Difference between revisions of "Team:Hong Kong HKUST/Model"

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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><strong><span style="font-family: Arial;">Introduction</span></strong></p>
<p style="margin-top:0pt; margin-bottom:0pt; line-height:115%; font-size:11pt">
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial;">According to our project modules, we try to categorize our modelling into three parts.</span></p>
<span style="font-family:Arial">As a giant network of saturated hydrocarbons, polyethylene (PE) is a storehouse of a huge amount of chemical potential energy . While most microorganisms are unable to draw from this vast store as they cannot metabolise polyethylene or smaller alkanes, review of literature suggested that some microbes are capable of metabolising saturated hydrocarbons as their sole carbon source. There are however, limitations to the length of the carbon chains these microorganisms can metabolise </span><span style="font-family:Arial; font-size:7.33pt; "><sup>[1]</sup></span><span style="font-family:Arial">.</span><span style="font-family:Arial">&#xa0; </span>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial;">The first one is from the Laccase Module, where we attempt to characterize our laccase construct from previous iGEM data.</span></p>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial;">The second one is from the Alkane Metabolism Module. We are fitting the kinetic parameters of fumarate addition mechanism to observe the activity of ASS and observe the rate of conversion from alkane to succinate.</span></p>
<p style="margin-top:0pt; margin-bottom:0pt; line-height:115%; font-size:11pt">
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial;">While for the MFC module, we focus our modelling to establish data to find the optimum concentration for </span><em><span style="font-family: Arial;">Shewanella oneidensis MR-1</span></em><span style="font-family: Arial;"> growth, as well as estimating the voltage and power density that can be produced.</span></p>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial;">&nbsp;</span></p>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><strong><span style="font-family: Arial;">Laccase Module</span></strong></p>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial;">As there is little documentation about the usage of laccase from </span><em><span style="font-family: Arial;">E. coli</span></em><span style="font-family: Arial;">, we rely on the literature</span> <span style="font-family: Arial; color: #0000ff;">[1]</span><span style="font-family: Arial;"> of laccase secreted by fungi to correlate with the number of alkane and alkene chains can be formed. Using simple calculation, it can easily be translated that 2900 alkane chains (30%) and 900 alkene chains (10%) should be formed after polyethylene is treated with laccase for every centimeter squared.</span></p>
<span style="font-family:Arial">With regards to our goal – to design a metabolism pathway for polyethylene, it was therefore a priority to fragment PE before it could be fed to the microbes. Further study on several research articles revealed that </span><em><span style="font-family:Arial; ">Rhodococcus ruber</span></em><span style="font-family:Arial"> was among the few microorganisms that could utilize polyethylene as its main carbon source. Laccase was identified among several secreted metalloenzymes when the bacterium was grown on a PE film </span><span style="font-family:Arial; font-size:7.33pt; "><sup>([2], [6])</sup></span><span style="font-family:Arial"> and so was suspected to be responsible</span><span style="font-family:Arial">&#xa0; </span><span style="font-family:Arial">for the cleavage effect on PE. Further analysis provided conclusive evidence that it was in fact Laccase cleaving the polyethylene backbone.</span><span style="font-family:Arial">&#xa0; </span>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial;">Using UCL iGEM 2012 </span><span style="font-family: Arial; color: #0000ff;">[2]</span><span style="font-family: Arial;"> finding of polyethylene degradation, we assume that the rate of degradation will eventually be linear with 0.9 PE molecule degraded per second, of which 28 molecules of alkane and 9 molecules of alkene will be formed in 100 seconds. Using the weight and the density of polyethylene, there would be 3.86*10^-12 mm^3 or 82,000 polyethylene molecules degraded within one day..</span></p>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial; color: #222222;">To improve BBa_K863006 obtained from the Bielefeld iGEM 2012, we try to characterize it by adding OmpA and his-tag. However, due to time constraint, our wet lab experiment could not acquire any valuable data and the modelling team will only rely on literature findings.</span></p>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial; color: #222222;">OmpA itself is a major protein that can be found in the outer membranes of most gram-negative bacteria, including </span><em><span style="font-family: Arial; color: #222222;">E. coli</span></em><span style="font-family: Arial; color: #222222;">. It will signal and facilitate </span><em><span style="font-family: Arial; color: #222222;">E. coli</span></em><span style="font-family: Arial; color: #222222;"> to secrete enzyme more efficiently, in this case, laccase.</span></p>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial; color: #222222;">&nbsp;</span></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><img src="https://myfiles.space/16006_24a2116c038a6f7e/1539658404_modeling-write-ups-1/1539658404_modeling-write-ups-1.001.png" alt="" width="340" height="227" /></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">Figure 1</span></p>
