Difference between revisions of "Binding of R2 to A"

From ISMOC
Jump to: navigation, search
(Parameters with uncertainty)
(Parameters with uncertainty)
Line 62: Line 62:
 
Since the values we are using for this parameter correspond to generic association constant values of a wide range of protein-protein interactions and not specifically to GBL or related systems, we wish to explore the whole range of values and investigate the conditions under which the ScbR-ScbA complex formation would be feasible. Therefore, we set the mode of the log-normal distribution for  <math>K_{d3}</math> to <math> 7 \cdot 10^{4} nM </math> and the confidence interval factor to <math> 13 </math>. Thus, the range where 95.45% of the values are found is between <math> 5.385 \cdot 10^{3} nM </math> and <math> 9.1 \cdot 10^{5} nM </math>.
 
Since the values we are using for this parameter correspond to generic association constant values of a wide range of protein-protein interactions and not specifically to GBL or related systems, we wish to explore the whole range of values and investigate the conditions under which the ScbR-ScbA complex formation would be feasible. Therefore, we set the mode of the log-normal distribution for  <math>K_{d3}</math> to <math> 7 \cdot 10^{4} nM </math> and the confidence interval factor to <math> 13 </math>. Thus, the range where 95.45% of the values are found is between <math> 5.385 \cdot 10^{3} nM </math> and <math> 9.1 \cdot 10^{5} nM </math>.
  
Similarly, by following the same reasoning, the mode of the log-normal distribution for <math>k^{-}_{3}</math> is set to <math>2 \cdot 10^{4} min^{-1}</math> and the confidence interval factor to <math>2.5</math>. This means that the range where 95.45% of the values are found is between <math> 8 \cdot 10^{3} nM </math> and <math>5 \cdot 10^{4}</math> <math>min^{-1}</math>.  
+
Similarly, by following the same reasoning, the mode of the log-normal distribution for <math>k_{on3}</math> is set to <math>0.019 nM^{-1} min^{-1}</math> and the confidence interval factor to <math>3.2</math>. This means that the range where 95.45% of the values are found is between <math> 0.0059 nM^{-1} min^{-1}</math> and <math>0.0608 nM^{-1} min^{-1}</math>.  
  
The probability distributions for the two parameters, adjusted accordingly in order to reflect the above values, are the following:
+
Since the two parameters are interdependent, thermodynamic consistency also needs to be taken into account. This is achieved by creating a bivariate system as described [[Welcome to the In-Silico Model of γ-butyrolactone regulation in Streptomyces coelicolor#Parameter Overview|'''here''']]. Since no information was retrieved for <math>k^{-}_{3}</math> and therefore is the parameter with the largest geometric coefficient of variation, this is set as the dependent parameter as per: <math>k^{-}_{3}=k_{on3} /cdot k_{d3}</math>. The location and scale parameters of <math>k^{-}_{3}</math> (μ=8.3942 and σ=1.0961) were calculated from those of <math>K_{d3}</math> and <math>k_{on3}</math>.
  
[[Image:Kd3.png|500px]] [[Image:K3.png|500px]]
+
The probability distributions for the three parameters, adjusted accordingly in order to reflect the above values, are the following:
  
The location and scale parameters of the distributions are:
+
[[Image:Kd3.png|500px]] [[Image:K3.png|500px]] [[Image:Kon3.png|500px]]
 +
 
 +
The correlation matrix which is necessary to define the relationship between the two marginal distributions (<math>k_{d3}</math>,<math>k^{-}_{3}</math>) of the bivariate system is derived by employing random values generated by the two distributions.
 +
 
 +
The parameters of the distributions of the multivariate system are:
 
{|class="wikitable"
 
{|class="wikitable"
 
! Parameter
 
! Parameter
 
! μ
 
! μ
 
! σ
 
! σ
 +
! Correlation matrix
 +
|-
 +
|<math>k_{on3}</math>
 +
|<math>-3.6938</math>
 +
|<math>0.51917</math>
 +
|N/A
 
|-
 
|-
 
|<math>K_{d3}</math>
 
|<math>K_{d3}</math>
|<math>11.950</math>
+
|<math>12.088</math>
|<math>0.8911</math>
+
|<math>0.96535</math>
 +
|rowspan="2"|<math>\begin{pmatrix} 1 & 0.3641 \\
 +
0.3641  & 1 \end{pmatrix}</math>
 
|-
 
|-
 
|<math>k^{-}_{3}</math>
 
|<math>k^{-}_{3}</math>
|<math>10.0825</math>
+
|<math>8.3942</math>
|<math>0.4231</math>
+
|<math>1.0961</math>
 
|}
 
|}
  
 
==References==
 
==References==
 
<references/>
 
<references/>

Revision as of 01:29, 6 December 2015

The ScbR homo-dimer (R2) forms a complex with ScbA (A).

