Team:Tokyo Tech/Modeling/Urea-cooler/urea-cooler

From 2011.igem.org

(Difference between revisions)
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<h1> page name </h1>
+
<h1> Flux analysis for providing more urea </h1>
<p>
<p>
 +
<img src="" alt="Fig5" />
 +
<div class="graph_title">
 +
Fig.5 The reactions related with the urea cycle
 +
</div>
 +
*The orange letters are the abbreviated names of the enzymes involved. The red letters are the enzyme expressed by introducing rocF gene. For complete names of the enzymes see Table 3.
 +
 +
 +
<h2 id="intro">3.1 Introduction</h2>
 +
<p>
 +
In metabolic engineering, mathematical modeling is the effective way to increase the products.
 +
Flux analysis, based on the hypothesis that the system is in steady state,
 +
is the effective way to find expect how to increase the products. In this work,
 +
we firstly focused on the concept of 'elementary flux modes' (Schuster, 2000),
 +
which provides metabolic routes both stoichiometrically and thermodynamically feasible. <br />
 +
One elementary mode shows that the carbon atom of urea derives from HCO3- which abounds
 +
in bacterial cytoplasm. Furthermore, in spite of L-glutamine consumption to transfer
 +
the side-chain ammonium group for production of carbamoyl phosphate which transfers
 +
the ammonium group to the urea cycle, ammonium ion can restore L-glutamine from
 +
L-glutamate which is a byproduct of the carbamoyl phosphate production.
 +
These findings suggest that there was little difference in the condition of
 +
containing NH3 or L-glutamine in the culture to obtain more urea. This finding is
 +
proven in previous report's experiment. (Mendel, 1996) We also confirmed that
 +
the urea cycle in E.coli is well designed in a stoichiometrically point of view.<br />
 +
To provide more urea, there are two strategies. First one is to increase the
 +
amount of carbamoyl phosphate which is the reactant of the rate-limiting step of
 +
the urea cycle. The second one is to increase the amount of components of the
 +
urea cycle. We focused on the second one. We identified the elementary flux
 +
modes which produce these compounds from L-glutamine or compounds in TCA cycle.
 +
In all modes, ornithine was intermediate or final product to produce the
 +
components of the urea cycle. We also confirmed that E. coli have no feasible route for
 +
production of the four compounds other than those indicated in Fig.5. Ornithine
 +
production, which requires ATP, NADPH, Acetyl-CoA, and L-glutamine, is thus
 +
the necessary step in this strategy.<br />
 +
Considering that L-arginine, L-glutamate, and L-aspartate are consumed in protein
 +
biosynthesis, these compounds should be supplied from medium or produced by
 +
E.coli itself not only for increase but for maintenance of the cycle. Positions of
 +
L-arginine and L-aspartate in the reaction network show supplement of these
 +
compounds has similer effect on urea production.<br />
 +
</p>
 +
 +
<div class="graph_title">
 +
Fig.7 One of the urea producing cycles without supplying the intermediates
 +
</div>
 +
 +
<div class="graph_title">
 +
Fig.9 One of the ornithine producing pathways from and intermediates of TCA cycle
 +
</div>
 +
 +
<span style="font-style:italic, borld;">What is elementary flux mode</span>
 +
<p>
 +
"The concept of elementary flux mode provides a mathematical tool to define
 +
and comprehensively describe all metabolic routes that are both stoichiometrically
 +
and thermodynamically feasible for a group of enzymes".
 +
(Schuster, 2000) We can determine the modes which are able to work at steady state
 +
by this analysis. <br />
 +
As application of elementary flux modes, we can expect what substrates are needed
 +
to produce to the substances of interest. Furthermore, we can find expect which
 +
enzymes to overexpress or knockout so as to maximize the products we want.
 +
 +
</p>
 +
 +
<h2 id="result">3.2 Result</h2>
 +
<p>
 +
Overall reactions related with the urea cycle
 +
We considered the enzymatic reactions shown in Table 3 to determine the elementary
 +
flux modes. The scheme of the reaction is shown in Fig.5.<br />
 +
<div class="graph_title">
 +
Fig.5 The reactions related with the urea cycle
 +
</div>
 +
*The orange letters are the abbreviated names of the enzymes involved. The red letters are the enzyme expressed by introducing rocF gene. For complete names of the enzymes see Table 3.
 +
</p>
 +
 +
<span style="font-style:italic,borld">
 +
One of the urea producing cycles without supplying the intermediates
 +
</span>
 +
<p>
 +
At first, we attempted to get the elementary flux modes in the condition whose
 +
input is L-glutamine like previous reports. (Mendel, 1996) We determined the
 +
elementary flux modes by calculating matrix like. The initial tableau is shown below.
 +
Large version is here.
 +
</p>
 +
 +
<img>
 +
We calculated and got the final tableau. Large version is here.
 +
<img>
 +
The detailed method is here.
 +
 +
<p>
 +
We got eight modes shown in Fig.6. Each reaction formula is shown in Table 4.
