Difference between revisions of "Team:York/Modeling"

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<h1>Modeling</h1>
 
<h1>Modeling</h1>
<p>To guide the design of our final organism the team has employed the use of Flux Balance Analysis (FBA) modeling. FBA calculates estimates of the rates at which metabolites in an organism will pass through various reaction pathways. As phosphate is used in nearly every part of the cells metabolome, we felt it was important to determine how the accumulation of large amounts might affect the overall function of our organism. Using the <a href="http://www.ncbi.nlm.nih.gov/pmc/articles/PMC1911197/">iAF1260 model</a> of <i>E. coli</i> as a basis, we first attempted to look at the reactions controlled by the genes we had found as candidates for manipulation during the team's dry lab period. These includes Polyphosphate Kinase (PPK), Exopolyphosphatase (PPX), and the Phosphate Specific Transporters (Pst). One of the immediate problems we found is that phosphate is used by many different parts of the cell, and as such altering any one part has knock on effects on many others. Attempting to alter phosphate pathways requires a fine hand.</p>
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<p>To guide the design of our final organism the team has employed the use of Flux Balance Analysis (FBA) modeling. FBA calculates estimates of the rates at which metabolites in an organism will pass through various reaction pathways. As phosphate is used in nearly every part of the cells metabolome, we felt it was important to determine how the accumulation of large amounts might affect the overall function of our organism. Using the <a href="http://www.ncbi.nlm.nih.gov/pmc/articles/PMC1911197/">iAF1260 model</a> of <i>E. coli</i> as a basis, we first attempted to look at the reactions controlled by the genes we had found as candidates for manipulation during the team's dry lab period. These include, Polyphosphate Kinase (PPK), Exopolyphosphatase (PPX), and the Phosphate Specific Transporters (Pst). One of the immediate problems we found is that phosphate is used by many different parts of the cell, and as such altering any one part has knock on effects on many others. Attempting to alter phosphate pathways requires a fine hand.</p>
 
<p>The FBA computer model looks for the most efficient, if not the most realistic, pathways to use, meaning it was difficult to force any amount of flux through the pathways we had created to accumulate phosphate. Results from multiple different attempts to achieve theoretical uptake showed that to be able to accumulate phosphate, growth needed to be compromised. By forcing the model to compromise a fraction of it's growth potential we were able to show much higher storage rates. These rates increase in a linear way as further restrictions on growth are put in place, showing direct links between growth and our organisms ability to accumulate phosphate.</p>
 
<p>The FBA computer model looks for the most efficient, if not the most realistic, pathways to use, meaning it was difficult to force any amount of flux through the pathways we had created to accumulate phosphate. Results from multiple different attempts to achieve theoretical uptake showed that to be able to accumulate phosphate, growth needed to be compromised. By forcing the model to compromise a fraction of it's growth potential we were able to show much higher storage rates. These rates increase in a linear way as further restrictions on growth are put in place, showing direct links between growth and our organisms ability to accumulate phosphate.</p>
 
<p><i>(Click to enlarge images)</i></p>
 
<p><i>(Click to enlarge images)</i></p>

Revision as of 16:37, 17 September 2015

Modeling

To guide the design of our final organism the team has employed the use of Flux Balance Analysis (FBA) modeling. FBA calculates estimates of the rates at which metabolites in an organism will pass through various reaction pathways. As phosphate is used in nearly every part of the cells metabolome, we felt it was important to determine how the accumulation of large amounts might affect the overall function of our organism. Using the iAF1260 model of E. coli as a basis, we first attempted to look at the reactions controlled by the genes we had found as candidates for manipulation during the team's dry lab period. These include, Polyphosphate Kinase (PPK), Exopolyphosphatase (PPX), and the Phosphate Specific Transporters (Pst). One of the immediate problems we found is that phosphate is used by many different parts of the cell, and as such altering any one part has knock on effects on many others. Attempting to alter phosphate pathways requires a fine hand.

The FBA computer model looks for the most efficient, if not the most realistic, pathways to use, meaning it was difficult to force any amount of flux through the pathways we had created to accumulate phosphate. Results from multiple different attempts to achieve theoretical uptake showed that to be able to accumulate phosphate, growth needed to be compromised. By forcing the model to compromise a fraction of it's growth potential we were able to show much higher storage rates. These rates increase in a linear way as further restrictions on growth are put in place, showing direct links between growth and our organisms ability to accumulate phosphate.

(Click to enlarge images)