedresults">By expressing our twenty-two PETase mutants and doing the assay in our high-throughput strategy—Cell-free protein synthesis, we successfully screened out a mutant with two-fold PET degradation activity compared to wild-type PETase. </p>
 
 
 
 
<p style="font-size:18px">We attempted to use two substrate for our mutant assay, one is PET film and the other is  p-nitrophenyl acetate (pNPA). pNP-aliphatic esters is a kind of universal assay substrate of PET degradation activity for its rapid reaction and visible color of hydrolysis product. However, as pNPA is soluble, the using of pNPA may not allow us to select out the more efficient mutant improved by being designed to enhance the surface hydrophobicity. Most notably, according to Yoshida et.al, the assay result of activity comparison between PETase, LC cutinase(LCC), and F.solani cutinase(FsC) shows that the activity for pNP-aliphatic esters of PETase is lower than that of LCC and FsC, however, the activity of PETase against PET film is 5.5 and 88 times as high as that of LCC and FsC[1]. Hence aiming at breaking PET plastic and solving real-condition problem, we finally decided to use PET film as our substrate and detect the hydrolysis product mono(2-hydroxyethyl) terephthalic acid (MHET) at an absorption of 260nm. Due to lacking of MHET standard (which is not a commercial agent), we failed to draw calibration curve of MHET at 260nm. So we compared the activity of mutants and wild-type with unit absorption, which is positively related to concentration of the detecting product. <br/>The result data are as follows.
 
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    <a href="https://static.igem.org/mediawiki/2016/5/54/T--Tianjin--give-MM.png" data-lightbox="no" data-title="Fig.1 Spectra scanning for the degradation product MHET"><img src="https://static.igem.org/mediawiki/2016/5/54/T--Tianjin--give-MM.png" width="100%"></a>
 
    <figcation>Fig.1 Spectra scanning for the degradation product MHET<br/> </figcation></figure></div></div>
 
 
   
 
      <div class="col-md-6"><div align="center"><p style="font-size:15px">The experiments were implemented at 39 centidregrees and statically reacted for 5 days with three parallels. The spectra was detected in a plate reader. This group includes 10 mutants, a wily-type PETase as a positive control and a blank pRset plasmid in CFPS system along with PET film as a negative control. The data is original with influence of expression quantity included. </p></div></div>
 
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        <b>A</b>: A few mutants are of relatively low activity compared to wild-type, some may even be inactivated as their absorption curve shapes are not exactly the same with that of wild-type. But mutant I208V is much more efficient than wild-type. Also R90I and S207T showed higher activity compared to wild-type. <br/><b>B</b>: We selected the mutants with higher degradation quantity. The position of peak and the value of absorption are noted on the curve.
 
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<h3 ><b>Mutants</b></h3>             
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<p style="font-size:18px">Based on the above rationales, our general strategies of mutation design are as follows: </p>
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<p style="font-size:18px">1).According to the 3D structure of PETase we simulated, which shows the hydrophobicity of protein surface (Fig.2), we changed the hydrophilic amino acid residues on the surface with hydrophobic ones to enhance the surface hydrophobicity;</p>
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<p style="font-size:18px">2). Modify the electrostatics of its surface by changing charged amino acid residues to the uncharged ones;  </p>
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<p style="font-size:18px">3). Based on 3D structure predicted and docking simulation with substrate, we found several spacious residues adjacent to active site and binding site, which may inhibit the interaction of protein and substrate due to its large body. We substituted them with smaller amino acids to expose the catalytic site and binding site;</p>
  
 
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     <a href="https://static.igem.org/mediawiki/2016/8/8f/T--Tianjin--cf-r3.png" data-lightbox="no" data-title="Fig.2 Screened plasmids expressions in the CFPS system<br/>We used Cyan fluorescence protein (CFP) as a real-time approach to monitor protein expression quantity by detecting the fluorescence signal in the plate-reader. <br/>The emission wavelength of the CFP is 479nm and the absorption wavelength is 435nm. <br/>This is the real-time detection of emission wavelength at 479nm. We detected the fluorescence absorption for 12 hours before adding PET film substrate."><img src="https://static.igem.org/mediawiki/2016/8/8f/T--Tianjin--cf-r3.png" ></a>
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     <a href="https://static.igem.org/mediawiki/2016/1/19/Fig.2.png" data-lightbox="no" data-title="Fig.2 Hydrophobicity of PETase surface<br/>
    <figcation>Fig.2 Screened plasmids expressions in the CFPS system<br/>We used Cyan fluorescence protein (CFP) as a real-time approach to monitor protein expression quantity by detecting the fluorescence signal in the plate-reader. The emission wavelength of the CFP is 479nm and the absorption wavelength is 435nm. This is the real-time detection of emission wavelength at 479nm. We detected the fluorescence absorption for 12 hours before adding PET film substrate.</figcation></figure></div></div>
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The deeper the bule is, the more hydrophobic the protein surface is;
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On contrast, the deeper the brown is, the more hydrophilic the protein surface is."><img src="https://static.igem.org/mediawiki/2016/1/19/Fig.2.png"></a>
 
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  <figcation>Fig.2 Hydrophobicity of PETase surface<br/>
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The deeper the bule is, the more hydrophobic the protein surface is;
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On contrast, the deeper the brown is, the more hydrophilic the protein surface is.</figcation>
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        <p style="font-size:18px">4). We generated a multiple sequence alignment by ClustalX with seven serine hydrolases from NCBI conserved with GXSXG motif and catalytic triad and reported to be able to degrade PET (Table.1). Based on the multiple sequence alignment result(Fig.3), we exchanged some essential residues adjacent to active site and binding site with the conserved residues of the same position in the multiple sequences.<br/></p></div>
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<p style="font-size:18px">To exclude the influence of different expression quantity, we divided the quantity of production of PET degradation of each mutant by its expression quantity to gain the relative activity, since the final concentration of product is positively relevant to absorption at 260nm and protein expression quantity is positively relevant to the absorption of CFP at emission wavelength.</p>
 
 
   
 
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    <a href="https://static.igem.org/mediawiki/2016/0/02/T--Tianjin--cf-r-5.png" data-lightbox="no" data-title="Fig.3 Relative activities of enzymes"><img src="https://static.igem.org/mediawiki/2016/0/02/T--Tianjin--cf-r-5.png" ></a>
 
    <figcation>Fig.3 Relative activities of enzymes<br/></figcation></figure></div></div>
 
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<p style="font-size:18px">We successfully screened two mutants (I208V & R90A ) with higher enzyme activity by site-directed mutation.<br/>
 
<b>You can find our part pages here:&nbsp;&nbsp; <a href="http://parts.igem.org/Part:BBa_K2110105"> I208V(BBa_K2110105)</a> &nbsp;&nbsp;&nbsp;&nbsp;
 
<a href="http://parts.igem.org/Part:BBa_K2110104">R90A(BBa_K2110104)</a></b>
 
 
 
</p>
 
 
 
 
 
 
 
<hr>
 
 
 
 
 
 
 
<h2 id="microbialconsortium"><b id="Explorationforanappropriatemedium">Results of Microbial Consortium</b></h2>
 
<h3><b id="OptimizationofCultureConditions">Optimization of Culture Conditions</b></h3>
 
<!-- 混菌组的数据内容,已经算是完成的了,贴完le-->
 
 
<h4><b >1. Exploration for an appropriate medium</b></h4>
 
 
 
<p style="font-size:18px"> (1) Co-culture in LB medium </p>
 
 
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        <img src="https://static.igem.org/mediawiki/2016/e/e6/T--Tianjin--result-C1.png" alt="Microscopic examination of Co-culture in LB medium ">
 
    </div>
 
<p style="font-size:15px;text-align:center"><br/>Table.1. Microscopic examination of Co-culture in LB medium </p>
 
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<p style="font-size:18px"> Results of microscopic examination indicate that co-culturing these bacteria is impossible in LB medium.</p>
 
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<p style="font-size:18px"> (2) Co-culture in YPD medium </p>
 
  
 
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<p style="font-size:15px;text-align:center"><br/>Table.2. Microscopic examination of Co-culture in YPD medium </p>
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      <p style="font-size:18px"> Results of microscopic examination indicate that co-culturing these bacteria is impossible in YPD medium except <i>Rhodococcus jostii RHA1</i> and <i>Y.lipolytica</i>. </p> 
 
       
 