 +
We focused on one of the urea producing modes in these eight modes as shown in Fig.7.
 +
</p>
 +
 +
<img>
 +
<div class="graph_title">
 +
<div style="font-size:larger">
 +
2NH3 + HCO3- + 3ATP + H2O + NADPH + NAD+
 +
→ Urea + 2ADP + AMP + 2Pi + PPi + NADP+ + NADH
 +
</div>
 +
Fig.7 One of the urea producing cycles leaded by the concept of elementary flux modes
 +
*The numbers indicate the relative flux carried by the enzymes.
 +
</div>
 +
 +
<p>
 +
If we compared Fig.5 and Fig.7, we can see that in the mode displayed in Fig.7
 +
the reaction which converts L-glutamate to L-ornithine is not needed for urea production. <br />
 +
As shown in Fig.7, the carbon atom of urea derives from HCO3- which abounds
 +
in bacterial cytoplasm.
 +
</p>
 +
<p>
 +
Considering about nitrogen sources of urea, one of the nitrogen is derived
 +
from carbamoyl phosphate. Carbamoyl phosphate transfers the ammonium group to
 +
the urea cycle from L-glutamine. Therefore, it seems that L-glutamine is the
 +
effective nitrogen source. However, free ammonium ion can restore L-glutamine from
 +
L-glutamate which is a byproduct of the carbamoyl phosphate production.
 +
It means that L-glutamine and NH3 have the same role to be the nitrogen source
 +
for urea. These finding suggest that there was little difference in the
 +
condition of containing NH3 or L-glutamine in the culture to obtain more urea.
 +
This finding is proven in previous report's experiment. (Mendel, 1996)
 +
We also confirmed that the urea cycle in E.coli is well designed in a stoichiometrically
 +
point of view.
 +
</p>
 +
<p>
 +
<span style="font-style:borld;">Increasing the four components of the urea cycle to provide more urea</span>
 +
As mentioned before, there are two ways to increase the urea production:
 +
increasing the amount of the carbamoyl phosphate and increasing the amount of the
 +
four components of the urea cycle. We focused on the second one.
 +
All elementary flux modes which produce these compounds from L-glutamine or compounds
 +
in TCA cycle produce L-ornithine as intermediate or final product.
 +
These modes are shown in Fig.8. Each reaction formula is shown in Table 5.
 +
One of the L-ornithine producing modes is shown in Fig.9.
 +
</p>
 +
 +
<img>
 +
<div class="graph_title">
 +
<div style="font-size:larger">
 +
2-oxoglutarate + NH3 + acetyl-CoA + ATP + 3NADPH + 3H+
 +
→ L-ornithine + CoASH + acetate + ADP + Pi + H2O + 3NADP+
 +
</div>
 +
Fig.9 One of the L-ornithine producing pathways from intermediates of TCA cycle
 +
*The numbers indicate the relative flux carried by the enzymes.
 +
</div>
 +
 +
<p>
 +
As shown in Fig.9, we can provide L-ornithine by using a reaction which converts
 +
L-glutamate to L-ornithine. This is a key reaction to increase the reaction
 +
rates in the urea cycle. Therefore supplying ATP, NADPH, acetyl-CoA and L-glutamine
 +
or compounds in TCA cycle, is thus necessary step in this strategy.
 +
We also confirmed that E. coli have no feasible route for production of the four
 +
compounds other than those indicated in Fig 5.
 +
</p>
 +
<p>
 +
To avoid decreasing urea production by protein biosynthesis
 +
Considering that L-arginine, L-glutamate, and L-aspartate are consumed in protein
 +
biosynthesis, these compounds should be supplied from medium or produced by
 +
E.coli itself not only for increase but for maintenance of the cycle. However,
 +
L-glutamate is easily synthesized from L-glutamine. About L-arginine, it is synthesized
 +
through L-ornithine mentioned before. Therefore we focused on synthesizing
 +
L-aspartate we determined three modes which produce L-aspartate. (Fig.10)
 +
One of the modes is shown in Fig11. Each reaction formula is shown in Table 6.
 +
</p>
 +
 +
<img>
 +
<div class="graph_title">
 +
<div style="font-size:larger">
 +
oxaloacetate + NH3 + NADPH + H+ → L-aspartate + H2O + NADP+
 +
</div>
 +
Fig.11 One of the L-aspartate producing pathways from intermediates of TCA cycle
 +
*The numbers indicate the relative flux carried by the enzymes.
 +
</div>
 +
 +
<p>
 +
Since L-aspartate and L-arginine are made from TCA cycle, we need pyruvate which is
 +
the substrates of the TCA cycle. Pyruvate is provided by glycolysis whose substrate is
 +
glucose. Therefore, adding glucose in the media and culturing in aerobic condition
 +
is effective way to maintain the urea cycle.
 +
</p>
 +
<p>
 +
In conclusion, we determined that culturing the bacteria under aerobic conditions
 +
(to activate TCA cycle) are effective ways to increase the production of urea.
 +
</p>
 +
 +
 +
<h2 id="future">3.3 Future work</h2>
 +
<p>
 +
According to our results, we can say that three cycle or pathways are rerated to
 +
increase urea production: TCA cycle, glycolysis, the reaction which converts L-glutamate
 +
to L-ornithine. Therefore, the next step is the overexpression of the enzymes related
 +
with these reactions to increase urea production.
 +
</p>
</p>
</p>
 +
<!-- ############ End of main contents ############ -->
<!-- ############ End of main contents ############ -->