<img src="https://myfiles.space/16006_24a2116c038a6f7e/1539532419_laccase-module-writup/1539532419_laccase-module-writup.001.png" width="303" height="229" alt="" >
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">&nbsp;</span></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">From figure 1, it is known that the average secretion efficiency of </span><em><span style="font-family: Arial;">E. coli</span></em><span style="font-family: Arial;"> using OmpA can be increased by 3% during the first hour of incubation, and the fold changes by 2.11 within the first 20 hours </span><span style="font-family: Arial; color: #0000ff;">[3]</span><span style="font-family: Arial;">. Here, fold change indicates the relative values of the yields or secretion efficiencies of constructs from OmpA Sp divided by native Sp. We collaborate this data with the available characterization result on iGEM Registry for BBa_K863006 </span><span style="font-family: Arial; color: #0000ff;">[4]</span><span style="font-family: Arial;">.</span></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">&nbsp;</span></p>
<span style="font-family:Arial">Figure 1. Protein structure and enzymatically active sites of laccase </span><span style="font-family:Arial; font-size:7.33pt; "><sup>[7]</sup></span><span style="font-family:Arial">.</span>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><img src="https://myfiles.space/16006_24a2116c038a6f7e/1539658404_modeling-write-ups-1/1539658404_modeling-write-ups-1.002.png" alt="" width="361" height="241" /></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial; color: #222222;">Figure 2</span></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">&nbsp;</span></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">Figure 2 denotes the estimated activity with ABTS as substrate. Here, the measurement of 308 ng ECOL (BBa_K863005) was done in pH 5 at 25&deg; C (Bielefeld, 2012). The 8mM concentration of ABTS was assigned to be substrate saturated. The bars on the right indicates the assessed amount of oxidized ABTS when ECOL is ligated with OmpA.</span></p>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><strong><span style="font-family: Arial; color: #222222;">&nbsp;</span></strong></p>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><strong><span style="font-family: Arial; color: #222222;">CO</span></strong><strong><span style="font-family: Arial; font-size: 8pt; color: #222222;"><sub>2</sub></span></strong><strong><span style="font-family: Arial; color: #222222;"> to Methane</span></strong></p>
<span style="font-family:Arial">Laccase belongs to a family of enzymes known as multicopper oxidases which oxidize a variety of substrates while reducing dioxygen to water in the process. As shown in Figure 1, The enzymatically active part of laccase involves a cluster of 4 copper ions at different oxidation states </span><span style="font-family:Arial; font-size:7.33pt; "><sup>[4]</sup></span><span style="font-family:Arial">. The catalytic mechanism begins with the transfer of electron from substrate to the T1 copper site as a result of its higher redox potential; the electron obtained from the reduced T1 copper is then passed through the intermediate electron acceptor, T3 copper site and eventually ends up at the T2 copper site </span><span style="font-family:Arial; font-size:7.33pt; "><sup>[4]</sup></span><span style="font-family:Arial">. The T3 copper serves as an electron acceptor in the aerobic oxidation process while the presence of the T2 copper site is necessary as a terminal oxygen reducing site. Laccases were long reported to be present in some lignin- bio-degrading fungi, where they catalyse the oxidation, including carbonyl formation, of aromatic compounds. Nonetheless, there is considerable evidence showing laccase’s affinity to non-aromatic substrates, such as saturated hydrocarbons. </span>
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<p style="margin-top: 0pt; margin-bottom: 8pt; text-align: justify; line-height: 115%; font-size: 12pt; background-color: #ffffff;"><span style="font-family: Arial; color: #222222;">Carbon dioxides can be converted into methane after undergoing reduction process, in which the molecule uses the energy from the sun/catalyst to break up the CO</span><span style="font-family: Arial; font-size: 8pt; color: #222222;"><sub>2</sub></span><span style="font-family: Arial; color: #222222;"> molecule into carbon and oxygen atoms, then combine with hydrogen to form methane and water, as explained on the chemical equation below.