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  <figure>
 
  <figure>
     <a href="https://static.igem.org/mediawiki/2016/9/9a/T--Tianjin--result-C3.png" data-lightbox="no" data-title="Fig.1 <i>Rhodococcus jostii RHA1</i> and<i> Y.lipolytica</i> under the microscope"><img src="https://static.igem.org/mediawiki/2016/9/9a/T--Tianjin--result-C3.png" width="100%"></a>
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     <a href="https://static.igem.org/mediawiki/2016/f/f9/Table.1.PNG" data-lightbox="no" data-title="Table.1 Enzymes in multiple sequence alignment"><img src="https://static.igem.org/mediawiki/2016/f/f9/Table.1.PNG" width="100%"></a>
   <figcation>Fig.1 <i>Rhodococcus jostii RHA1</i> and <i>Y.lipolytica</i> under the microscope</figcation>
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   <figcation>Table.1 Enzymes in multiple sequence alignment</figcation>
     </figure></div>
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     </figure>
</div>
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</div>
 
</div>
  
  
 
 
<br/><br/>
 
<p style="font-size:18px"> (3) Co-culture in M9 medium</p>
 
 
<p style="font-size:18px"> We cultured bacteria as experiments for three days, and checked the bacterial concentration at OD<sub>600</sub>(See Fig.2 in details) and detectd the concentration of TPA by UV at OD<sub>242</sub>(See Fig.3 in details).</p>
 
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<figure>
 
    <a href="https://static.igem.org/mediawiki/2016/4/44/T--Tianjin--hunjunre2-M93TIAN.jpg" data-lightbox="no" data-title="Fig.2 OD<sub>600</sub> in M9 medium after three-day culture"><img src="https://static.igem.org/mediawiki/2016/4/44/T--Tianjin--hunjunre2-M93TIAN.jpg" width="100%"></a>
 
  <figcation>Fig.2 OD<sub>600</sub> in M9 medium after three-day culture</figcaption>
 
    </figure></div>
 
 
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    <a href="https://static.igem.org/mediawiki/2016/7/7c/T--Tianjin--hunjunre3-M9FEN.jpg" data-lightbox="no" data-title="Fig.3 Concentration of TPA in M9 medium after three-day culture"><img src="https://static.igem.org/mediawiki/2016/7/7c/T--Tianjin--hunjunre3-M9FEN.jpg" width="100%"></a>
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  <figcation>Fig.3 Concentration of TPA in M9 medium after three-day culture</figcaption>
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    </figure></div>
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<p style="font-size:18px"> After analyzing graphs, easily, we can get a conclution that <i>Rhodococcus jostii RHA1 </i>can degrade TPA particularly well and<i> Pseudomonas putida KT2440 </i>can not degrading TPA. Obviously, <i>Rhodococcus jostii RHA1</i> and <i>Pseudomonas putida KT2440</i> can not live with each other in M9 medium because Group R.j + P.p is the same as control regarding concentration of TPA.</p>
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<br/><br/>
 
<p style="font-size:18px"> (4) Co-culture in W medium </p>
 
 
<p style="font-size:18px"> We cultured bacteria as experiments for three days, and checked the bacterial concentration at OD<sub>600</sub>(See Fig.4 in details) and detectd the concentration of TPA by UV at OD<sub>242</sub>(See Fig.5 in details), then, observed some sample with microscope(See Fig.6 in details)</p>
 
 
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<figure>
 
    <a href="https://static.igem.org/mediawiki/2016/f/f4/T--Tianjin--hunjunre4-w0LAN.jpg" data-lightbox="no" data-title="Fig.4 OD<sub>600</sub> in W medium after three-day culture"><img src="https://static.igem.org/mediawiki/2016/f/f4/T--Tianjin--hunjunre4-w0LAN.jpg" width="100%"></a>
 
  <figcation>Fig.4 OD<sub>600</sub> in W medium after three-day culture</figcaption>
 
    </figure></div>
 
 
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<div class="col-md-6">
 
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<figure>
 
    <a href="https://static.igem.org/mediawiki/2016/0/0f/T--Tianjin--hunjunre5-w0FEN.jpg" data-lightbox="no" data-title="Fig.5 Concentration of TPA in W medium after three-day culture"><img src="https://static.igem.org/mediawiki/2016/0/0f/T--Tianjin--hunjunre5-w0FEN.jpg" width="100%"></a>
 
  <figcation>Fig.5 Concentration of TPA in W medium after three-day culture</figcaption>
 
    </figure></div>
 
</div>
 
</div>
 
<br/>
 
  
<p style="font-size:18px"> By Fig.4 and Fig.5, we can find that TPA of both Group R.j and Group R.j + P.p was degraded markedly, and degrading quantity of Group R.j + P.p is slightly larger than Group R.j. Then, by Fig.4, Fig.5, Fig.6, Fig.7, <i>Rhodococcus jostii RHA1</i> and <i>Pseudomonas putida KT2440</i> can be co-cultured in W medium. Besides, <i>Bacillus stubtilis</i> can grow better in W medium compared with M9 medium.</p>
 
  
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    <a href="https://static.igem.org/mediawiki/2016/b/b3/T--Tianjin--result-C4.png" data-lightbox="no" data-title="Fig.6 <i>Rhodococcus jostii RHA1</i> and <i>Pseudomonas putida KT2440</i> under the microscope
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(Dyed by basic fuchsin)"><img src="https://static.igem.org/mediawiki/2016/b/b3/T--Tianjin--result-C4.png" width="100%"></a>
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  <br/> <figcation>Fig.6 <i>Rhodococcus jostii RHA1</i> and <i>Pseudomonas putida KT2440</i> under the microscope
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(Dyed by basic fuchsin)</figcation>
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    </figure></div>
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  <figure>
 
  <figure>
     <a href="https://static.igem.org/mediawiki/2016/1/12/T--Tianjin--result-C5.png" data-lightbox="no" data-title="Fig.7 <i>Rhodococcus jostii RHA1</i> and <i>Pseudomonas putida KT2440</i> under the microscope
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     <a href="https://static.igem.org/mediawiki/2016/e/e3/Fig.3.png" data-lightbox="no" data-title="Fig.3  Multiple Sequence Alignment<br/>
(Dyed by Gram stain)
+
The catalytic triad is shaded in blue box and the binding site is shaded in green box.<br/> The position of catalytic triad hold constant throughout the multiple sequences in mature protein with signal peptide excluded."><img src="https://static.igem.org/mediawiki/2016/e/e3/Fig.3.png" style="height:700px"></a>
"><img src="https://static.igem.org/mediawiki/2016/1/12/T--Tianjin--result-C5.png" width="100%"></a>
+
   <figcation>Fig.3  Multiple Sequence Alignment<br/>
   <br/><br/><figcation>Fig.7<i>Rhodococcus jostii RHA1</i> and <i>Pseudomonas putida KT2440</i> under the microscope
+
The catalytic triad is shaded in blue box and the binding site is shaded in green box.<br/> The position of catalytic triad hold constant throughout the multiple sequences<br/> in mature protein with signal peptide excluded.</figcation>
(Dyed by Gram stain)
+
     </figure>
</figcation>
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<h4><b id="Adjustmentofnitrogensource">2. Adjustment of nitrogen source</b></h4>
+
                       
<p style="font-size:18px">We choose two groups of experiments to show how to change growing condition of bacterial consortium by adjusting nitrogen source. Cell growth curve and TPA concentrations changes in W2 and W3 medium are shown as Fig.8, Fig.9 and Fig.10, Fig.11, respectively.</p>
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    <a href="https://static.igem.org/mediawiki/2016/3/35/T--Tianjin--W2_1.png" data-lightbox="no" data-title="Fig.8 Cell growth curve with different strategies in W2 medium"><img src="https://static.igem.org/mediawiki/2016/3/35/T--Tianjin--W2_1.png" width="100%"></a>
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  <figcation>Fig.8 Cell growth curve with different strategies in W2 medium</figcaption>
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  <figure >
     <a href="https://static.igem.org/mediawiki/2016/a/a5/T--Tianjin--W2_2.png" data-lightbox="no" data-title="Fig.9 TPA concentrations changes with different strategies in W2 medium"><img src="https://static.igem.org/mediawiki/2016/a/a5/T--Tianjin--W2_2.png" width="100%"></a>
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     <a href="https://static.igem.org/mediawiki/2016/5/5d/Table.2_.PNG" data-lightbox="no" data-title="Table.2 Mutants of PETase <br/> Based on the Rationales above, we designed 22 potential mutations in purposes to enhance the efficiency of PETase hydrolysis activity and confirm potential determining site of PETase hydrolysis."><img src="https://static.igem.org/mediawiki/2016/5/5d/Table.2_.PNG" ></a>
   <figcation>Fig.9 TPA concentrations changes with different strategies in W2 medium</figcaption>
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   <figcation >Table.2 Mutants of PETase <br/> Based on the Rationales above, we designed 22 potential mutations<br/> in purposes to enhance the efficiency of PETase hydrolysis activity <br/>and confirm potential determining site of PETase hydrolysis.</figcation>
    </figure></div>
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    </figure>
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<figure>
 