Revision as of 17:54, 3 October 2011

Tokyo Tech 2011

Flux analysis for providing more urea

Fig5

Fig.5 The reactions related with the urea cycle
*The orange letters are the abbreviated names of the enzymes involved. The red letters are the enzyme expressed by introducing rocF gene. For complete names of the enzymes see Table 3.

3.1 Introduction

In metabolic engineering, mathematical modeling is the effective way to increase the products. Flux analysis, based on the hypothesis that the system is in steady state, is the effective way to find expect how to increase the products. In this work, we firstly focused on the concept of 'elementary flux modes' (Schuster, 2000), which provides metabolic routes both stoichiometrically and thermodynamically feasible.
One elementary mode shows that the carbon atom of urea derives from HCO3- which abounds in bacterial cytoplasm. Furthermore, in spite of L-glutamine consumption to transfer the side-chain ammonium group for production of carbamoyl phosphate which transfers the ammonium group to the urea cycle, ammonium ion can restore L-glutamine from L-glutamate which is a byproduct of the carbamoyl phosphate production. These findings suggest that there was little difference in the condition of containing NH3 or L-glutamine in the culture to obtain more urea. This finding is proven in previous report's experiment. (Mendel, 1996) We also confirmed that the urea cycle in E.coli is well designed in a stoichiometrically point of view.
To provide more urea, there are two strategies. First one is to increase the amount of carbamoyl phosphate which is the reactant of the rate-limiting step of the urea cycle. The second one is to increase the amount of components of the urea cycle. We focused on the second one. We identified the elementary flux modes which produce these compounds from L-glutamine or compounds in TCA cycle. In all modes, ornithine was intermediate or final product to produce the components of the urea cycle. We also confirmed that E. coli have no feasible route for production of the four compounds other than those indicated in Fig.5. Ornithine production, which requires ATP, NADPH, Acetyl-CoA, and L-glutamine, is thus the necessary step in this strategy.
Considering that L-arginine, L-glutamate, and L-aspartate are consumed in protein biosynthesis, these compounds should be supplied from medium or produced by E.coli itself not only for increase but for maintenance of the cycle. Positions of L-arginine and L-aspartate in the reaction network show supplement of these compounds has similer effect on urea production.

Fig.7 One of the urea producing cycles without supplying the intermediates
Fig.9 One of the ornithine producing pathways from and intermediates of TCA cycle
What is elementary flux mode

"The concept of elementary flux mode provides a mathematical tool to define and comprehensively describe all metabolic routes that are both stoichiometrically and thermodynamically feasible for a group of enzymes". (Schuster, 2000) We can determine the modes which are able to work at steady state by this analysis.
As application of elementary flux modes, we can expect what substrates are needed to produce to the substances of interest. Furthermore, we can find expect which enzymes to overexpress or knockout so as to maximize the products we want.

3.2 Result

Overall reactions related with the urea cycle We considered the enzymatic reactions shown in Table 3 to determine the elementary flux modes. The scheme of the reaction is shown in Fig.5.