</span></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><img src="https://myfiles.space/16006_24a2116c038a6f7e/1539658404_modeling-write-ups-1/1539658404_modeling-write-ups-1.003.png" alt="" width="366" height="54" /></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">Using irreversible Henri-Michaelis-Menten Kinetics, we try to consolidate an enzyme-catalyzed reaction with a single reaction and reaction rate equation with Vmax of 0.8 &plusmn; 0.07 nmol/min and a Km for </span><span style="font-family: Arial; color: #222222;">CO</span><span style="font-family: Arial; font-size: 8pt; color: #222222;"><sub>2</sub></span><span style="font-family: Arial;"> of 23.3 &plusmn; 3.7 mM </span><span style="font-family: Arial; color: #0000ff;">[1]</span><span style="font-family: Arial;">.</span></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><img src="https://myfiles.space/16006_24a2116c038a6f7e/1539658404_modeling-write-ups-1/1539658404_modeling-write-ups-1.004.png" alt="" width="289" height="284" /></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">Figure 3</span></p>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">&nbsp;</span></p>
<span style="font-family:Arial">Due to the lack of any hydrolysable functional group, a specific enzymatic attack on the PE backbone may not be favourable; however, a random oxidation on PE could effectively weaken its chemical integrity. Presently, the activity of laccase on PE has been confirmed by documented cases from scientific research papers as well as from past iGEM projects. For instance, University London College IGEM team 2012 proposed that the laccase could lead to increased deterioration of polyethylene structure and was confirmed by the SEM (Scanning Electron Microscope) which showed an evident scratch made on a PE film surface after incubation with laccase, compared to the control. Moreover, in research conducted by other teams, crude laccase secreted by rhodococcus ruber was incubated with LDPE of average molecular weight 191,000. It reportedly resulted in 15 to 20 percent of mass reduction over a period of two weeks, which demonstrated the feasibility of laccase-degradation of polyethylene. To further enhance the efficiency of laccase, introduction of copper ions and mediators to the reaction medium were also justified to yield a higher degradation rate </span><span style="font-family:Arial; font-size:7.33pt; "><sup>([3], [5]) </sup></span><span style="font-family:Arial">.</span>
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<p style="margin-top: 0pt; margin-bottom: 0pt; text-align: justify; line-height: 115%; font-size: 12pt;"><span style="font-family: Arial;">From figure 3, it can be seen that it takes over 3 hours to fully convert 10 nmol of </span><span style="font-family: Arial; color: #222222;">CO</span><span style="font-family: Arial; font-size: 8pt; color: #222222;"><sub>2</sub></span><span style="font-family: Arial;"> into methane. It appears to verify that common features of homogeneous catalysts for </span><span style="font-family: Arial; color: #222222;">CO</span><span style="font-family: Arial; font-size: 8pt; color: #222222;"><sub>2</sub></span><span style="font-family: Arial;"> reduction to </span><span style="font-family: Arial; color: #222222;">CH</span><span style="font-family: Arial; font-size: 8pt; color: #222222;"><sub>4</sub></span><span style="font-family: Arial;"> are low reaction rates (e.g., turnover frequencies) and a limited number of turnovers (e.g., turnover number) before inactivation of the catalyst </span><span style="font-family: Arial; color: #0000ff;">[2]</span><span style="font-family: Arial;">.</span></p>
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<span style="font-family:Arial">The target of this module was to demonstrate the ability of Laccase, expressed by E.coli, to fragment PE into simple hydrocarbons. For the purpose of utilizing laccase in the outer-membrane space, outer membrane protein A (OmpA)</span><span style="font-family:Arial">&#xa0; </span><span style="font-family:Arial">is required to serve as a protein signal to the membrane so that the laccase can be dumped to the intracellular space. Meanwhile, to minimise the misfolding of laccase with OmpA, our chosen OmpA includes a linker sequence at the N-termini to separate laccase from the signalling protein OmpA. To aid in protein extraction for characterization, a 6X his-tag region is added to all of our laccase. The final effective construct for activity assay is as follows:</span>
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<span style="font-family:Arial">Apart from the construct above, another construct was also involved to characterize the effectiveness of OmpA in bringing out laccase to the intracellular space. </span><img src="https://myfiles.space/16006_24a2116c038a6f7e/1539532419_laccase-module-writup/1539532419_laccase-module-writup.003.png" width="624" height="110" alt="" >
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<span style="font-family:Arial">With these two constructs constitutively expressed in </span><em><span style="font-family:Arial; ">E.coli</span></em><span style="font-family:Arial">, it is expected that we can compare the differences of laccase quantity in the culturing medium of </span><em><span style="font-family:Arial; ">E.coli </span></em><span style="font-family:Arial">for our characterisation. </span>
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Revision as of 02:54, 16 October 2018