    <a href="https://static.igem.org/mediawiki/2016/a/a6/T--Tianjin--W3_1.png" data-lightbox="no" data-title="Fig.10 Cell growth curve with different strategies in W3 medium"><img src="https://static.igem.org/mediawiki/2016/a/a6/T--Tianjin--W3_1.png" width="100%"></a>
 
  <br/><figcation>Fig.10 Cell growth curve with different strategies in W3 medium</figcaption>
 
    </figure></div><br/>
 
</div>
 
<div class="col-md-6">
 
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<figure>
 
    <a href="https://static.igem.org/mediawiki/2016/b/b5/T--Tianjin--W3_2.png" data-lightbox="no" data-title="Fig.11 TPA concentrations changes with different strategies in W3 medium"><img src="https://static.igem.org/mediawiki/2016/b/b5/T--Tianjin--W3_2.png" width="100%"></a>
 
  <br/><figcation>Fig.11 TPA concentrations changes with different strategies in W3 medium</figcation>
 
    </figure></div><br/>
 
</div>
 
</div>
 
<br/><p style="font-size:18px">By analyzing data we have had, Bacillus stubtilis grow best in W3 medium, and in W2 and W3 medium, group RPB can both degrading TPA well. Because Bacillus stubtilis is main player to secret PETase and MHETase, we decide to add KNO3 to adjust nitrogen source at last.</p>
 
  
 
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<h4><b id="Temperature">3. Temperature</b></h4>
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<p style="font-size:18px">We cultured<i> Rhodococcus jostii RHA1</i>,<i> Pseudomonas putida KT2440</i>, <i>Bacillus stubtilis 168</i> in W9 medium at 30 degrees and 37 degrees respectively. Growing conditions of bacteria the next day are shown as Fig.12.</p>
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    <a href="https://static.igem.org/mediawiki/2016/f/f5/T--Tianjin--T.png" data-lightbox="no" data-title="Fig.12 OD600 in W9 medium the next day at 30 and 37 degrees"><img src="https://static.igem.org/mediawiki/2016/f/f5/T--Tianjin--T.png" width="100%"></a>
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  <figcation>Fig.12 OD600 in W9 medium the next day at 30 and 37 degrees</figcaption>
+
    </figure></div>
+
 
</div>
 
</div>
</div>
 
<br/>
 
<p style="font-size:18px" id="InfluenceofCl">We found that<i> Bacillus stubtilis</i> grew a little better at 37 degrees, however, <i>Rhodococcus jostii</i> could not grow at 37 degrees. So we finally chose 30 degrees as culture degree of bacterial consortium.</p>
 
  
  
 +
                       
  
  
<br/><br/>
 
<h4><b >4. Influence of Cl<sup>-</sup></b></h4>
 
<p style="font-size:18px">By accident, I found <i>Bacillus stubtilis</i> could not grow well without Cl<sup>-</sup>, but <i>Rhodococcus jostii RHA1</i>,<i> Pseudomonas putida KT2440</i> grew as usual. Therefore, we prepared a series of medium(add NaCl to W medium without NH4Cl ) to explore influence of Cl<sup>-</sup>. Growing conditions of<i> Bacillus stubtilis</i> the next day are shown as Fig.13. </p>
 
  
 +
                       
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 +
         
 +
                        <br/><br/>
 +
<h3><b id="Sitedirectedmutagenes">Site-directed mutagenesis</b></h3>
 
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<br/> <p style="font-size:18px" id="HightthroughtAssayStrategyCFPS">Site-directed mutagenesis was performed using recombinant PCR technique<sup>[9]</sup>. Our modified approach is based on the PCR amplification of target PETase fragment by mutagenic primers divergently oriented but overlapping at their 5’ ends. The mutagenic nucleotides are located in both forward and reverse primers. The approach contained two rounds of PCR. In the PCR Round I, we use PETase fragment as template, respectively use original forward primer of PETase & mutagenic reverse primer, and original reverse primer & mutagenic forward primer as primers. The product of PCR Round I are portions of PETase gene with an overlapping region. In the PCR Round II, we use products of PCR Round I as two templates and original primers as primers to generate the final mutant fragment (Fig.4). And each specific mutation was verified by sequencing. </p>
<figure>
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    <a href="https://static.igem.org/mediawiki/2016/b/bb/T--Tianjin--Cl.png" data-lightbox="no" data-title="Fig.13 OD600 with different concentration of Cl ions the next day"><img src="https://static.igem.org/mediawiki/2016/b/bb/T--Tianjin--Cl.png" width="100%"></a>
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                      </div>
  <figcation>Fig.13 OD600 with different concentration of Cl ions the next day</figcaption>
+
                          </div>
    </figure></div>
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</div>
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</div>
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<br/>
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<p style="font-size:18px" id="Adjustmentofcarbonsource">(PS: Because W9 medium includes NH4Cl that disrupts our exploration to influence of Cl-, so we replace NH4Cl with (NH4)2SO4 which consists of same concentration of NH4+.)<br/><br/>From Fig.13, we conclude that increasing the concentration of Cl<sup>-</sup>can contribute to growth of <i>Bacillus stubtilis</i>, but after exceeding certain concentration, acceleration of Cl<sup>-</sup>disappears.</p>
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+
<br/><br/>
+
<h4><b >5. Adjustment of carbon source</b></h4>
+
<p style="font-size:18px">We added sucrose to improve growing condition of <i>Bacillus stubtilis</i>, then, Cell growth curve and TPA concentrations changes in W9 medium are shown as Fig.14, Fig.15, respectively.</p>
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  <figure>
 
  <figure>
     <a href="https://static.igem.org/mediawiki/2016/d/d3/T--Tianjin--W9_1.png" data-lightbox="no" data-title="Fig.14 Cell growth curve with different strategies in W9 medium"><img src="https://static.igem.org/mediawiki/2016/d/d3/T--Tianjin--W9_1.png" width="100%"></a>
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     <a href="https://static.igem.org/mediawiki/2016/2/2c/Fig.4.png" data-lightbox="no" data-title="Fig.8 Site-directed Mutagenesis"><img src="https://static.igem.org/mediawiki/2016/2/2c/Fig.4.png" ></a>
   <figcation>Fig.14 Cell growth curve with different strategies in W9 medium</figcaption>
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   <figcation>Fig.4 Site-directed Mutagenesis</figcation>
    </figure></div>
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     </figure>
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    <a href="https://static.igem.org/mediawiki/2016/d/d3/T--Tianjin--W9_1.png" data-lightbox="no" data-title="Fig.15 TPA concentrations changes with different strategies in W9 medium"><img src="https://static.igem.org/mediawiki/2016/d/d3/T--Tianjin--W9_1.png" width="100%"></a>
+
  <figcation>Fig.15 TPA concentrations changes with different strategies in W9 medium</figcaption>
+
     </figure></div>
+
 
</div>
 
</div>
 
</div>
 
</div>
  
<br/><br/>
 
<h4><b id="Optimummedium">6.Optimum medium</b></h4>
 
<p style="font-size:18px">Basing on experiments above, we synthesize some conclusion and design some better media to give bacterial consortium a better surrounding to degrading PET. After processing data, we find W18 medium (without PET films) can make our consortium work better(Fig.16 and Fig.17).</p>
 