Go back to overview
About this image

Chemical equation

A + R_{2} \rightleftharpoons A-R_{2}

Rate equation

 r= \frac{k^{-}_{3}}{K_{d3}}\cdot [A]\cdot [R_{2}] - k^{-}_{3}\cdot [A-R_{2}]

Parameters

The parameters of this reaction are the dissociation constant for binding of ScbR to ScbA (K_{d3}) and the dissociation rate for binding of ScbR to ScbA (k^{-}_{3}). Since there is no concrete evidence of the existence of the ScbA-ScbR complex so far, it is possible that the interaction between the two proteins is unstable/ transient and therefore the parameter values reflect this belief. The values of such complexes according to the literature [1] , lie in the millimolar or micromolar scale.

  • Ozbabacan et al. 2011[1]
  • Perkins et al. 2010[2]
Name Value Units Value in previous GBL model [3] Remarks-Reference
K_{d3} 10^{3}-10^{6} [1] nM 0.083 nM^{-1} s^{-1}

(Range tested: 10^{-7}-10^{-1} nM^{-1} s^{-1})

(Bistability range: 0.083-0.12 nM^{-1} s^{-1})

According to the Ozbabacan et al. association constants for transient protein protein interactions lie in the millimolar or micromolar range.
Ozbabacan et al. 2011[1]
k^{-}_{3} 60-6 \cdot 10^{4} [4] [5] min^{-1} 630 s^{-1}

(Range tested: 0-10^{3} s^{-1})

(Bistability range: 460-630 s^{-1})

According to Northrup et al. the K_{on3} of protein-protein bond formations occur in the order of 10^{6} M^{-1}s^{-1}.
Northrup et al. 1992[5]

These values are also supported by Ozbabacan et al. who claim that association rates are usually in the range 10^5-10^6 M^{-1}s^{-1} (0.006-0.06 nM^{-1}min^{-1}).

Ozbabacan et al. 2011[1]

Therefore, these values are used to generate the probability distribution for k_{on3} as described in the following section.

Afterwards, the log-normal distribution for the dissociation rate of the ScbR-ScbA binding k^{-}_{3} is derived from the distributions of k^{-}_{3} and K_{d3}.

Parameters with uncertainty

Since the values we are using for this parameter correspond to generic association constant values of a wide range of protein-protein interactions and not specifically to GBL or related systems, we wish to explore the whole range of values and investigate the conditions under which the ScbR-ScbA complex formation would be feasible. Therefore, we set the mode of the log-normal distribution for K_{d3} to  7 \cdot 10^{4} nM and the confidence interval factor to  13 . Thus, the range where 95.45% of the values are found is between  5.385 \cdot 10^{3} nM and  9.1 \cdot 10^{5} nM .

Similarly, by following the same reasoning, the mode of the log-normal distribution for k_{on3} is set to 0.019 nM^{-1} min^{-1} and the confidence interval factor to 3.2. This means that the range where 95.45% of the values are found is between  0.0059 nM^{-1} min^{-1} and 0.0608 nM^{-1} min^{-1}.

Since the two parameters are interdependent, thermodynamic consistency also needs to be taken into account. This is achieved by creating a bivariate system as described here. Since no information was retrieved for k^{-}_{3} and therefore is the parameter with the largest geometric coefficient of variation, this is set as the dependent parameter as per: Failed to parse (Cannot store math image on filesystem.): k^{-}_{3}=k_{on3} /cdot k_{d3} . The location and scale parameters of k^{-}_{3} (μ=8.3942 and σ=1.0961) were calculated from those of K_{d3} and k_{on3}.

The probability distributions for the three parameters, adjusted accordingly in order to reflect the above values, are the following:

500px 500px 500px

The correlation matrix which is necessary to define the relationship between the two marginal distributions (k_{d3},k^{-}_{3}) of the bivariate system is derived by employing random values generated by the two distributions.

The parameters of the distributions of the multivariate system are:

Parameter μ σ Correlation matrix
k_{on3} -3.6938 0.51917 N/A
K_{d3} 12.088 0.96535 \begin{pmatrix} 1 & 0.3641 \\
0.3641  & 1 \end{pmatrix}
k^{-}_{3} 8.3942 1.0961

References