iGem HKUST 2018 Hielo by TEMPLATED
...

Laccase module

Introduction

According to our project modules, we try to categorize our modelling into three parts.

The first one is from the Laccase Module, where we attempt to characterize our laccase construct from previous iGEM data.

The second one is from the Alkane Metabolism Module. We are fitting the kinetic parameters of fumarate addition mechanism to observe the activity of ASS and observe the rate of conversion from alkane to succinate.

While for the MFC module, we focus our modelling to establish data to find the optimum concentration for Shewanella oneidensis MR-1 growth, as well as estimating the voltage and power density that can be produced.

 

Laccase Module

As there is little documentation about the usage of laccase from E. coli, we rely on the literature [1] of laccase secreted by fungi to correlate with the number of alkane and alkene chains can be formed. Using simple calculation, it can easily be translated that 2900 alkane chains (30%) and 900 alkene chains (10%) should be formed after polyethylene is treated with laccase for every centimeter squared.

Using UCL iGEM 2012 [2] finding of polyethylene degradation, we assume that the rate of degradation will eventually be linear with 0.9 PE molecule degraded per second, of which 28 molecules of alkane and 9 molecules of alkene will be formed in 100 seconds. Using the weight and the density of polyethylene, there would be 3.86*10^-12 mm^3 or 82,000 polyethylene molecules degraded within one day..

To improve BBa_K863006 obtained from the Bielefeld iGEM 2012, we try to characterize it by adding OmpA and his-tag. However, due to time constraint, our wet lab experiment could not acquire any valuable data and the modelling team will only rely on literature findings.

OmpA itself is a major protein that can be found in the outer membranes of most gram-negative bacteria, including E. coli. It will signal and facilitate E. coli to secrete enzyme more efficiently, in this case, laccase.

 

Figure 1

 

From figure 1, it is known that the average secretion efficiency of E. coli using OmpA can be increased by 3% during the first hour of incubation, and the fold changes by 2.11 within the first 20 hours [3]. Here, fold change indicates the relative values of the yields or secretion efficiencies of constructs from OmpA Sp divided by native Sp. We collaborate this data with the available characterization result on iGEM Registry for BBa_K863006 [4].

 

Figure 2

 

Figure 2 denotes the estimated activity with ABTS as substrate. Here, the measurement of 308 ng ECOL (BBa_K863005) was done in pH 5 at 25° C (Bielefeld, 2012). The 8mM concentration of ABTS was assigned to be substrate saturated. The bars on the right indicates the assessed amount of oxidized ABTS when ECOL is ligated with OmpA.

 

CO2 to Methane

Carbon dioxides can be converted into methane after undergoing reduction process, in which the molecule uses the energy from the sun/catalyst to break up the CO2 molecule into carbon and oxygen atoms, then combine with hydrogen to form methane and water, as explained on the chemical equation below.

Using irreversible Henri-Michaelis-Menten Kinetics, we try to consolidate an enzyme-catalyzed reaction with a single reaction and reaction rate equation with Vmax of 0.8 ± 0.07 nmol/min and a Km for CO2 of 23.3 ± 3.7 mM [1].

Figure 3

 

From figure 3, it can be seen that it takes over 3 hours to fully convert 10 nmol of CO2 into methane. It appears to verify that common features of homogeneous catalysts for CO2 reduction to CH4 are low reaction rates (e.g., turnover frequencies) and a limited number of turnovers (e.g., turnover number) before inactivation of the catalyst [2].