  
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    <a href="https://static.igem.org/mediawiki/2016/1/10/T--Tianjin--W18_1.png" data-lightbox="no" data-title="Fig.16 Cell growth curve with different strategies in W18 medium(without PET films)"><img src="https://static.igem.org/mediawiki/2016/1/10/T--Tianjin--W18_1.png" width="100%"></a>
+
  <figcation>Fig.16 Cell growth curve with different strategies in W18 medium(without PET films)</figcaption>
+
    </figure></div>
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</div>
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<div class="col-md-6">
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<figure>
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    <a href="https://static.igem.org/mediawiki/2016/a/ab/T--Tianjin--W18_2.png" data-lightbox="no" data-title="Fig.17 TPA concentrations changes with different strategies in W9 medium(without PET films)"><img src="https://static.igem.org/mediawiki/2016/a/ab/T--Tianjin--W18_2.png" width="100%"></a>
+
  <figcation>Fig.17 TPA concentrations changes with different strategies in W9 medium(without PET films)</figcaption>
+
    </figure></div>
+
</div>
+
</div>
+
<br/>
+
<p style="font-size:18px">To our delight, in the medium, <i>Bacillus stubtilis</i> can grow better than experiments before and group RPB can degrading TPA more efficiently. Eventually, we succeed in construct a relatively more stable bacterial consortium.</p>
+
<br/>
+
<p style="font-size:18px">Later, in order to confirm coexist of three bacteria, we firstly observed sample under the microscope(Fig.18 and Fig.19).</p>
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    <a href="https://static.igem.org/mediawiki/2016/8/8c/T--Tianjin--result-C6.png" data-lightbox="no" data-title="Fig.18 Bacterial consortium under the microscope (Dyed by basic fuchsin)"><img src="https://static.igem.org/mediawiki/2016/8/8c/T--Tianjin--result-C6.png" width="100%"></a>
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  <br/><figcation>Fig.18 Bacterial consortium under the microscope (Dyed by basic fuchsin)</figcaption>
+
    </figure></div>
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    <a href="https://static.igem.org/mediawiki/2016/7/7e/T--Tianjin--result-C7.png" data-lightbox="no" data-title="Fig.19 Bacterial consortium under the microscope (Dyed by Gram stain)"><img src="https://static.igem.org/mediawiki/2016/7/7e/T--Tianjin--result-C7.png" width="100%"></a>
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  <br/><br/><figcation>Fig.19 Bacterial consortium under the microscope (Dyed by Gram stain)</figcaption>
+
    </figure></div>
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<p style="font-size:18px" id="TheSpecificityofPrimers">Regrettably, results of microscopic examinations can not confirm coexist of three bacteria certainly, therefore, we use 16SrDNA to examine further. </p>
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<h2><b id="Motivation1">High-troughput Assay Strategy——CFPS</b></h2>
  
  
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                        <h3><b>Motivation</b></h3>
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                        <p style="font-size:18px">Protein Engineering aiming at increasing protein activity by rational design has been an common occurrence for years. With the knowledge of protein structure as well as catalytic mechanism<sup>[11]</sup>, specific changes are made in an attempt to enhance the function of the protein. Quite a few literatures have reported improvement enzyme activities of different functionby rational design<sup>[5-10]</sup>. Also, some prior iGEM teams tried to imply various different approaches to design and generate mutations as well.<br/><br/>However, one of the main bottlenecks for it is an expression and assay method, which can be easy-to-implement and especially fast enough for high-throughput screening. In our case, we need to find a fast way to do the assay and an ideal chassis to express or even secret our twenty–two mutations. </p></div>
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                                <figure> <a href="https://static.igem.org/mediawiki/2016/9/93/T--Tianjin--cf-e1.png" data-lightbox="no" data-title="Fig.4.  The basic process of CFPS system"><img src="https://static.igem.org/mediawiki/2016/9/93/T--Tianjin--cf-e1.png" style=width:500px></a><figcation>Fig.5 The basic process</figcation></figure>
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                            <div class="col-md-12"><p style="font-size:18px"><i>E.coli</i> has been one of the most widely used modified chassis, however, the traditional way of cell breakage for protein extraction<sup>[12]</sup> along with further purification is time-consuming and low-efficient. <i>Saccharomyces cerevisiae</i> is good for secretion, and was the first chassis we tried to transform our mutations. But due to its relatively slow growing speed and laborious transformation process, it’s not suitable for a large scale of mutation selection.<br/><br/>
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                                After intensive research, we finally decided that no chassis is needed, the best way for us to implement high-throughput assay to select mutations is a cell-free system for its rapid one-pot expression<sup>[13]</sup>, capability of being analyzed without extensive purification<sup>[14]</sup>, and real-time monitoring of protein expression as a fluorescence-based approach.
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<h4><b id="xctezhi">7.results of the first colony-pcr of 16s-rDNA: provident the specificity of the primers</b></h4>
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                        <h3><b>Cell-free Protein Synthesis(CFPS)</b></h3>
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<p style="font-size:18px"> The first round of colony-pcr helped us to prove the specificity of the primers. The number was collected in advance in Table 3. The result was showed in Figure 20. Only on three parallel lanes of the gel(number 1,5 and 9),three set of DNA molecules of known size(1000bp for number 1, 1500bp for number 5, 1600bp for number 9) were run. </p></div>
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                        <p style="font-size:18px">Cell-free protein synthesis (CFPS), is the production of protein from nucleic acid templates in the test tube without the use of living cells. Thus CFPS enables direct access and control of the transcription and translation environment which is benefit for specific reactions.   </p></div>
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<img src="https://static.igem.org/mediawiki/2016/c/c0/T--Tianjin--16STABLE1.png" alt="the number of 16s-rDNA in the first colony-pcr : the provement of primer">
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<p style="font-size:15px;text-align:center"><br/>Table.3. the number of 16s-rDNA in the first colony-pcr : the provement of primer</p></div>
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                                <figure> <a href="https://static.igem.org/mediawiki/2016/c/c3/T--Tianjin--cellfree.png" data-lightbox="no" data-title=""><img src="https://static.igem.org/mediawiki/2016/c/c3/T--Tianjin--cellfree.png" width="100%"></a><figcation></figcation></figure>
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                            <div class="col-md-12"><p style="font-size:18px">CFPS is programmed by addition of a DNA template, formed from either closed circular vector DNA or a linear PCR product<sup>[15]</sup>. Common components of a CFPS system include cell extract, the needed energy source, along with a feeding solution<sup>[16]</sup> (which includes substrates such as amino acids, ATP and GTP), and cofactors such as magnesium. A cell extract is obtained by lysing the cell of interest and centrifuging out the cell walls, DNA genome, and other debris. The remains are the cell machinery including ribosomes, RNA-Polymerase and etc., which are necessarily needed to function properly. Transcription is performed by recombinant phage T7 RNA polymerase (RNAP), generating the mRNA upon which the ribosomal translation machinery acts<sup>[17]</sup>.
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<p style="font-size:18px" id="Highthroughtput">
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                            <br/><br/>CFPS has many advantages over the traditional in-vivo synthesis of proteins. The open nature of CFPS allows direct manipulation of the chemical environment so as to optimize functional protein synthesis and concentrations, as well as control the reaction process. In contrast, once DNA is inserted into live cells, the reaction cannot be accessed until it is over and the cells are lysed.
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     <a href="https://static.igem.org/mediawiki/2016/5/55/T--Tianjin--16s1.png" data-lightbox="no" data-title="Fig.20.the result of the first colony-pcr(Marker:2K-PLUS)"><img src="https://static.igem.org/mediawiki/2016/5/55/T--Tianjin--16s1.png" width="100%"></a>
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     <a href="https://static.igem.org/mediawiki/2016/8/86/T--Tianjin--cf-e2.png" data-lightbox="no" data-title="Fig.5.One-pot approach for integrated expression and activity screening of enzymes"><img src="https://static.igem.org/mediawiki/2016/8/86/T--Tianjin--cf-e2.png" ></a>
   <br/><figcation>Fig.20.the result of the first colony-pcr(Marker:2K-PLUS)</figcaption>
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   <figcation>Fig.6 One-pot approach for integrated expression and activity screening of enzymes</figcation>
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<p style="font-size:18px" id="ThePossibilityofConsortium"> If number 1 had a set of DNA molecules rather than number 2/3, we got the conclusion that the primers—‘RJ-S/A’ could only get the 16s-rDNA gene of Rhodococcus RHA1 rather than ones in Pseudomonas putida KT2440 and Bacillus subtilis 168. Also,DNA molecules in number 5 and 9 could prove the specificity of the primers of other two bacteria. </p>
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<h3><b>High-throughput Selection</b></h3>
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                      <p style="font-size:18px">CFPS, especially is an ideal strategy for high-throughput selection and assay. For the first time, researchers have been able to express and purify a large number of proteins in a short period of time for subsequent high throughput functional and structural analyses<sup>[14]</sup>. And the use of improved fluorescent proteins and of fluorescence detection technologies in a plate reader platform, allow real time monitoring of protein expression in a high-throughput format.
 +
                            <br/><br/>Most notably, CFPS system is much faster than in-vivo synthesis. To express our mutation, a cell free reaction, including extract preparation, usually takes only a few hours, whereas in-vivo protein expression (in yeast) takes 3-5 days including transformation and incubation, and it’s even longer if the promoter is an inductive one.
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<p style="font-size:18px" id="ExperimentDesign">
  