Fig.5 The reactions related with the urea cycle
*The orange letters are the abbreviated names of the enzymes involved. The red letters are the enzyme expressed by introducing rocF gene. For complete names of the enzymes see Table 3.

One of the urea producing cycles without supplying the intermediates

At first, we attempted to get the elementary flux modes in the condition whose input is L-glutamine like previous reports. (Mendel, 1996) We determined the elementary flux modes by calculating matrix like. The initial tableau is shown below. Large version is here.

We calculated and got the final tableau. Large version is here. The detailed method is here.

We got eight modes shown in Fig.6. Each reaction formula is shown in Table 4. We focused on one of the urea producing modes in these eight modes as shown in Fig.7.

2NH3 + HCO3- + 3ATP + H2O + NADPH + NAD+ → Urea + 2ADP + AMP + 2Pi + PPi + NADP+ + NADH
Fig.7 One of the urea producing cycles leaded by the concept of elementary flux modes *The numbers indicate the relative flux carried by the enzymes.

If we compared Fig.5 and Fig.7, we can see that in the mode displayed in Fig.7 the reaction which converts L-glutamate to L-ornithine is not needed for urea production.
As shown in Fig.7, the carbon atom of urea derives from HCO3- which abounds in bacterial cytoplasm.

Considering about nitrogen sources of urea, one of the nitrogen is derived from carbamoyl phosphate. Carbamoyl phosphate transfers the ammonium group to the urea cycle from L-glutamine. Therefore, it seems that L-glutamine is the effective nitrogen source. However, free ammonium ion can restore L-glutamine from L-glutamate which is a byproduct of the carbamoyl phosphate production. It means that L-glutamine and NH3 have the same role to be the nitrogen source for urea. These finding suggest that there was little difference in the condition of containing NH3 or L-glutamine in the culture to obtain more urea. This finding is proven in previous report's experiment. (Mendel, 1996) We also confirmed that the urea cycle in E.coli is well designed in a stoichiometrically point of view.

Increasing the four components of the urea cycle to provide more urea As mentioned before, there are two ways to increase the urea production: increasing the amount of the carbamoyl phosphate and increasing the amount of the four components of the urea cycle. We focused on the second one. All elementary flux modes which produce these compounds from L-glutamine or compounds in TCA cycle produce L-ornithine as intermediate or final product. These modes are shown in Fig.8. Each reaction formula is shown in Table 5. One of the L-ornithine producing modes is shown in Fig.9.

2-oxoglutarate + NH3 + acetyl-CoA + ATP + 3NADPH + 3H+ → L-ornithine + CoASH + acetate + ADP + Pi + H2O + 3NADP+
Fig.9 One of the L-ornithine producing pathways from intermediates of TCA cycle *The numbers indicate the relative flux carried by the enzymes.

As shown in Fig.9, we can provide L-ornithine by using a reaction which converts L-glutamate to L-ornithine. This is a key reaction to increase the reaction rates in the urea cycle. Therefore supplying ATP, NADPH, acetyl-CoA and L-glutamine or compounds in TCA cycle, is thus necessary step in this strategy. We also confirmed that E. coli have no feasible route for production of the four compounds other than those indicated in Fig 5.

To avoid decreasing urea production by protein biosynthesis Considering that L-arginine, L-glutamate, and L-aspartate are consumed in protein biosynthesis, these compounds should be supplied from medium or produced by E.coli itself not only for increase but for maintenance of the cycle. However, L-glutamate is easily synthesized from L-glutamine. About L-arginine, it is synthesized through L-ornithine mentioned before. Therefore we focused on synthesizing L-aspartate we determined three modes which produce L-aspartate. (Fig.10) One of the modes is shown in Fig11. Each reaction formula is shown in Table 6.

oxaloacetate + NH3 + NADPH + H+ → L-aspartate + H2O + NADP+
Fig.11 One of the L-aspartate producing pathways from intermediates of TCA cycle *The numbers indicate the relative flux carried by the enzymes.

Since L-aspartate and L-arginine are made from TCA cycle, we need pyruvate which is the substrates of the TCA cycle. Pyruvate is provided by glycolysis whose substrate is glucose. Therefore, adding glucose in the media and culturing in aerobic condition is effective way to maintain the urea cycle.

In conclusion, we determined that culturing the bacteria under aerobic conditions (to activate TCA cycle) are effective ways to increase the production of urea.

3.3 Future work

According to our results, we can say that three cycle or pathways are rerated to increase urea production: TCA cycle, glycolysis, the reaction which converts L-glutamate to L-ornithine. Therefore, the next step is the overexpression of the enzymes related with these reactions to increase urea production.