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                            <br/>Not to mention protein purification, researchers had to individually purify proteins and spot each protein on a solid surface using conventional methods<sup>[18]</sup>. These protein arrays are laborious to make, and surface-bound proteins can lose functions during storage. Cell-free protein synthesis circumvents these problems and can be analyzed without extensive purification.</p><br/></p>
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<h4><b >8.results of the second colony-pcr: provident the possibility of consortium</b></h4>
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<p style="font-size:18px"> At the second round, we were going to prove the possibility of consortium. We cultivate each of them and the mixture of three in the modified W0 culture medium which changed the carbon source from glucose to sugar for amplification. The numbers and formula were collected in the Table 4. The result was showed in Figure 21.</p></div>
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<img src="https://static.igem.org/mediawiki/2016/2/2e/T--Tianjin--16STABLE2.png" alt="the number of 16s-rDNA in the first colony-pcr : the possibility of consortium">
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<p style="font-size:15px;text-align:center"><br/>Table.4. the number of 16s-rDNA in the second colony-pcr : the possibility of consortium</p></div>
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    <a href="https://static.igem.org/mediawiki/2016/a/a9/T--Tianjin--16s2.png" data-lightbox="no" data-title="Fig.21.the result of the second colony-pcr(Marker:2K-PLUS,after 2-day cultivation)"><img src="https://static.igem.org/mediawiki/2016/a/a9/T--Tianjin--16s2.png" width="100%"></a>
 
  <br/><figcation>Fig.21.the result of the second colony-pcr(Marker:2K-PLUS,after 2-day cultivation)</figcaption>
 
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<br/>
 
<p style="font-size:18px"> On six parallel lanes of the gel(number 1,5,9,10,11,12), six set of DNA molecules of known size( 1000bp for number 1 and 10 ; 1500bp for number 5 and 11; 1600bp for number 9 and 12) were run. From the DNA band of number 1,5 and 9,we could analyze that three bacteria growed well in each modified W0 culture medium. From the DNA band of number 10,11 and 12 , we could delightedly prove that three bacteria growed well together in the modified W0 culture medium.  </p>
 
  
<p style="font-size:18px"> In conclusion, we cultivated consortium of three bacteria in the modified W0 culture medium by the validation of 16s-rDNA. </p>
 
  
 
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<h3><b>Experiment Design</b></h3>
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                        <p style="font-size:18px">Basically, we utilized the cell-free system to express the enzymes which had been modified in 22 different sites. Besides, we added a fluorescet protein, CFP, before the enzyme. And there is a flexible linker, GGGGSGGGGS , between them. So we could detect the expression of enzymes by detecting expression of the fluorescent protein with a fluorescence readout instrument, for example, a microplate reader. We conceived that with this method we could acquire the best modifications by screening them in a high-throughput way. Then we used the proteins we got to degrade PET.  </p>
  
  
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<h3><b id="ModificationofB.s" >Modification of <i>Bacillus subtilis</i></b></h3>
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<h4><b id="thedegreeofPETdegradation">1.the degree of PET degradation in<i> Bacillus subtilis</i></b></h4>
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     <a href="https://static.igem.org/mediawiki/2016/c/ca/T--Tianjin--cf-e3.png" data-lightbox="no" data-title="Fig.6.The expression vector in CFPS system"><img src="https://static.igem.org/mediawiki/2016/c/ca/T--Tianjin--cf-e3.png"></a>
 
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   <figcation>Fig.7 The expression vector in CFPS system</figcation>
 
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<p style="font-size:18px"> The Plasmid-PHP13-p43 is isolated and enzyme digested using EcoR I and BamH I restriction enzyme. After gel extraction to get right band, construction of pHP13-p43 + PETase and pHP13-p43 + MHETase are caught out.(Figure 22).</p></div>
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     <a href="https://static.igem.org/mediawiki/2016/4/4d/T--Tianjin--kucao4.png" data-lightbox="no" data-title="Fig.22. the construction of recombinant plasmid"><img src="https://static.igem.org/mediawiki/2016/4/4d/T--Tianjin--kucao4.png" width="100%"></a>
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  <figcation>Fig.22. the construction of recombinant plasmid</figcaption>
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<p style="font-size:18px"> Then we transport the recombinant plasmid in <i>Bacillus subtilis 168</i> and<i> Bacillus subtilis DB104</i>. We cultivate four different strain(wild <i>Bacillus subtilis 168</i>,recombinant <i>Bacillus subtilis 168</i> ,wild <i> Bacillus subtilis DB104</i>,recombinant <i> Bacillus subtilis DB104</i>) and blank control group in LB medium with PET slices. After 7 days, we measure the absorbancy of the product from 230nm to 300nm (Figure 23). </p>
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    <a href="https://static.igem.org/mediawiki/2016/d/dd/T--Tianjin--Degradation_of_PET.png" data-lightbox="no" data-title="Fig.23.the product of degradation in different <i> Bacillus subtilis</i>"><img src="https://static.igem.org/mediawiki/2016/d/dd/T--Tianjin--Degradation_of_PET.png" width="100%"></a>
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   <figcation>Fig.23.the product of degradation in different <i> Bacillus subtilis</i> </figcation>
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<p style="font-size:18px"> The curves of degradation of PET in different <i>Bacillus subtilis</i> pass through a maximum when the absorbancy is within 260-280nm. Also, we found the improvement in recombinant one(B.s 168+PETase/ B.s DB104+PETase) compared to three control group(B.s 168/B.s DB104/control). That was the basic provement of degradation.</p>
 
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    <a href="https://static.igem.org/mediawiki/2016/4/42/T--Tianjin--kucaoxintu3.png" data-lightbox="no" data-title="Fig.24.the degrading ability in different <i> Bacillus subtilis</i>"><img src="https://static.igem.org/mediawiki/2016/4/42/T--Tianjin--kucaoxintu3.png" width="100%"></a>
 
  <figcation>Fig.24.the degrading ability in different <i> Bacillus subtilis</i> </figcaption>
 
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<p style="font-size:18px" id="thedegreeofPNPAdegradation"> From the absorbancy at 265nm in the picture, we can compare the the degree of PET degradation.Easily to see in Figure 24, <i>Bacillus subtilis DB104</i> has a better secretory ability than <i>Bacillus subtilis 168</i> in consideration of the higher absorbancy at 265nm, which represent the absorption peak of MHET. Also, the result helped us to affirm that PETase gene expressed well in <i>Bacillus subtilis</i> after using codon optimization.  </p>
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<h4><b >2.the degree of PNPA degradation——new discovery</b></h4>
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<p style="font-size:18px">We make the first step of PNPA degradation after the success of transport. However, we fail to find the absorption peak of PNP at 400nm in experimental group.At first ,we  attribute this result to PNP decomposition(Figure 25).Then, we search on the Internet and find that Bacillus subtilis has the ability to degree PNP.So we cannot use the degree of PNPA degradation to measure enzymatic activity. </p>
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    <a href="https://static.igem.org/mediawiki/2016/b/b4/T--Tianjin--kucaojjtpa.jpg" data-lightbox="no" data-title="Fig.25.Proposed degradation pathway for PNP in<i> Bacillus subtilis</i>"><img src="https://static.igem.org/mediawiki/2016/b/b4/T--Tianjin--kucaojjtpa.jpg" width="100%"></a>
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  <figcation>Fig.25.Proposed degradation pathway for PNP in<i> Bacillus subtilis</i></figcaption>
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                        <p style="font-size:18px">How to characterize the degradation velocity is the main problem in our scheme. We analyzed the experiment consequences in two ways. For the first one, we rendered the enzymes degrade pNPa, a general substituent for the detection of PET. Then we measured the absorbance of pNP in the optical density of 400 nanometers, which is the degrading product of pNPa. For the second one, we detected the absorbance of MHET in the optical density of 260 nanometers, which is the product in the first step of PET degradation.<br/>
  
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                            <b>Click here to find the</b>
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<a href="https://2016.igem.org/Team:Tianjin/Protocol">  CFPS Protocol</a> <br/>>
  
 
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<h3><b id="ModificationofP.p">Modification of<i>Pseudomonas putida KT2440</i></b></h3>
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<h4><b id="ProofofoverexpressioninP.p">Proof of overexpression in <i>P.putida KT2440</i></b></h4>
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<p style="font-size:18px"> After the experiment design was finally confirmed, we started to establish the overexpression vector based on the shuttle plasmid pBBR1MCS-2 as we described on the Experiment Page. The aim of this overexpression vector is to make KT2440 utilize EG more efficient and tend to accumulate PHA in bacterial body.</p>
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<p style="font-size:18px"> After plasmid pBBRAA (pBBR linked with AcoA and AceA) was successfully transformed into E.coli, we amplified and extracted it from E.coli to prove that the target genes had been successfully ligated into pBBR. We proved it by PCR of pBBRAA and the result is showed as below.</p>
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     <a href="https://static.igem.org/mediawiki/2016/1/1e/T--Tianjin--PP1.png" data-lightbox="no" data-title="Fig.26.PCR of AcoA and AceA form plasmid pBBRAA"><img src="https://static.igem.org/mediawiki/2016/1/1e/T--Tianjin--PP1.png" width="100%"></a>
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     <a href="https://static.igem.org/mediawiki/2016/c/c5/T--Tianjin--cf-steps.jpg" data-lightbox="no" data-title="Fig.7.Steps for integrated expression and activity screening of enzymes "><img src="https://static.igem.org/mediawiki/2016/c/c5/T--Tianjin--cf-steps.jpg" width="100%"></a>
  <br/> <figcation>Fig.26.PCR of AcoA and AceA form plasmid pBBRAA</figcaption>
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  <figcation>Fig.8 Steps for integrated expression and activity screening of enzymes </figcation>
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<p style="font-size:18px"><br/>The PCR’s results confirmed that the target genes were ligated into pBBR, which meant the overexpression was successfully established. Then, we transformed it into P.putida KT2440 by electroporation.However, we met some problem unsolved in the electroporation.So we need some improvement in the future.</p>
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    <h3><b id="AControllableLipidProducer">A Controllable Lipid Producer</b></h3>
 
  
    <h4><b id="TheEfficiencyofLysisSystem">The efficiency of Lysis System</b></h4>
 
<p style="font-size:18px">For the construction of <i>Synechocystis 6803</i>-Inducible Lysis System, three lysis genes were synthesized by GENEWIZ (Figure 28), and we ligased them through overlap. After splicing those to the T vector, we put Pni, a promoter responding to Ni<sup>2+</sup>, to the upstream of lysis genes to make a nickel sensing signal system.
 
<br/><br/>Up to now, we constructed the expression vector successfully and transformed it into Synechocystis 6803 via electroporation.</p></div>
 
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    <a href="https://static.igem.org/mediawiki/2016/b/b6/T--Tianjin--lamzaoex1.png" data-lightbox="no" data-title="Fig.28. the construction of plasmid p3031"><img src="https://static.igem.org/mediawiki/2016/b/b6/T--Tianjin--lamzaoex1.png" width="100%"></a>
 
  <figcation>Fig.28. the construction of plasmid p3031</figcaption>
 
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</div>
 
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<p style="font-size:18px">We hope that after adding nickel sulfate to the cultures, cyanobacteria could split in a few days, releasing plenty of lipid to feed others as the source of carbon in our mixed bacteria system.</p>
 
  
  
  
  
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<h2><b id="References">References</b></h2>
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<p style="font-size:16px">[1] Yoshida S, Hiraga K, Takehana T, et al. A bacterium that degrades and assimilates poly (ethylene terephthalate)[J]. Science, 2016, 351(6278): 1196-1199. <br/><br/>
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[2] Chen S, Tong X, Woodard R W, et al. Identification and characterization of bacterial cutinase[J]. Journal of Biological Chemistry, 2008, 283(38): 25854-25862. <br/><br/>
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[3] Schwede T, Kopp J, Guex N, Peitsch MC. SWISS-MODEL: an automated protein homologymodeling server. Nucleic Acids Research, 2003, 31 (13): 3381-3385 <br/><br/>
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[4] Yoshida S, Hiraga K, Takehana T, et al. Supplementary Material For A bacterium that degrades and assimilates poly (ethylene terephthalate) <br/><br/>
 +
[5] Araújo R, Silva C, O’Neill A, et al. Tailoring cutinase activity towards polyethylene terephthalate and polyamide 6, 6 fibers[J]. Journal of Biotechnology, 2007, 128(4): 849-857. <br/><br/>
 +
[6] Silva C, Da S, Silva N, et al. Engineered Thermobifida fusca cutinase with increased activity on polyester substrates[J]. Biotechnology journal, 2011, 6(10): 1230-1239. <br/><br/>
 +
[7] Herrero Acero E, Ribitsch D, Dellacher A, et al. Surface engineering of a cutinase from Thermobifida cellulosilytica for improved polyester hydrolysis[J]. Biotechnology and bioengineering, 2013, 110(10): 2581-2590. <br/><br/>
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[8] Wei R, Oeser T, Schmidt J, et al. Engineered bacterial polyester hydrolases efficiently degrade polyethylene terephthalate due to relieved product inhibition[J]. Biotechnology and bioengineering, 2016. <br/><br/>
 +
[9] Ansaldi M, Lepelletier M, Méjean V. Site-specific mutagenesis by using an accurate recombinant polymerase chain reaction method [J]. Analytical biochemistry, 1996, 234(1): 110-111. <br/><br/>
 +
[10] Roth C, Wei R, Oeser T, et al. Structural and functional studies on a thermostable polyethylene terephthalate degrading hydrolase from Thermobifida fusca[J]. Applied microbiology and biotechnology, 2014, 98(18): 7815-7823. <br/><br/>
 +
[11] Wilson C J. Rational protein design: developing next‐generation biological therapeutics and nanobiotechnological tools[J]. Wiley Interdisciplinary Reviews: Nanomedicine and Nanobiotechnology, 2015, 7(3): 330-341.<br/><br/>
 +
[12] Kamioka T, Sohya S, Wu N, et al. Extraction of recombinant protein from Escherichia coli by using a novel cell autolysis activity of VanX[J]. Analytical biochemistry, 2013, 439(2): 212-217.<br/><br/>
 +
[13] Carlson E D, Gan R, Hodgman C E, et al. Cell-free protein synthesis: applications come of age[J]. Biotechnology advances, 2012, 30(5): 1185-1194.<br/><br/>
 +
[14] Chong S. Overview of Cell‐Free Protein Synthesis: Historic Landmarks, Commercial Systems, and Expanding Applications[J]. Current Protocols in Molecular Biology, 2014: 16.30. 1-16.30. 11.<br/><br/>
 +
[15] Whittaker J W. Cell-free protein synthesis: the state of the art[J]. Biotechnology letters, 2013, 35(2): 143-152.<br/><br/>
 +
[16] Rosenblum G, Cooperman B S. Engine out of the chassis: cell-free protein synthesis and its uses[J]. FEBS letters, 2014, 588(2): 261-268.<br/><br/>
 +
[17] Beckert B, Masquida B. Synthesis of RNA by in vitro transcription[J]. RNA: Methods and Protocols, 2011: 29-41.<br/><br/>
  
  
  
  
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</p><br/><br/>
  
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<h2 id="rrsystem"><b>Results of R-R system</b></h2>
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<h3><b id="Resultsofinclusionbody">Results of inclusion body based reporting system.</b></h3>
+
 
+
<p style="font-size:18px">The red fluorescence can be observed by bare eyes. We set up four groups: <br/>
+
A. No <i>E.coli</i>.<br/>
+
B. <i>E.coli</i> with empty plasmid pUC19.<br/>
+
C. <i>E.coli</i> with pUC19+CpxR-RFP.<br/>
+
D. <i>E.coli</i> with pUC19+CpxR-RFP+PETase gene.<br/>
+
The result is as the following picture. (After centrifugation with the speed of 12000rpm for 1min)
+
</p>
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<div class="row">
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<div class="col-md-3"></div>
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<img src="https://static.igem.org/mediawiki/2016/9/9c/T--Tianjin--R-R_result2.JPG" alt="desktop">
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<p style="font-size:15px;text-align:center">
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<br/>
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Fig.1. Directed observed fluorescence of inclusion body based reporting system. (From left to right: A, B, C, D)
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</p></div>
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We found that the group with part <a href="http://parts.igem.org/wiki/index.php?title=Part:BBa_K339007" target="_blank"><i>BBa_K339007</i></a> and PETase gene showed deepest red in all of the four groups. The group with only part <a href="http://parts.igem.org/wiki/index.php?title=Part:BBa_K339007" target="_blank"><i>BBa_K339007</i></a> also showed a little red, we speculate that this might be caused by the basic expression of some genes in <i>E.coli</i> and some of the expression products formed inclusion bodies. It might also be caused by the basic expression of the RFP gene because the CpxR promoter might also, though not so strongly, start the transcription even without the induction of CpxR protein. The group with empty plasimd did not showed any red color and the group with no <i>E.coli</i> cultured did not have any sediment at the bottom of tube.
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</p>
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<h3><b>2.Results of cell lysis effect of ddpX gene.</b></h3>
+
<p style="font-size:18px">We first did a experiment to measure the cell lysis effect of ddpX gene. We simply use the IPTG inducible T7 promoter to regulate the expression of ddpX gene. We totally set four groups:<br/>
+
1. <i>E.coli </i> wildtype.<br/>
+
2. <i>E.coli </i> wildtype added IPTG.<br/>
+
3. <i>E.coli </i> with ddpX gene, no induction.<br/>
+
4. <i>E.coli </i> with ddpX gene, IPTG added as induction.<br/>
+
Then we continuously measure the OD<sub>600</sub> of the culture medium by 96-well Microplate Reader and draw the OD<sub>600</sub>-culturing time curve by Matlab. The graph is showed below.
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<a type="button" class="btn btn-next" href="https://2016.igem.org/Team:Tianjin/Note/CFPS"><img src="https://static.igem.org/mediawiki/2016/e/e7/T--Tianjin--button_note.png" width="120px"><p>See our Notes <br/>about CFPS </p></a>
<figure>
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</div>
    <a href="https://static.igem.org/mediawiki/2016/9/90/T--Tianjin--R-R_result3.png" data-lightbox="no" data-title="Fig.28. the construction of plasmid p3031"><img src="https://static.igem.org/mediawiki/2016/9/90/T--Tianjin--R-R_result3.png" width="100%"></a>
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<div class="col-md-1"></div>
  <figcation>Fig.2. OD<sub>600</sub>-culturing time curve of different groups of inclusion body induced cell lysis system.
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<a type="button" class="btn btn-next" href="https://2016.igem.org/Team:Tianjin/Note/Protein_Engineering"><img src="https://static.igem.org/mediawiki/2016/e/e7/T--Tianjin--button_note.png" width="120px"><p>See our Notes <br/>about Protein Modificiation</p></a>
    </figure></div>
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<a type="button" class="btn btn-next" href="https://2016.igem.org/Team:Tianjin/Demonstrate#proteinengineering"><img src="https://static.igem.org/mediawiki/2016/e/e1/T--Tianjin--button_result.png" width="120px"><p>See our Results <br/> about Protein Engineering</p></a>
 
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From this image, we can see that in the first 5 hours, the OD<sub>600</sub> of each group is almost the same because of the rich nutrition and the ddpX cannot take effect immidiately. However, after 5 hours, the group with ddpX transformed and IPTG induced showed the fastest decrease among all the groups. This is because of the cell lysis effect of ddpX. Comparing the group with ddpX gene and IPTG inducted with the group with wildtype bacterial and the same amount of IPTG added we can draw the conclusion that the ddpX gene can cause cell lysis significantly. However, the data of another two groups are a little strange. We think it is because of the basic expression of ddpX can partly hydrolyze the peptidoglycan in the cell wall and provide cells with D-Ala as carbon source. This is exactly the physical use the the ddpX gene when the cell is under starvation condition, <a href="https://2016.igem.org/Team:Tianjin/Experiment/R-R#ddpx" target="_blank">see more details about this explanation in our experiment page</a>. Therefore the group with ddpX gene but no induction can live longer and better when the nutritions are deficient.
+
</p>
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<div id="Summary3"></div>
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<h2 ><b>Summary</b></h2>
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<p style="font-size:18px">
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+
1.We successfully screened two mutants of the wild type <i>PETase</i> with higher enzyme activity through the cell-free expression system and a high-throurgout assay method.<br/><br/>
+
 
+
2.We successfully established a special bacteria consortium-<i>Bacillus stubtilis 168</i> or <i>DB104</i>, <i>Rhodococcus jostii RHA1</i> and <i>Pseudomonas putida KT2440</i> for this enzyme catalysis reaction. We use 16s-rDNA to prove the existence of special bacteria consortium.<br/><br/>
+
3.We optimized culture conditions by changing carbon source, nitrogen source and some ions. After checking the growth situations and conditions of the degrading PET, TPA and EG, we explore a suitable culture condition to co-culture our bacteria consortium.
+
<br/><br/>
+
4.We constructed pHP13-P43-PETase/MHETase plasmid for <i>Bacillus stubtilis 168</i> or <i>DB104</i>. The recombinant strain had the ability to degree PET. Also, we found PNPA couldn’t characterize of enzyme hydrolysis rate.
+
<br/><br/>
+
5. In order to increase the <i>Pseudomonas putida KT2440</i>’s intake of EG, we found the main influential genes---AceA and AcoA and successfully established an overexpression vector in <i>Pseudomonas putida KT2440</i>, which makes this bacterium can utilize EG more efficiently.
+
<br/> <br/>
+
6.We successfully applied and improved the previous part BBa_K339007 designed and constructed by the Group iGEM10_Calgary to construct our inclusion body based reporting system and inclusion body based cell lysis regulation system. <br/><br/>
+
7.The red fluorescence can even be directly observed by bare eyes when we express the PETase gene in <i>E.coli</i> which was transformed into the CpxR-RFP fragment. <br/> <br/>
+
8.We measured the cell lysis effect of the novel ddpX gene and combined it with the PETase expression system in <i>E.coli</i>.<br/> <br/>
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<li><a class="topLink" href="#Overview">Overview </a></li>
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<li><a class="topLink" href="#Serine-basedCatalyticTriadMechanism">Catalytic Triad Mechanism & 3D Model </a></li><li><a href="#MutationDesignRationales">Mutation Design Rationales  </a>
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<li><a class="topLink" href="#Explorationforanappropriatemedium">Appropriate medium</a></li>
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Revision as of 19:35, 19 October 2016

TEAM TIANJIN





Protein Engineering

Rational Design

Motivation

The degradation of PET is completed in two steps by PETase and MHETase. PETase hydrolyze PET to mono(2-hydroxyethyl) terephthalic acid (MHET), which will be further decomposed by MHETase into two monomers, terephthalic acid (TPA) and ethylene glycol (EG)[1] . In this two-step reaction system, MHET, the product of PETase-mediated hydrolysis of PET, was found to be a very minor component, which reveals rapid MHET metabolism[1], indicating the rate determining step in this reaction is the first step, hydrolysis of PET. So in order to accelerate the whole PET degradation speed, increasing the activity of PETase is rather crucial. To enhance PETase hydrolysis activity, we first tried to understand the mechanism of the hydrolysis reaction by generally confirming active sites of PETase and 3 dementional structure simulation.

Serine-based Catalytic Triad Mechanism & 3D Model Simulation


Since there is no x-ray structure for PETase , the mechanism of PETase hydrolysis activity can not be exactly identified. But the binding site and catalytic site can be generally inferred according to α/β hydrolase mechanism. Based on the efforts have been made to identify and characterize bacterial cutinases[2], α/β hydrolase fold family contain a highly conserved characteristic GXSXG motif. With sequence analysis, PETase was also found to contain an accordant GWSMG motif.

So we simulated a best fit model for PETase by SWISSMODEL, an automated comparative protein modeling server[3]. The template was Thc_Cut2, which shares 52% sequence identity with PETase[4]. As expected, the homology model of PETase displays a canonical α/β hydrolase fold with a Ser161-His237-Asp237 catalytic triad and a preformed oxyanion hole (Fig.1), suggesting a classic serine hydrolase mechanism.

Fig.1 Simulated 3D structure for PETase
Ribbon diagram of a predicted PETase model. The catalytic triad residues are shown as ball-and-sticks in green, formed by Ser161, His237 and Asp237, and the oxyanion hole binding site residues are in blue, formed by the main chain amides of Met161 and Tyr87.

Mutation Design Rationales

1.Hydrophobicity & space factor

Given that the hydrolysis of PET is a heterogeneous reaction, a prerequisite for its efficient reaction is an adequate interaction of the enzyme with the substrate at the solid-liquid interface. Since the substrate PET is hydrophobic polymer, both the hydrophobicity of the enzyme surface and the space around active site to accommodate PET may be the main factors for more efficient protein attachment and reaction activity[6]. In fact, tailoring enzymes for a more hydrophobic and larger substrate active site has been shown to facilitate PET hydrolysis by a fungal polyester hydrolase[5]. Also Silva et al. obtained a double mutant (Q132A/T101A) exhibiting a 2-fold increased hydrolysis activity against PET fibers by the substitution of spacious residues with alanine in its substrate binding site[6]. So we aimed to take the same strategy to modify hydrophobicity of the surface of PETase as well as broaden space near the active site to enhance the interaction between PETase and substrate.

2.Electrostatics factor

The electrostatic surface property in the vicinity to the active site was also found to be responsible for differences in hydrolysis efficiency. Exchange of the positively charged amino acids to the non-charged ones strongly increase the hydrolysis activity. In contrast, exchange of the uncharged amino acids by the negatively charged ones can lead to a complete loss of hydrolysis activity on PET films[7]. Changing the surface property is another strategy we took.

3.Conserved Residues

In another study, Wei and coworkers exchanged selected amino acid residues of TfCut2 involved in substrate binding with those in LC-cutinase(LCC) to relieve product inhibition and obtained enzyme variants with increased PET activity at 65℃ [8]. In the inspiration of their work as well as that the position of catalytic triad hold constant in different mature PET hydrolases with signal peptide excluded, we exchanged amino acid residues on the surface with highly conserved residues of the same position in other PET hydrolases, which can be a way to either increase the enzyme efficiency or confirm the essential sites which made PETase more efficient than other PET hydrolase.


Mutants

Based on the above rationales, our general strategies of mutation design are as follows:

1).According to the 3D structure of PETase we simulated, which shows the hydrophobicity of protein surface (Fig.2), we changed the hydrophilic amino acid residues on the surface with hydrophobic ones to enhance the surface hydrophobicity;

2). Modify the electrostatics of its surface by changing charged amino acid residues to the uncharged ones;

3). Based on 3D structure predicted and docking simulation with substrate, we found several spacious residues adjacent to active site and binding site, which may inhibit the interaction of protein and substrate due to its large body. We substituted them with smaller amino acids to expose the catalytic site and binding site;

Fig.2 Hydrophobicity of PETase surface
The deeper the bule is, the more hydrophobic the protein surface is; On contrast, the deeper the brown is, the more hydrophilic the protein surface is.

4). We generated a multiple sequence alignment by ClustalX with seven serine hydrolases from NCBI conserved with GXSXG motif and catalytic triad and reported to be able to degrade PET (Table.1). Based on the multiple sequence alignment result(Fig.3), we exchanged some essential residues adjacent to active site and binding site with the conserved residues of the same position in the multiple sequences.


Table.1 Enzymes in multiple sequence alignment

Fig.3 Multiple Sequence Alignment
The catalytic triad is shaded in blue box and the binding site is shaded in green box.
The position of catalytic triad hold constant throughout the multiple sequences
in mature protein with signal peptide excluded.


Table.2 Mutants of PETase
Based on the Rationales above, we designed 22 potential mutations
in purposes to enhance the efficiency of PETase hydrolysis activity
and confirm potential determining site of PETase hydrolysis.


Site-directed mutagenesis


Site-directed mutagenesis was performed using recombinant PCR technique[9]. Our modified approach is based on the PCR amplification of target PETase fragment by mutagenic primers divergently oriented but overlapping at their 5’ ends. The mutagenic nucleotides are located in both forward and reverse primers. The approach contained two rounds of PCR. In the PCR Round I, we use PETase fragment as template, respectively use original forward primer of PETase & mutagenic reverse primer, and original reverse primer & mutagenic forward primer as primers. The product of PCR Round I are portions of PETase gene with an overlapping region. In the PCR Round II, we use products of PCR Round I as two templates and original primers as primers to generate the final mutant fragment (Fig.4). And each specific mutation was verified by sequencing.

Fig.4 Site-directed Mutagenesis



High-troughput Assay Strategy——CFPS

Motivation

Protein Engineering aiming at increasing protein activity by rational design has been an common occurrence for years. With the knowledge of protein structure as well as catalytic mechanism[11], specific changes are made in an attempt to enhance the function of the protein. Quite a few literatures have reported improvement enzyme activities of different functionby rational design[5-10]. Also, some prior iGEM teams tried to imply various different approaches to design and generate mutations as well.

However, one of the main bottlenecks for it is an expression and assay method, which can be easy-to-implement and especially fast enough for high-throughput screening. In our case, we need to find a fast way to do the assay and an ideal chassis to express or even secret our twenty–two mutations.

Fig.5 The basic process

E.coli has been one of the most widely used modified chassis, however, the traditional way of cell breakage for protein extraction[12] along with further purification is time-consuming and low-efficient. Saccharomyces cerevisiae is good for secretion, and was the first chassis we tried to transform our mutations. But due to its relatively slow growing speed and laborious transformation process, it’s not suitable for a large scale of mutation selection.

After intensive research, we finally decided that no chassis is needed, the best way for us to implement high-throughput assay to select mutations is a cell-free system for its rapid one-pot expression[13], capability of being analyzed without extensive purification[14], and real-time monitoring of protein expression as a fluorescence-based approach.



Cell-free Protein Synthesis(CFPS)

Cell-free protein synthesis (CFPS), is the production of protein from nucleic acid templates in the test tube without the use of living cells. Thus CFPS enables direct access and control of the transcription and translation environment which is benefit for specific reactions.


CFPS is programmed by addition of a DNA template, formed from either closed circular vector DNA or a linear PCR product[15]. Common components of a CFPS system include cell extract, the needed energy source, along with a feeding solution[16] (which includes substrates such as amino acids, ATP and GTP), and cofactors such as magnesium. A cell extract is obtained by lysing the cell of interest and centrifuging out the cell walls, DNA genome, and other debris. The remains are the cell machinery including ribosomes, RNA-Polymerase and etc., which are necessarily needed to function properly. Transcription is performed by recombinant phage T7 RNA polymerase (RNAP), generating the mRNA upon which the ribosomal translation machinery acts[17].



CFPS has many advantages over the traditional in-vivo synthesis of proteins. The open nature of CFPS allows direct manipulation of the chemical environment so as to optimize functional protein synthesis and concentrations, as well as control the reaction process. In contrast, once DNA is inserted into live cells, the reaction cannot be accessed until it is over and the cells are lysed.

Fig.6 One-pot approach for integrated expression and activity screening of enzymes




High-throughput Selection

CFPS, especially is an ideal strategy for high-throughput selection and assay. For the first time, researchers have been able to express and purify a large number of proteins in a short period of time for subsequent high throughput functional and structural analyses[14]. And the use of improved fluorescent proteins and of fluorescence detection technologies in a plate reader platform, allow real time monitoring of protein expression in a high-throughput format.

Most notably, CFPS system is much faster than in-vivo synthesis. To express our mutation, a cell free reaction, including extract preparation, usually takes only a few hours, whereas in-vivo protein expression (in yeast) takes 3-5 days including transformation and incubation, and it’s even longer if the promoter is an inductive one.


Not to mention protein purification, researchers had to individually purify proteins and spot each protein on a solid surface using conventional methods[18]. These protein arrays are laborious to make, and surface-bound proteins can lose functions during storage. Cell-free protein synthesis circumvents these problems and can be analyzed without extensive purification.





Experiment Design

Basically, we utilized the cell-free system to express the enzymes which had been modified in 22 different sites. Besides, we added a fluorescet protein, CFP, before the enzyme. And there is a flexible linker, GGGGSGGGGS , between them. So we could detect the expression of enzymes by detecting expression of the fluorescent protein with a fluorescence readout instrument, for example, a microplate reader. We conceived that with this method we could acquire the best modifications by screening them in a high-throughput way. Then we used the proteins we got to degrade PET.

Fig.7 The expression vector in CFPS system

How to characterize the degradation velocity is the main problem in our scheme. We analyzed the experiment consequences in two ways. For the first one, we rendered the enzymes degrade pNPa, a general substituent for the detection of PET. Then we measured the absorbance of pNP in the optical density of 400 nanometers, which is the degrading product of pNPa. For the second one, we detected the absorbance of MHET in the optical density of 260 nanometers, which is the product in the first step of PET degradation.
Click here to find the CFPS Protocol
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Fig.8 Steps for integrated expression and activity screening of enzymes

References

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